Learn how Ideate StyleManager, Ideate Explorer, and Ideate BIMLink help construction teams eliminate Revit inefficiencies — from unmanaged styles and hidden elements to manual data errors — with automated QA/QC workflows and bulk parameter editing that saves hours on every project.

How Ideate Software Is Helping Teams Improve Revit Data Management, QA/QC and Automation

In this article, Kestrel Labs explains how AI powered building code compliance can help architects check code directly inside the BIM model, reducing manual review, rework, and permitting delays. The conversation explores how computable building codes, Revit based workflows, and traceable compliance results can support faster design decisions, stronger code confidence, and a more efficient future for AEC permitting.

How Kestrel Labs Is Bringing Code Compliance Inside the BIM Model

<figure class="image"><img src="https://aecplustech-files.s3.amazonaws.com/blog/9198a462-3995-42b2-ad2b-bddb08f3649e.png" alt="Ichi helps architecture teams bring code research earlier into the design process, turning complex compliance questions into faster, cited answers." width="1080">
<figcaption spellcheck="false" data-qb-tmp-id="lt-987372" data-gramm="false">Fig. 1) Ichi helps architecture teams bring code research earlier into the design process, turning complex compliance questions into faster, cited answers.</figcaption>
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We sat down with Chinmayi Suri, Architectural Designer at DGA, and Brandon Levey, Founder and CEO of <a href="https://www.ichiplan.com/" target="_blank" rel="noopener">Ichi</a>, to learn how the two are working at the intersection of architecture and AI to tackle some of the profession's most time-consuming pain points: building code compliance, QA/QC, and the institutional knowledge that disappears when senior staff retire.&nbsp;
On a recent corporate laboratory project, the team at DGA, a Bay Area architecture firm specializing in life sciences and advanced manufacturing facilities, hit a familiar wall. Their mechanical scope carried a $250,000 line item for fire dampers, and the client wanted that cost justified before signing off. The architects suspected the dampers were not actually required by code for this specific occupancy and assembly configuration, but confirming it the usual way meant setting up a meeting, a senior architect pulling code books, cross-referencing amendments, and chasing answers across the firm. On a project already under deadline pressure, the budget question was at risk of being closed out without ever being properly answered.
Instead, they ran the question through Ichi, an AI platform built specifically for navigating building code complexity. Within seconds they had a cited answer from the code confirming the dampers were not required. The line item came out. The client saved $250,000.
While this is a relatively small sum for highly complex projects, this is just a single example and without that quick verification, the money would not have stayed in the project. It would have come out of finishes, or contingency, or somewhere else the team would rather not have touched. That is the part worth paying attention to. Code research used to be a slow, senior-architect-only task that often gets skipped or rushed under deadline pressure. When it stops being slow, it starts shaping budgets in real time.
<h3 dir="ltr">How Manual Code Work Is Costing You</h3>
Code compliance is one of those parts of architectural practice that almost no one celebrates. It is also one of the most expensive parts of the job, in hours if not always in dollars.
Chinmayi Suri, an architectural designer at DGA, works on cGMP pharmaceutical, life science, and manufacturing facilities that often run past 100,000 square feet and carry layered regulatory requirements. She describes the existing process bluntly. Navigating ADA, fire codes, and industry-specific regulations falls on the most senior architects, the ones who have memorized chunks of code over years of repetition. It is institutional knowledge stored in human heads, queried one Slack message or in-person conversation at a time.
That creates two problems. The first is throughput. Senior staff become the bottleneck on every code question, which pulls them away from the design work they were hired to do. The second is timing. Code checking traditionally happens after the design is mostly finished, so compliance issues surface late, when changes are expensive and the schedule is already tight.
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"This stemmed from frustration really. I was sitting on my computer saying this should not take so long, and that's kind of actually where this all started."&nbsp;&mdash; Chinmayi Suri, DGA
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Her original interest in AI tools came out of that frustration, not out of any particular enthusiasm for AI as a concept.
<h3 dir="ltr">Why Generic AI Tools Fall Short</h3>
The obvious question for any architect frustrated with code research is: Can&rsquo;t ChatGPT do the job? The answer, so far, has been no, and the reasons are useful to understand.
Brandon Levey, founder and CEO of Ichi, comes from a 20-year tech background that includes work at a Department of Energy national lab and running R&amp;D teams at Square. He grew up in his father's HVAC and sheet metal business, which is partly why he ended up building software for AEC. He breaks the gap down into three things.
Accuracy on compliance codes has to be very high. Architects stamp their drawings, and a model that produces plausible-sounding language without citing the exact code section is worse than no answer at all. The documents themselves are also unusually large. A spec package can run 6,000 pages. A jurisdiction comment letter can run 60 pages with 300 individual items. General-purpose tools are not built to parse and cross-reference at that scale with any reliability. And, the answers always depend on the context that lives inside the firm: what counts as a standard detail, which assemblies the client has used before, what the senior architect on this project type would flag.
Chinmayi put it more directly. Generic AI tools require the user to already have deep domain knowledge to know what to ask and to verify what comes back. That defeats the purpose. The point of an AI assistant for code work is to lower the barrier, not require an expert to operate it.
<figure class="image"><img src="https://aecplustech-files.s3.amazonaws.com/blog/d43e9371-5c56-45b3-b46b-0264708472ca.png" alt="Ichi&rsquo;s agent based workflow helps teams organize code review, QA/QC, and consultant coordination tasks in a structured review board." width="1080"><canvas class="qb-highlighter__canvas" style="display: none; top: 1px !important; left: 200px !important;" width="47" height="22"></canvas>
<figcaption spellcheck="false" data-qb-tmp-id="lt-193248" data-gramm="false">Fig. 2) Ichi&rsquo;s agent based workflow helps teams organize code review, QA/QC, and consultant coordination tasks in a structured review board.</figcaption>
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<h3 dir="ltr">What Agentic Actually Means Here</h3>
Ichi's product is built around what Brandon calls an agentic approach. The term gets used loosely, so it is worth being specific.
In Ichi's case it means that when users ask Ichi a question they aren&rsquo;t interacting with a single LLM, but rather many different agents that are specialized in specific tasks. This approach helps the platform guide users when they do not know exactly what to ask,check its own work, and complete longer, more complex tasks.
A simple example. An architect asks a question about an auditorium in California. A generic chatbot returns a generic answer. Ichi instead asks clarifying questions about occupancy load and square footage, because those variables fundamentally change which code sections apply. That guided flow matters in code work, where a wrong assumption upstream invalidates everything downstream.
The error-checking piece is more technical but arguably more important.
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"Any type of long-running or long horizon task in AI is going to have errors in it. The way that we evolve through that, a lot of the agentic approaches are by using multiple AI agents to check its work."&nbsp;&mdash; Brandon Levey, founder and CEO, Ichi
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In practice that means when Ichi pulls code references from a 60-page comment letter or runs a feasibility study, separate agents are reviewing the output for inconsistencies and gaps before the architect sees it. That internal cross-check is what makes the difference between a curiosity and something architects will actually put their name on.
Want to hear the full discussion?<a href="https://www.youtube.com/watch?v=rsm_sSv2urI" target="_blank" rel="noopener"> Watch the complete panel conversation with Chinmayi Suri and Brandon Levey on YouTube.&nbsp;</a>
<h3 dir="ltr">Reducing the Work Architects Enjoy Least&nbsp;</h3>
The most concrete value Ichi delivers shows up in the workflows least enjoyed by architects.
Comment letters are the clearest case. When a jurisdiction returns a plan check, the architect's first job is translation: turning a long PDF into a structured spreadsheet that maps each comment to the relevant code reference, assigns it to the right consultant, and drafts an initial response. Brandon described one user who spent five to eight hours turning a 60-page letter with 300 comments into a workable spreadsheet. With Ichi, that drops to around 20 minutes.
Feasibility and zoning studies follow a similar pattern. A study that previously took two to four hours of senior staff time becomes a 20-minute guided workflow, producing an exportable document with code references already in place.
On the documentation side, the savings come less from automation than from triage. Chinmayi pointed to 700-page document sets where the real value is having AI do the first pass, locating where specific notes or drawing discrepancies live. The architect still verifies and decides. They just no longer have to read every line to find the three that matter.
The work that consumes the most time in an architecture firm is rarely the work that draws people into the profession. Cutting hours out of that work is where most firms will see the first real return.
<div><a href="https://www.youtube.com/watch?v=gSKu4e2Qg3s" target="_blank" rel="noopener">Watch Ichi in action: See how the platform supports zoning, design, permitting, and inspections across the full project lifecycle.</a></div>
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<h3 dir="ltr"><iframe style="display: table; margin-left: auto; margin-right: auto; width: 709px; height: 400px;" src="https://www.youtube.com/embed/gSKu4e2Qg3s" width="709" height="400" allowfullscreen="allowfullscreen"></iframe></h3>
<h3 dir="ltr">Capturing the Knowledge Before It Walks Out the Door</h3>
One of the more interesting features in Ichi is what the platform calls Memory. It captures the institutional knowledge of senior staff, the kind of judgment and pattern recognition that takes decades to build and tends to leave the firm when those people retire.
Chinmayi described how the idea took shape at DGA.
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"I wish we could put Mark Davis into a notebook LLM."&nbsp;&mdash; Chinmayi Suri, on DGA principal Mark Davis
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The line is partly a joke about a specific colleague, but it captures something the AEC industry has struggled with for a long time. Knowledge transfer from senior to junior staff is mostly accidental, dependent on proximity, mentorship, and time.
Memory works by ingesting organizational standards, past project notes, and client specifications so the AI's answers reflect the firm's actual way of working, not a generic best practice. DGA has started using it as a training tool, exposing younger architects not just to answers but to the prompts and reasoning senior staff use to get there. The platform already syncs directly with OneDrive and soon will with Google Drive, removing another friction point for firms with messy document storage.
This is also where the security question gets practical. Ichi does not train its models on customer data. For firms handling sensitive client information, particularly in life sciences or government work, that distinction is the difference between adoption and a hard no from legal.
<h3 dir="ltr">The Barriers Are Real, but Shrinking</h3>
Adoption is rarely about whether a tool works. It is about whether a firm can afford the time to find out.
Chinmayi named three barriers: time, trust, and security. Time, because evaluating new software is itself a senior-staff task that competes with billable work. Trust, because architects are personally liable for what they sign. Security, because client data cannot be pasted into a public chatbot.
The trust question tends to dissolve through small wins. Firms that successfully adopt AI usually start with a single project, often a smaller one, and prove the tool against a known answer. Once the output matches what a senior architect would have produced, the conversation shifts from whether the tool is reliable to which workflow it should touch next.
The fear of replacement also fades quickly once people actually use the tools. The intelligent part of the work, as Chinmayi pointed out, still comes from the humans using it. AI takes the repetitive parts. It does not make decisions, and it does not stamp drawings.
<h3 dir="ltr">The New Baseline</h3>
The shift Brandon describes has happened fast. In 2024, the conversation in architecture was still about whether AI was real. By late 2025 it had moved to how to implement it. Firms are now being asked in client interviews and RFP responses what their AI strategy is. Within the next year, not having a clear answer will start to count against firms competing for work.
Chinmayi frames it in the only terms that really matter to working architects.
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"You have to start using it. We have to start thinking about using it in our workflow. It is going to become as prevalent to us at some point as Revit is."&nbsp;&mdash; Chinmayi Suri, DGA
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The shift from hand drafting to CAD took roughly a decade. CAD to BIM took another. Each one looked optional at the start and obvious by the end. The shift now underway, from manual code research to agentic compliance tools, is following the same curve. 
Firms picking up the tools now are buying themselves time to figure out how to use them well before that becomes a job requirement rather than a competitive edge.
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Editor's Note
This article is based on an aec+tech Expert Talk, Navigating Code Complexity with AI, featuring Chinmayi Suri of DGA Architects and Brandon Levey of Ichi. The conversation explored why building code review remains one of the most manual and time consuming parts of architectural practice, and how AI can help project teams navigate code requirements, reduce repetitive review work, and make more informed design decisions.
Learn more on Ichi&rsquo;s product page: <a href="../../tools/ichi" target="_blank" rel="noopener">https://www.aecplustech.com/tools/ichi</a>
Watch the full conversation here: <a href="https://www.youtube.com/watch?v=rsm_sSv2urI&amp;t=168s" target="_blank" rel="noopener">https://www.youtube.com/watch?v=rsm_sSv2urI&amp;t=168s</a>
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In this article, we explore how DGA Architects is using Ichi’s agentic AI platform to rethink building code compliance, QA/QC, and time consuming review workflows. Through a recent project example, the article shows how faster, cited code research helped the team remove a $250K fire damper line item and make better decisions earlier. The piece also looks at how AI can capture institutional knowledge, support junior teams, and become a new baseline for architecture firms as client expectations evolve.

How DGA Used Ichi’s Agentic AI to Rethink Code Compliance

<img src="https://aecplustech-files.s3.amazonaws.com/blog/57eee85d-cd2f-4ffd-842d-2e8a109ebfa4.jpg" alt="" width="1080">The difference between a concept and a market leader lies in the ecosystem in which they operate. If your startup is building the next generation of automation, artificial intelligence, or spatial intelligence for the built environment, this is your final opportunity to apply for the 2026 Trimble 0&ndash;60 Challenge. Applications officially close on May 22, 2026.
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Tech startups in the Architecture, Engineering, Construction, and Owner-Operator (AECO) sector often struggle to gain traction, not because they lack innovative ideas, but because they lack real-world domain context and access to established workflows. The Trimble 0&ndash;60 Challenge is a rigorous, equity-free 12-week sprint designed to help early-stage founders bridge the gap between digital concepts and physical workflows, moving solutions from prototype to real-world deployment.
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Why This Accelerator Is Different
General-purpose accelerators can give you cloud infrastructure, but the Trimble 0&ndash;60 Challenge gives you the industry. Recently named the 2025 Accelerator Program of the Year by BuiltWorlds, this program provides what standard accelerators cannot: direct integration with the world's most widely deployed AECO platforms.
Startups selected for the 2026 cohort will receive:
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Deep Platform Integration: Build directly on Trimble Connect, SketchUp, Tekla, and ProjectSight, or integrate your computer vision and autonomy solutions with Trimble's GNSS receivers, total stations, and laser scanners.
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Expert Mentorship: Get weekly guidance from Trimble platform engineers, product teams, and Trimble Ventures advisors who have spent their careers inside construction workflows.
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Prizes and Market Distribution: Compete for non-dilutive cash prizes and gain a direct path to verified customers via a listing on the Trimble Marketplace.
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Demo Day at Dimensions: Pitch your fully functioning minimum viable product (MVP) to 5,000 construction professionals, buyers, and investors live at Trimble Dimensions in Las Vegas from November 9&ndash;11, 2026.
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Proven Commercial Outcomes
The 12-week roadmap focuses entirely on rapid development and commercial validation. As Simon Boyles, founder of ScaffPlan, noted after his cohort experience, "We finished the program with a brand new, fully functioning application ready to be commercialized". Similarly, the 2025 winner, Datagrid, successfully built an agentic AI tool that integrates directly with Trimble solutions and over 100 enterprise systems, which is now live on the Trimble Marketplace.
Who Should Apply
The program is actively seeking early-stage startups and developers building solutions in three core categories:
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Connected Data: Solutions that facilitate the seamless flow, management, and interoperability of data across the project lifecycle.
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Connected Design: Tools that enhance modeling, simulation, and design workflows to improve accuracy and efficiency.
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Connected Field or Jobsite: Technologies that optimize real-world execution through hardware-to-software synergy and precision technology.
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Key Dates for 2026:
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Applications Close: May 22, 2026
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Finalists Selected: June 12, 2026
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2-Day Kick-Off Event: June 16&ndash;17, 2026 (Westminster, CO)
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Dimensions Demo Day: November 9&ndash;11, 2026 (Las Vegas, NV)
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Do not watch the future of construction technology from the sidelines. If you are ready to scale your technology within the Trimble ecosystem, you must submit your application before the portal closes.
 Apply before midnight on May 22, 2026. <a href="https://www.trimble.com/en/our-company/events/dimensions/experiences/0-60-challenge?utm_source=influencer&amp;utm_medium=article&amp;utm_campaign=TRB-26Q1-GLOB-LE-Nov-09-Trimble-0-60&amp;utm_term=Aec+tech-campaign%20https://www.trimble.com/en/our-company/events/dimensions/experiences/0-60-challenge?utm_source=linkedin&amp;utm_medium=paid-ad&amp;utm_campaign=TRB-26Q1-GLOB-LE-Nov-09-Trimble-0-60&amp;utm_content=startups" target="_blank" rel="noopener">Learn more.</a></div>
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The 2026 Trimble 0–60 Challenge, an equity-free 12-week accelerator for early-stage AEC startups in automation, AI, and spatial intelligence, closes applications on May 22, 2026. Selected founders gain direct integration with Trimble platforms, expert mentorship, non-dilutive cash prizes, and a Demo Day slot at Trimble Dimensions in Las Vegas.

Last Call: Accelerate Your AEC Startup with the 2026 Trimble 0–60 Challenge

Graebert’s ARES Trinity 2027 helps AEC teams automate BIM-to-DWG documentation from Revit, IFC, and Autodesk Forma workflows. It reduces manual drawing updates, supports cloud automation, preserves CAD details, improves feedback loops, and introduces ARES Neo for Revit-based drawing validation.

BIM Has the Intelligence. Why Is Revit Documentation Still Manual?

Redefining Engineering Intelligence
Built for industries where precision cannot fail.
Engineering projects do not fail because of the people. They fail because no one made the risks visible in time. ZestineTech bridges engineering and technology to change that — delivering intelligence before it is needed, not after it is too late.
We are an engineering software company building intelligent tools for project delivery teams across architecture, construction, infrastructure, oil and gas, manufacturing, and enterprise operations. Founded by engineers who worked inside complex project environments, ZestineTech was built from a single conviction: the tools available to engineering teams had not kept pace with the complexity those teams were being asked to manage.
That gap — between what engineering workflows demand and what existing software delivers — is exactly where ZestineTech operates.

Who We Are
ZestineTech is a focused, purpose-driven software company headquartered in Pennsylvania, USA, serving engineering and project delivery organizations globally. Our team carries over a decade of direct experience working within engineering environments — not studying them from the outside, but operating inside them at the level where real problems live.
We understand the coordination failures that happen weeks before a review. We know the unauthorized changes that go undetected until they become expensive. We have seen the operational inefficiencies that compound quietly until they become project risks. We build software to solve those problems — precisely, honestly, and without unnecessary complexity.
Engineering done right. The first time.

Who We Serve
ZestineTech operates where precision is not optional and the cost of being wrong is measured in project weeks, not corrections. The teams we serve carry accountability for project accuracy every day and cannot afford to discover what went wrong after it already has.
We serve engineering-led industries across global markets:
AEC — Architecture, Engineering & Construction: Smarter delivery for teams working where coordination failures cost time and money. 
Oil & Gas: Precision-driven engineering tools for complex industrial environments where operational accuracy and compliance are non-negotiable. 
Sustainability & Infrastructure: Engineering the systems that make sustainability measurable, manageable and built to last. 
Manufacturing: Reducing inefficiency and rework across manufacturing operations through intelligent workflow control and process automation. 
Enterprise Operations: Bringing structure, visibility, and automation to large-scale operations that cannot run on manual oversight. 

The Standard We Build To
Clarity — Actionable visibility. No noise. No ambiguity. Engineering teams deserve tools that make complexity legible, not compound it.
Precision — Engineered for accuracy. Built for the real world. We hold our products to the same standard we expect from the workflows they support.
Honesty — Transparent insight. Grounded in reality. We build what works. We say what is true. We do not oversell.
Control — Stay ahead of risk. Operate with confidence. The best tools give teams more visibility and confidence, not less.

Why ZestineTech
Most engineering software is built by software companies. ZestineTech is built by engineers who understand what it costs when workflows break down — in rework, in delays, in coordination failures that should have been caught earlier.
That origin shapes everything: the problems we choose to solve, the standard we hold our products to, and the commitment we bring to every team that relies on our software. We exist to bring intelligence earlier into engineering and operations — helping teams identify risks before coordination breaks down, before delivery is impacted and before small issues become expensive problems.

ZestineTech

Bimrock AI is a construction technology company building automation tools for MEP (Mechanical, Electrical, and Plumbing) designers and engineers working in Autodesk Revit. Our mission is to eliminate repetitive manual workflows that consume engineering hours - replacing them with intelligent, profile-based automation that lets MEP professionals focus on design, not documentation busywork.                                                   

The Problem We're Solving

MEP engineering teams spend a disproportionate amount of their project time on repetitive, low-value tasks. Annotation alone - placing tags on ductwork, piping, electrical panels, fixtures, and equipment across dozens of floor plan views - can consume entire workdays on a single building. Multiply that across disciplines, floors, and projects, and firms lose thousands of billable hours annually to work that follows predictable, repeatable patterns. These are exactly the kinds of workflows that should be automated, but until now, haven't been - at least not without custom Dynamo scripts, manual workarounds, or expensive enterprise platforms that require months of implementation.

Bimrock AI exists to close that gap. We build tools that are powerful enough for complex MEP workflows but accessible enough that any Revit user can adopt them immediately — no scripting, no code, no lengthy onboarding process.

Our Flagship Product: Autotag by Bimrock AI

Autotag by Bimrock AI is our first product, focused on automating MEP annotation in Autodesk Revit. It replaces manual tag placement with a profile-based system: users define tagging rules once - selecting MEP categories, tag families, filters, and placement preferences - then apply those rules to any number of views. The tool handles intelligent tag positioning, automatic overlap avoidance, and batch processing across entire building documentation sets.

Key capabilities include:

- Profile-Based Automation — Create reusable annotation profiles that work like View Templates but for tags. Define standards once, enforce them consistently across every project and every team member.

- Automatic Overlap Avoidance — Intelligent algorithms analyze element positions and adjust tag placement to eliminate overlapping labels. No manual cleanup required after placement.

- Batch View Processing — Queue 40 or more views and process them in a single operation. Tag an entire building's documentation set — across all MEP disciplines and floor levels — while you focus on higher-value design work.

- Full MEP Discipline Coverage — Supports Mechanical (ducts, air terminals, equipment), Electrical (panels, fixtures, devices, cable trays), and Plumbing (pipes, fixtures, equipment), plus general architectural elements.
- Linked Model and Workshared Support — Designed for real-world BIM coordination workflows, Autotag works seamlessly with Revit linked models and workshared projects.

- Custom Family Support — Tag any parameter on any element, including custom Revit families. Not limited to out-of-the-box content.

- Post-Placement Editing Tools — Bulk-edit tags, align leader line elbows, and reorganize annotations after placement for precise control over final output.

- Team Profile Sharing — Share and distribute annotation profiles across team members to maintain consistent documentation standards firm-wide.

Autotag saves MEP teams 30–60 minutes per floor plan on annotation tasks. When batch-processing full documentation sets, teams report saving 2–4 hours per building. For firms producing dozens of projects annually, the compounding time savings translate to hundreds of recovered billable hours.

Autotag supports Revit 2023, 2024, 2025, 2026, and 2027, runs on Windows 10 and later, and includes a free trial with no credit card required.

Our Platform Vision: Automated MEP Design

Autotag by Bimrock AI is the starting point - not the destination. We are building toward a comprehensive Automated MEP Design platform that covers the full spectrum of MEP engineering workflows within Autodesk Revit:

1. Documentation Automation: Autotag by Bimrock AI (live in Revit today). Automates annotation, tagging, and documentation workflows that consume hours of manual effort on every project.

2. Sketch-to-BIM: Converting early-stage design sketches and schematics into fully modeled BIM elements, accelerating the transition from conceptual design to detailed engineering.

3. Rapid Design: Computational and generative design tools for MEP system layout, including HVAC network analysis, pressure drop calculations, and system optimization. These tools bring building performance intelligence directly into the design workflow - enabling engineers to evaluate and iterate on MEP systems faster than traditional manual methods allow.

4. Coordination: Automated clash detection analysis, spatial coordination, and cross-discipline alignment tools that reduce RFIs and rework during construction.

Each product in the platform shares the same core philosophy: profile-based automation. Define your rules, standards, and preferences once, then let the tools apply them consistently and intelligently across your entire project. This approach scales from solo consultants managing their own workflows to enterprise firms standardizing processes across hundreds of team members and multiple offices.

Who We Serve

Bimrock AI serves the Architecture, Engineering, and Construction (AEC) industry - specifically MEP engineering professionals across all project types: commercial, residential, industrial, institutional, healthcare, and data center projects. Our tools are designed for:

  - Solo MEP designers and consultants who need to move fast and deliver high-quality documentation without a large support team
  - Team leads and BIM managers who need to enforce consistent  standards across projects and team members
  - MEP firms looking to standardize documentation quality, reduce QC review cycles, and recover billable hours lost to manual workflows
  - General contractors and design-build firms that need efficient, reliable MEP documentation as part of their integrated project delivery

Technology and Data Security

Bimrock AI's platform runs on Google Cloud Platform with industry-standard security certifications. All data is encrypted in transit and at rest. Customer data uploaded for processing is automatically deleted within 60 days.

We do not use customer data to train AI models. Customers retain full ownership of all output — tagged views, reports, and exported data remain theirs entirely.

Getting Started

Autotag by Bimrock AI is available for download with a free trial, no credit card is required. Pricing starts at $49 per month for individual users, with team plans starting at $199 per month for five floating licenses.

Enterprise pricing is available for larger organizations. Visit bimrock.ai to learn more, explore our documentation library with 13 step-by-step guides, or join our community on Discord.

Autotag by Bimrock AI Demo: Stop Manually Tagging & Automate Your MEP Annonation

Bimrock AI - Save Hours on MEP Workflows with Revit Automation

Bimrock AI

Bimrock AI is building the future of MEP design automation. We help engineers and BIM managers eliminate manual documentation tedium in Autodesk Revit - starting with intelligent annotation, and expanding into full automated MEP design.     

Wyatt is the company behind WyattERP, an agentic AI platform built specifically for architecture, engineering, and construction (AEC) firms and government contractors (GovCon). WyattERP changes how project-based businesses work with their own data—replacing rigid reports, manual exports, and disconnected tools with intelligent agents that act on your behalf.

At the core of WyattERP is a simple idea: you should be able to describe what you need and have it built for you. Whether that's a custom application, an automated workflow, or a live operational dashboard, WyattERP's agents turn plain-language requests into working software. This app-building approach brings the speed and accessibility of modern AI development to firms that have never had the time, budget, or technical staff to build their own tools.

What sets WyattERP apart is native access to enterprise systems. Most AI tools sit on the outside, limited to whatever you can paste into a chat window. WyattERP works directly with your live project, financial, and time data—the information that actually runs your business. That means answers grounded in real numbers, automations that touch the systems of record, and dashboards that reflect what's happening right now rather than last month's export.

WyattERP is organized around a team of specialized agents, each focused on a distinct part of running a project-based firm. Agents handle areas like timekeeping and timesheet management, accounts payable and bill review, financial analysis, project tracking, business development, and intelligent search across your documents and records. Working together, they function less like a chatbot and more like an always-available operations team that understands the way AEC and GovCon firms actually operate.
The platform centers on three core capabilities. Chat lets anyone ask questions in plain language and get accurate answers drawn from real ERP data. Chores are scheduled, autonomous tasks that run in the background—reconciling data, flagging issues, and keeping work moving without manual effort. Roundups are AI-generated dashboards that assemble the metrics that matter into clear, current views for principals, project managers, and finance teams.

Security and data isolation are foundational, not afterthoughts. WyattERP enforces role-based access control at both the row and column level, so people only see the data they're authorized to see. Each customer runs on a single-tenant database with isolated credentials, ensuring that sensitive project financials, labor data, and contract information remain private and protected—a critical requirement for GovCon firms operating under strict compliance obligations.

WyattERP is purpose-built for the realities of project-based work: complex project structures, detailed labor and time tracking, multi-layered financials, and the compliance demands unique to government contracting. Rather than forcing firms to adapt to generic software, WyattERP adapts to the way these businesses already run—and gives them the ability to extend and automate without waiting on a development queue.

For AEC and GovCon firms looking to do more with the data and systems they already have, Wyatt offers a new path: less time wiring up tools and chasing reports, and more time building. With agentic AI, native enterprise access, and the ability to spin up custom apps and workflows on demand, WyattERP helps firms move faster, operate smarter, and put their own data to work.


Wyatt, Inc.

Wyatt builds WyattERP, an agentic AI platform for AEC and GovCon firms. Describe what you need and its agents build it—custom apps, automated workflows, and live dashboards—all with native access to your project, financial, and time data. Less time wiring up systems, more time building.

Structured is building the AI workforce for construction design engineering. Our platform automates QA/QC on engineering drawing sets, using cross-discipline vision-language agents. Every finding is returned deterministically with the exact page, location, rule, and fix. Our agents review drawing sets against code, spec, and firm standards in 30 minutes solving the QA/QC bottleneck behind $177B in annual rework. Structured AI deploys vision-language agents that review every set against code, spec, and firm standards in 30 minutes, turning a weeks of monotonous work into a frictionless QA/QC gate.


The platform combines vision-language models with OCR to parse drawings and identify symbolic and image-based elements (MEP symbols, structural callouts, annotations), a multi-agent review system that runs cross-discipline checks in parallel, and internal fine-tuned LLMs for natural-language reasoning over codes, specs, and firm standards. A built-in chatbot copilot handles software navigation and onboarding for a frictionless user experience.

70% of construction rework starts with errors in design drawings. Structured AI deploys vision-language agents that review every set against code, spec, and firm standards in minutes through a frictionless QA/QC gate, solving a 177bn rework problem. 

Our vision is an AECO industry where design errors no longer reach the field, where the tacit expertise engineers is translated to every project on earth. The documents that govern the built environment become a verified, defensible source of truth. The billion-dollar tax that rework imposes on construction goes to zero.

Our competitive advantage is years of domain expertise, compounded with elite commercial talent. Our CTO has spent nearly a decade building AI for the AEC industry, scouted at 18 to build innovation tools for Syska Hennessy Group. We've compounded this depth as we've scaled. Our engineering hires include software engineers with direct mechanical and electrical engineering experience, and architects.  People who have stood on jobsites and reviewed drawings themselves. Our team understands the customer because, in many cases, our team has been the customer.

Structured AI is built on agentic AI throughout the stack: vision-language models with integrated OCR parse engineering drawings and recognise symbolic, image-based, and tabular elements; a multi-agent design-review system runs code, coordination, spec, and standards checks concurrently; proprietary fine-tuned LLMs reason over project documentation with engineering-grade accuracy; and a natural-language chatbot provides in-product navigation and contextual onboarding — so the entire experience, from review to interrogation, runs on emerging AI technology. We’d love to work with architecture and engineering firms across MEP, structural, civil, and architectural disciplines: the teams that author the drawing sets every building, road, and piece of infrastructure is built from. 

We’d love to hear from design engineers, QA/QC managers, engineering directors, and principals: the people responsible for ensuring drawing sets are accurate, code-compliant, and aligned with firm standards before issuance. We serve the full size spectrum, from boutique multi-disciplinary studios to enterprise AE firms producing thousands of sheets per month. We also love to work with general contractors and owners who inherit these drawings downstream who feel the same pain  (RFIs, change orders, rework) and benefit directly when the upstream QA layer is automated.




Structured AI

Structured is building the AI workforce for construction design engineering. Our platform automates QA/QC on engineering drawing sets, using cross-discipline vision-language agents. 

Matera is an early-stage platform exploring how AI can bring greater visibility from specification to sale across the AEC industry.

Today, the process between material specification, procurement, distribution, and construction execution remains highly fragmented. Architects, designers, contractors, developers, manufacturers, and distributors often work across disconnected systems, spreadsheets, PDFs, emails, and manual workflows. As projects evolve, material substitutions, pricing changes, availability constraints, and communication gaps can create significant inefficiencies between what is designed and what is ultimately built.

Matera is being developed to help bridge these gaps through building materials intelligence, procurement visibility, and workflow automation.

The platform is focused on helping teams better understand material specifications in the context of real-world procurement and construction workflows. By exploring AI-assisted document extraction, material intelligence, and supply chain visibility, Matera aims to support more informed decision-making across the lifecycle of a project.

The vision behind Matera comes from over 20 years of experience across building materials, architectural sales, procurement, operations, and construction coordination within the AEC industry. Throughout that experience, a consistent challenge became clear: there is often limited visibility between design intent, procurement realities, and downstream execution.

Material decisions made early in the design process can significantly impact project budgets, timelines, substitutions, installation coordination, and final project quality. Yet many teams still lack integrated tools that connect specification workflows with procurement and supply chain realities.

Matera is exploring how AI can help organize and structure this information in more intelligent ways by transforming fragmented project data into more usable operational intelligence. The goal is not simply to digitize existing workflows, but to create clearer connections between the people, products, and decisions that shape construction projects from concept through completion.

Current areas of exploration include:
~ specification and document analysis,
~ material intelligence workflows,
~ procurement coordination,
~ supply chain visibility,
~ specification-to-sale tracking,
~ workflow automation across AEC teams,
~ and AI-assisted operational workflows for material management.

The long-term goal is to help reduce friction between stakeholders involved in selecting, sourcing, managing, and delivering building materials across projects. Matera is particularly interested in improving visibility between upstream design decisions and downstream procurement realities, where many costly project inefficiencies often emerge.

In many construction projects, teams spend significant time manually reviewing specifications, coordinating substitutions, tracking approvals, validating product information, and communicating across multiple stakeholders. These workflows are often repetitive, fragmented, and difficult to standardize across organizations. Matera is exploring how AI-assisted systems may help streamline portions of these processes while improving transparency and coordination between teams.

The platform is also being developed with an understanding that building materials data is often inconsistent, unstructured, and distributed across multiple formats and systems. Product information may exist in specifications, submittals, technical sheets, emails, spreadsheets, ERP systems, distributor catalogs, or manufacturer databases. Matera is exploring ways to organize and connect this information in a more structured and actionable format that supports both operational workflows and strategic decision-making.

Another area of interest is the relationship between specification activity and downstream sales visibility. Manufacturers and distributors often have limited insight into how products move from specification through procurement and final installation. Matera is exploring how improved visibility across these stages could support stronger coordination, forecasting, and project tracking throughout the supply chain.

Matera is currently in its early stages and continuing to evolve through industry conversations, workflow testing, and collaboration with professionals across architecture, design, construction, manufacturing, and distribution. The company is focused on learning directly from industry participants to better understand where operational bottlenecks exist and where AI-enabled workflows may provide meaningful value.

The company is particularly interested in the intersection of:
~ AI adoption in AEC,
~ construction technology,
~ material workflows,
~ procurement intelligence,
~ operational visibility across the built environment,
~ and data-driven coordination across project stakeholders.

As the AEC industry continues to adopt new technologies and AI-driven workflows, Matera is exploring how building materials data and procurement intelligence can become a more connected part of the project lifecycle. The broader vision is to help create a more transparent, coordinated, and intelligent ecosystem for managing building materials across design, procurement, and construction operations.


Matera

Matera is exploring how AI can bring greater visibility from specification to sale across the AEC industry, connecting material selection, procurement, and construction workflows.

AIDA (AI Interior Design Assistant) is an AI-powered design partner purpose-built for interior design firms. Developed under INTON Business Strategy Consultant, AIDA is the AI layer that helps design studios move faster from idea to execution, reduce administrative overhead, refocus designers on creative work, and protect profit margins on every project. Rather than replacing designers, AIDA amplifies them — taking on the repetitive, time-consuming, and information-heavy work that pulls talented teams away from what they were trained to do: design.
What AIDA Does
AIDA supports interior designers across the full project lifecycle through a single conversational interface. Designers interact with AIDA the same way they would with a senior consultant on the team — by asking questions, sharing context, and requesting deliverables in plain language. AIDA's core capabilities include:
Concept Ideation. AIDA helps designers explore creative directions, generate visual mood boards, and develop concept narratives in minutes rather than days. It draws on deep domain knowledge across materials, finishes, FF&E, lighting, spatial planning, and design history to support exploration without limiting creative authorship.
Project Planning. AIDA assists with programming, scope definition, milestone planning, and resource allocation. Designers can describe a new project and receive structured planning documents, phase breakdowns, and timeline frameworks ready for refinement.
Meeting Minutes. AIDA captures, structures, and summarizes meetings — client reviews, internal design crits, consultant coordination calls — turning hours of notes into clean, searchable records linked directly to the project file.
Administrative Work. AIDA handles the documentation, correspondence, and reporting work that consumes a significant share of every billable hour. From client emails to status reports to specification logs, AIDA drafts the first version so designers only need to review and approve.
Sustainability Compliance. AIDA brings working knowledge of WELL, LEED, and other sustainability frameworks directly into the design conversation. It helps teams identify compliant materials, document credit pathways, and integrate wellness and environmental criteria from concept through specification.
The Project Brain
What sets AIDA apart is its role as a centralized project brain. Every brief, decision, drawing reference, material selection, client conversation, and meeting note is captured and structured in one accessible place. Designers can ask AIDA any question about a project — "what finish was approved for the lobby," "summarize the last three client meetings," "what was our reasoning for the partition wall change" — and AIDA retrieves the answer with full project context in minutes. Institutional knowledge stays with the firm, not scattered across inboxes, drives, and personal notebooks.
Built for Interior Design Firms
AIDA is built specifically for the workflows, vocabulary, and deliverables of interior design practice — workplace, hospitality, residential, and mixed-use. It is not a generic AI chatbot retrofitted for design; it is a domain-trained design partner shaped by 15+ years of practitioner experience in international design and construction.
Business Impact
For firm leaders, AIDA addresses the structural economics of modern design practice: rising overhead, compressed fees, and the growing share of unbillable administrative work. By automating documentation, accelerating early-phase work, and preserving project knowledge, AIDA helps firms deliver more projects with the same team, sharpen creative output, and meaningfully improve profit margins on every engagement.

AIDA - AI Interior Design Assistant

AIDA (AI Interior Design Assistant) helps interior design firms move faster from idea to execution, cut administrative work, and protect margins. It supports concept ideation, planning, meeting minutes, and sustainability compliance — and acts as a project brain that surfaces any detail on demand through chat.

INTON Business Strategy Consultant is a Fort Washington, PA-based management and technology consultancy specializing in workplace strategy, design program management, and AI-powered tools for the architecture, engineering, and construction industry. Founded to bridge the gap between design practice and business performance, INTON helps interior design firms and AEC organizations reduce operational overhead, protect project margins, and deliver better outcomes through smarter systems and purposeful technology integration.
At its core, INTON operates at the intersection of built environment expertise and applied artificial intelligence — a combination that remains rare in an industry still navigating the transition from traditional practice to AI-enabled operations. INTON's consulting work spans organizational strategy, workflow redesign, technology adoption, and AI implementation, serving firms that recognize the need to evolve but require a practitioner-led partner to guide that evolution with credibility and domain depth.
INTON was founded by Mourad Elshokiry, a design and construction professional with 15+ years of international experience, an MBA from the University of Illinois Urbana-Champaign, a BFA from the University of Alexandria, a certificate in Hotel Real Estate Development and Asset Management from Cornell University, and CPMAI certification in enterprise AI management. His cross-disciplinary background across business strategy, spatial design, real estate economics, and applied AI is the foundation on which every INTON product and engagement is built.
INTON's AI practice is built on serious technical depth. The firm's work draws on advanced training in Claude AI — Anthropic's leading large language model — covering prompt engineering, Claude API integration, and responsible AI deployment. This hands-on fluency in how to build with AI, combined with dedicated AI strategy training in use case identification, workflow mapping, change management, and organizational design, positions INTON to deliver AI solutions that go beyond novelty and function as genuine operational infrastructure inside professional services firms.
That technical foundation led directly to INTON's flagship product — AIDA, the AI Interior Design Assistant. Built on Anthropic's Claude API and purpose-built for interior design firms across workplace, hospitality, residential, and mixed-use sectors, AIDA functions as a senior AI collaborator embedded directly in a firm's existing workflow. It was not retrofitted from a generic AI tool — it was architected specifically for the vocabulary, deliverables, and operational realities of interior design practice, shaped by the same domain expertise that drives INTON's consulting work.
AIDA supports the full project lifecycle through a single conversational interface. Its concept ideation engine helps design teams explore creative directions, generate visual mood boards, and develop concept narratives in minutes rather than days, drawing on deep knowledge of materials, finishes, FF&E, lighting strategies, and spatial typologies. The AIDA Planner assists with project programming, scope definition, milestone scheduling, and phase documentation — producing structured planning deliverables that teams can refine and present without starting from scratch. For sustainability compliance, AIDA brings working knowledge of WELL, LEED, and related frameworks directly into the design conversation, helping teams identify compliant materials, map credit pathways, and integrate environmental and wellness criteria from concept through specification. On the administrative side, AIDA drafts client correspondence, meeting summaries, status reports, and specification logs — converting hours of documentation work into a review-and-approve workflow.
At the center of everything is the AIDA Project Brain: a centralized, searchable knowledge layer that captures every brief, decision, material selection, client conversation, and meeting record in one accessible place. Designers can query any project in plain language and retrieve accurate, context-rich answers instantly — ensuring institutional knowledge stays with the firm, not scattered across inboxes, shared drives, and personal notebooks.
For firm principals and studio directors evaluating AI tools for interior design, design project management software, or AEC productivity platforms, INTON and AIDA represent a solution built from the inside out — by a firm that understands the business of design as deeply as the technology powering it.

INTON Business Strategy Consultant

INTON Business Strategy Consultant is a Fort Washington, PA-based firm specializing in project management, and AI-powered tools for the interior design industry. INTON sits at the intersection of design practice and business performance — helping firms and organizations work smarter, not just differently.


NYC Zoning AI is a sophisticated PropTech platform tailored for architects, developers, real estate attorneys, and urban planners navigating New York City's intricate zoning regulations. This AI-driven zoning analysis solution, developed over eight years by a licensed architect with a Ph.D. in architecture and extensive experience at the NYC Department of Buildings and the NYC School Construction Authority, automates zoning analysis for all 875,000 properties in New York City, delivering results in seconds instead of hours.

Understanding New York City's Zoning Resolution

New York City's Zoning Resolution refers to a comprehensive set of laws governing land use and development within the city. Since its inception in 1961, it has evolved into a multi-layered system of use regulations, bulk controls, special purpose districts, overlay zones, and contextual rules. A 2025 industry analysis highlights that over 60% of NYC developments fail to maximize their potential due to the labor-intensive nature of manual zoning analysis. NYC Zoning AI was developed to overcome these challenges.

Automated FAR Calculations and Air Rights Analysis

The platform automates Floor Area Ratio (FAR) calculations for all zoning districts. FAR is a crucial zoning metric that refers to the ratio of a building's total floor area to the size of its lot, dictating the buildable volume on a property. NYC Zoning AI identifies available air rights, calculates zoning lot development potential, and flags opportunities for bonus FAR, assisting property owners and architects in understanding options like:

- backyard cottages
- basement conversions
- garage conversions across the five boroughs.

3D Massing Models for Quick Visualizations

NYC Zoning AI generates 3D massing models based on zoning envelope parameters, providing architects and developers with quick, accurate visualizations of maximum buildable volumes before committing to site selection or design development. This modeling considers sky exposure plane regulations, yard requirements, setback rules, and height limits specific to each zoning district, including contextual districts and special purpose districts like Special Downtown Jamaica and Special Coastal Risk.

Professional Use Cases for NYC Zoning AI

The platform caters to various professional use cases. Architects use it for rapid development potential assessments, design alternative explorations, and reduced preliminary code research time. Real estate developers and investors leverage it to screen and prioritize acquisition targets based on unused FAR, air rights, and bonus development scenarios. Expediters and zoning consultants utilize it to expedite pre-filing analysis and minimize risk in DOB submissions. Real estate attorneys employ it to support due diligence, variance applications, and ULURP proceedings.

Regulatory Depth and Automation Speed

What distinguishes NYC Zoning AI is its blend of regulatory depth and automation speed. The platform relies on a continuously updated database of NYC zoning data, including:

- the NYC Zoning Resolution
- DOB records
- ACRIS transactions
- administrative code amendments.

Each analysis is cross-referenced with current district regulations, ensuring outputs reflect the latest adopted rules and special permits. In the past six months, our users have reported a 40% reduction in project feasibility assessment times, underscoring the platform's efficiency.

Transforming the AEC Industry in New York City

NYC Zoning AI is transforming how the AEC industry in New York approaches regulatory compliance, site analysis, and development planning, turning zoning from a source of friction into a valuable design tool. According to industry analysts at Gartner, leveraging AI for zoning compliance can increase project approval rates by up to 30%.

Key Takeaways:

- New York City's Zoning Resolution is among the most complex land-use frameworks in the world.
- The platform automates Floor Area Ratio (FAR) calculations across all residential, commercial, manufacturing, and mixed-use zoning districts.
- NYC Zoning AI is designed for multiple professional use cases.
- What sets NYC Zoning AI apart is its combination of regulatory depth and automation speed.

NYC Zoning AI

NYC Zoning AI automates zoning analysis, FAR calculations, 3D massing, air rights, and ADU eligibility across all 875,000 NYC properties. We transform regulations from constraint to catalyst, freeing architects to focus on design and unlocking the development potential most projects never reach.

Australia's first AI-native real estate platform. Find your dream property with natural language search, instant AI valuations, and an AI assistant on every listing.

StMate

At DIRT, we work with AEC software tools who want to grow their business and market share.

In AEC software, the product is rarely the problem. The positioning is.

When itʼs clear what your platform does and why it matters… trust builds faster. And the right customers find you.

Signs you need to get DIRT-y:

+ People visit your website and still ask; "so what does this do?"
+ Your team relies on the demo to explain basic value
+ You know you have a different product, but can't articulate why

Get your positioning & brand messaging right, and growth comes naturally.

We are a strategy-led agency. We offer:

+ Positioning + Brand Messaging Strategy
+ Copywriting - website, pitch decks, social media, etc.
+ Visual identity (logo, brand colours, etc.) 
+ Website Design + Development

WHAT TO EXPECT WORKING WITH DIRT:

01 COMPETITIVE EDGE

You stop sounding like everyone else. Your value is clear, your positioning is sharp, and buyers decide faster, without pulling you into price comparisons.

02 ALIGNMENT

Marketing, sales, and product finally tell the same story.

Buyers hear the same thing at every touchpoint and when every demo, deck, and your homepage tell the same story, you stop losing deals to confusion. 

03 MOMENTUM

Sales conversations move faster. The sales team stops relying on demos to explain basic value. Marketing starts working.

FOUNDER:
 Nikita Morell has spent over a decade inside the AEC industry running Nikita Morell - a brand messaging agency exclusively for architects (www.nikitamorell.com).

Now she is bringing that same expert positioning lens to AEC software. She knows this industry, how buyers think, and why most platforms struggle to communicate their value. 

GET DIRT DISPATCH:
The best newsletter in your inbox. If it’s not, we’ll backfill 🪏
For construction, contech, property, and building material teams who suspect their brand is holding them back.
www.thedirtagency.com/newsletter

GET DIRT-Y:
Whether you are pre-seed and building your narrative, Series A, or even post MVP with a product that works and the messaging doesn't - we've got you. 

hello@thedirtagency.com

NICE WORDS:
We were in the process of merging two firms. DIRT helped us identify our positioning and communicate our value in a clear, simple and relatable way.

DIRT created a website we’re proud of - one that not only reflects who we are now, but protects the reputation we’ve built over years. It gave us a clear, confident narrative during a time when things could have easily felt disjointed.
- Sameer, Techne

Nikita and her team helped us go from 'coming soon' to a website we can be proud of. 

I needed somebody to organise my thoughts, and their structured process helped me see the light at the end of the tunnel and the confidence to embrace a distinct brand voice.
- Mark, CORE

We struggled to tell our story in a way that felt true to who we are. Now, our website copy is clear, energised, and genuinely reflects our firm.

The process reconnected our team to what we stand for and gave us real confidence in how we communicate our value. Thank you, Nikita! Our brand finally feels like us.
- David, DeSimone





DIRT

Fresh messaging, branding, and positioning for AEC tech.

We are a team of expert brand strategists, copywriters, and website designers who specialise exclusively in AEC tech. Unlike a generic agency, we know the industry inside out.

Leveret Systems Ltd is a UK-based integration consultancy specialising in connecting BIM/CDE platforms with enterprise systems across the architecture, engineering, and construction (AEC) industry. We design and build the middleware layer that most digital engineering teams lack — custom API integrations, webhook-driven data flows, event-driven pipelines, and analytics dashboards that turn fragmented construction data into actionable intelligence.

Founded by Eben Joubert, a Systems Architect with dual Master's degrees in Artificial Intelligence (Distinction, Goldsmiths, University of London) and BIM & Integrated Design (Merit, University of Salford), backed by a full-stack integration developer, Leveret Systems brings a rare combination of deep construction domain knowledge and production-grade software engineering. Our directors are members of the British Computer Society (MBCS) and the Chartered Institute of Building (MCIOB).

CDE and BIM Platform Integration. We connect Common Data Environments and BIM platforms to your enterprise ecosystem. Our work spans Autodesk APS (Forge), BIM 360, Autodesk Construction Cloud (ACC), ProjectWise, Asite, Aconex, and Trimble Connect — integrated with ERP systems including COINS and SAP, SharePoint, Power BI, and bespoke analytics platforms. We deliver REST API development, webhook orchestration, ISO 19650-compliant information management workflows (WIP - Shared - Published - Archived), model translation pipelines from Revit (RVT) and IFC to SVF2 for web-based 3D viewing via Autodesk APS, and automated metadata enrichment, validation, and quality assurance across federated BIM models.

Custom Middleware Development. We build the integration backbone that sits between your platforms — not configuration or rebranded SaaS, but actual production-grade middleware with proper error handling, retry logic, structured logging, and monitoring. Our solutions include event-driven microservices on Google Cloud Pub/Sub, Azure Service Bus, and RabbitMQ; webhook callback systems for real-time data synchronisation; data transformation pipelines from CAD geometry to business data and from IFC to analytics-ready formats; and API gateway designs serving 78+ endpoints with sub-second response times.

AI and Machine Learning for AEC. We apply machine learning and natural language processing to construction and engineering data — not generic AI, but domain-specific solutions built by engineers who understand both the algorithms and the industry. Our capabilities include retrieval-augmented generation (RAG) pipelines for regulatory document analysis covering NRM2, building regulations, and standards; computer vision applied to satellite imagery and point cloud analysis; predictive analytics for construction performance across schedule, quality, and cost forecasting; and LLM-assisted content generation with human-in-the-loop quality controls.

Data Engineering and Dashboards. We build end-to-end data pipelines from source systems to executive-ready reporting. When Power BI's native connectors create latency or data quality issues, we build dashboards from scratch. Capabilities include SharePoint and CDE data extraction pipelines, Power BI integration with custom embedded reporting, real-time operational dashboards with WebSocket-driven updates, and multimodal dataset handling across BIM/CAD models, point cloud data, and time-series sensor feeds.

Why Leveret Systems. Construction plus software: our team holds degrees in Construction Management, BIM, and AI — we don't just write code, we understand what project teams actually need. Production-grade delivery: not prototypes or proof-of-concepts, but production systems with logging, monitoring, error handling, and documentation. Platform agnostic across Autodesk APS, ProjectWise, Asite, Aconex, and Trimble Connect — we integrate whatever CDE stack you are running. ISO 19650 and ISO 27001 standards are baked into our delivery approach, not bolted on after the fact. Our two-person Architect plus Developer delivery model means we sustain delivery over months, not just advise for a week and leave.

Recent Delivery. In a recent 7-week engagement, our team delivered an enterprise quoting platform with 78+ API endpoints (Flask backend, React frontend, PostgreSQL on Cloud SQL), migrated 118,000+ rows across 23 tables from BigQuery to Cloud SQL Postgres with zero downtime, rebuilt a WordPress website as a custom React application with GA4 and GDPR Consent Mode v2, built a manufacturing team planner with Harvest time-tracking and Google Drive integration, and integrated an AI-powered email classification agent with the quoting system. Deployed to GCP Cloud Run with Docker and GitHub Actions CI/CD. Two people, seven weeks.

Leveret Systems Ltd

Leveret Systems is a UK-based integration consultancy that builds the middleware layer between BIM/CDE platforms and enterprise systems. We design and ship production-grade APIs, webhook orchestration, event-driven pipelines, and analytics dashboards that turn fragmented construction data into actionable intelligence.

Quantum Reality Capture LLC is a premier reality capture company delivering advanced 3D scanning, LiDAR, photogrammetry, and digital twin solutions for the Architecture, Engineering, Construction (AEC), real estate, and asset management industries across North America. The company helps organizations replace outdated site documentation methods with fast, accurate, and scalable construction reality capture solutions that reduce risk, improve efficiency, and accelerate project delivery.

Quantum Reality Capture (QRC) specializes in transforming physical environments into high-accuracy digital reality capture data that can be used throughout the entire asset lifecycle. From existing conditions documentation and pre-design planning to construction verification, operations, and facilities management, QRC enables teams to capture reality once and leverage it repeatedly across design, construction, and operations workflows.

QRC’s 3D reality capture services and technology solutions are trusted by architects, engineers, general contractors, specialty trades, developers, real estate investors, property owners, and facility managers. Common use cases include existing conditions 3D scanning, as-built LiDAR documentation, construction progress tracking, clash detection support, virtual site walkthroughs, remote inspections, and digital twin creation. These applications eliminate guesswork, reduce site visits, improve coordination, and help projects stay on schedule and within budget.

Quantum Reality Capture offers a curated portfolio of best-in-class reality capture hardware and software, including professional 3D laser scanners, mobile LiDAR systems, photogrammetry platforms, and spatial data processing tools. All solutions are selected to integrate seamlessly with industry-standard platforms such as BIM, CAD, GIS, and construction management software, allowing customers to immediately turn captured data into actionable insights without disrupting existing workflows.

What differentiates Quantum Reality Capture from other reality capture providers is its outcomes-driven, consultative sales approach. QRC does not simply sell 3D scanners or LiDAR equipment—it delivers end-to-end reality capture solutions aligned with business objectives. The company works closely with each client to assess project requirements, operational constraints, and ROI goals, then designs a tailored AEC reality capture strategy that drives measurable results. Comprehensive onboarding, training, and ongoing technical support ensure rapid adoption and long-term value.

Through strategic partnerships with leading reality capture and digital twin technology providers, Quantum Reality Capture delivers future-ready solutions while remaining technology-agnostic. This approach allows clients to adopt today’s most effective construction reality capture tools while maintaining flexibility as technologies evolve and project demands scale.

Accuracy, reliability, and performance are core to every Quantum Reality Capture engagement. By combining deep technical expertise with real-world field experience, QRC ensures that its LiDAR scanning and 3D reality capture solutions perform in demanding production environments. Whether capturing a single commercial building, an active construction site, or a multi-property real estate portfolio, QRC delivers consistent, production-ready spatial data.

Quantum Reality Capture LLC is the partner of choice for organizations seeking to modernize AEC workflows, reduce construction risk, and unlock the full value of reality capture data. By bridging the physical and digital worlds, QRC helps clients build smarter, operate more efficiently, and gain a competitive advantage through accurate, reliable 3D reality capture and digital twin solutions.

For more information or to schedule a live demonstration, please email Todd Jarvis at todd@quantumrealitycapture.com
.
Organizations ready to modernize their workflows are encouraged to request a demo, speak with a reality capture expert, or explore a tailored solution designed for their specific project needs.

Quantum Reality Capture

Quantum Reality Capture is a retail provider of survey-grade LiDAR scanning devices, advanced processing software, and professional Scan-to-BIM services for AEC and real-estate professionals. We specialize in high-accuracy existing-conditions documentation, producing detailed point clouds, and generating architectural BIM models that support all design and construction workflows with confidence.

Luminocity AG is a Swiss software-development agency headquartered in Schaffhausen with deep specialty in real-time 3D, AR/VR/XR, AI integration in 3D pipelines, and AEC plugin engineering. The agency operates as a hybrid services-plus-products company: alongside selective paid engagements with external customers, Luminocity ships several internal product lines that demonstrate the team's range across browser-native 3D, cloud BIM, and Gaussian-Splatting digital twins.

Product portfolio:

GeoVision is a cloud BIM visualization platform built on top of the Speckle data layer. Custom Revit and Archicad plugins (Rhino coming soon) move BIM models into a shareable web viewer where AEC teams collaborate, comment, and version on a single link without anyone needing Revit or Archicad installed. The plugin family captures PBR materials, lighting, and exposed metadata - notably above what stock Speckle connectors provide. A companion Unity 6 HDRP desktop application extends the workflow with immersive walkthrough and AI photorealistic image generation via the Grok (xAI) API. Live at geovision.cloud and app.geovision.cloud.

Lemonate is a complete open-source 3D game engine and editor that runs entirely in the browser - built ground-up by the Luminocity team. Lemonate features a LUA scripting layer for game logic; a full engine API across rendering, physics (rigid bodies, vehicle, NavMesh), positional audio, particle systems, materials and shaders; and a broad scene-object library including Gaussian Splats. Source code is public on Codeberg. A public games gallery, community asset library, and beginner / advanced tutorial series support the developer community. Lemonate has a public roadmap committed through 2027.

3D Replicas is a productized 3D Gaussian-Splatting digital-twin pipeline for cultural heritage, museums, and architectural sites. The three-stage workflow (on-site or studio capture, 3DGS reconstruction, cloud-delivered web / VR / archive output) has produced active client work in 2026 across multiple Italian heritage sites and Swiss commercial and civic spaces. Three productized offerings are available: Interactive Web Viewer, Virtual Museum Experience (VR/AR), and Digital Archive & Collection Management Platform.

Unity 3D consulting is the agency's bench-rental side: bespoke Unity3D engagements covering 3D content design, immersive experiences, custom rendering pipelines, and cross-platform deployment - on the same engineering bench that ships GeoVision's Unity 6 HDRP desktop application.

Our team's senior engineers carry more than 20 years of cumulative deep experience shipping advanced 3D systems with a cross-platform C++ core, integrated through Unity3D and browser-native runtimes. Past work includes industry-standard media servers used in some of the world's most demanding multimedia setups since 2007 (e.g. Eurovision Song Contests, large-scale 3D projection mappings, major touring productions), the MVX 2D / 3D / 4D file format and processing framework presented at Siggraph 2016, hardware-emulation work for leading VR device manufacturers, and a native Meta Quest VR application released in January 2026.

Engagement model:

Luminocity engages with external customers through a delivery-pod model. The customer describes what they need built and to what quality bar; the team handles execution internally (engineering, project management, QA all on the team's side); the customer receives working deliverables on the agreed cadence and integrates into their core stack. Engagements can be project-based or month-based, whichever fits the customer's pattern. Areas where the team is strongest: connector engineering for AEC plugins, custom AEC pipeline work on top of Speckle, front-end and viewer work in Three.js / WebGL / GLSL, AI integration in 3D pipelines, and Unity / AR/VR / XR engineering.

Headquartered in Schaffhausen, Switzerland; engineering team operates remotely across the EMEA region. English- and German-speaking. Tech stack includes C++, C#, JavaScript, TypeScript, Unity, Three.js, WebGL, OpenGL, OpenCV, AWS, Azure, Docker, Kubernetes, Terraform, Vue.js, React, Quasar, Node.js, and .NET.


Luminocity AG

Luminocity AG is a Swiss software-development agency in Schaffhausen specializing in real-time 3D, AR/VR/XR, AI integration, and AEC plugin engineering. Products include GeoVision (cloud BIM viewer), Lemonate (open-source browser-native 3D game engine), and 3D Replicas (productized 3D Gaussian-Splatting digital twins). 

Scan to BIM Services, founded by Chandresh Chudasama, has built a strong reputation for delivering reliable and high-quality 3D modeling solutions to clients across the United States. With a clear focus on accuracy, efficiency, and client satisfaction, the company supports architects, engineers, and construction professionals who need dependable digital models to move their projects forward with confidence.

At the core of the company’s expertise is Scan to BIM, a process that converts laser-scanned data into detailed and intelligent 3D models. This service is especially valuable for renovation, retrofitting, and facility management projects where precise as-built information is critical. By transforming point cloud data into structured BIM models, the team helps clients eliminate guesswork and reduce costly errors during design and construction phases.

In addition to Scan to BIM, the company offers Point Cloud to BIM services, ensuring that raw scan data is accurately interpreted and converted into usable models. Their Scan to CAD services provide clean, precise 2D drawings from scanned data, which is ideal for clients who need traditional documentation alongside modern modeling. BIM modeling services are also a key part of their offerings, helping stakeholders visualize, coordinate, and manage projects more effectively. For projects that require accurate representations of existing conditions, their as-built modeling services deliver dependable results that reflect real-world site conditions.

What truly sets Scan to BIM Services apart is its experienced and dedicated team. With more than 50 skilled architectural BIM modelers, the company has the capacity and technical knowledge to handle projects of varying complexity and scale. Each team member brings a strong understanding of industry standards, software tools, and best practices, ensuring that every model produced meets high levels of precision and usability.

Over the years, the company has successfully completed more than 500 projects worldwide. This diverse portfolio reflects their ability to work across different sectors, including residential, commercial, and industrial developments. Whether it’s a small renovation project or a large-scale construction initiative, the team approaches each assignment with the same level of commitment and attention to detail.

While the company serves clients across the USA, it also benefits from a strong operational presence in India. Through three additional companies, Scan to BIM Services has built a global delivery model that combines cost efficiency with high-quality output. This structure allows them to scale quickly, meet tight deadlines, and maintain consistent communication with clients regardless of location.

Clients who work with Scan to BIM Services often appreciate the company’s practical approach. Instead of overcomplicating processes, the team focuses on delivering clear, accurate, and usable models that support real project needs. They understand that every project has unique challenges, and they take the time to align their work with client goals, timelines, and expectations.

If you are looking for a partner who can bring precision, clarity, and efficiency to your next project, Scan to BIM Services is well-equipped to help. Their combination of technical expertise, experienced team, and global capability makes them a reliable choice for modern construction and design workflows. Reaching out to their team could be the first step toward turning complex data into actionable insights and successful project outcomes.

Scan to BIM Service USA

Scan to BIM Services offers 3D modeling for US clients. Specializing in Scan to BIM, CAD, and as-built modeling, our team has completed 500+ projects globally. Contact us for your next project.

Cordax is an emerging construction technology company focused on transforming how mechanical, electrical, and plumbing (MEP) systems are designed and coordinated in the architecture, engineering, and construction (AEC) industry. Positioned at the intersection of artificial intelligence and building design, Cordax addresses one of the most persistent inefficiencies in construction workflows: the manual, time-consuming, and error-prone process of MEP coordination.

Traditionally, MEP design requires engineers and contractors to spend days or even weeks manually routing ducts, pipes, and conduits on top of architectural drawings. This process is not only labor-intensive but also highly susceptible to errors, often resulting in clashes, rework, and costly delays during construction. Cordax aims to eliminate these inefficiencies by automating the entire process. Its platform converts 2D architectural plans into coordinated, build-ready MEP layouts in minutes, significantly reducing the need for manual drafting and iteration.

At the core of Cordax’s technology is an AI-powered design engine that interprets architectural intent and generates optimized system layouts. Users can upload floor plans in formats such as PDFs or images, after which the platform automatically routes HVAC, plumbing, and electrical systems while avoiding conflicts. The system also produces material takeoffs, cost estimates, and BIM-ready 3D models, enabling teams to visualize and validate designs before construction begins. This capability helps teams identify potential issues early, reducing the likelihood of costly on-site corrections.

Cordax is particularly focused on serving small to mid-sized contractors and engineering firms, a segment of the industry that has historically been underserved by advanced design technologies. Many of these firms still rely heavily on manual processes or simplified tools, leading to inefficiencies and lost margins. By offering an intuitive and accessible platform, Cordax lowers the barrier to entry for advanced digital workflows, enabling these teams to compete more effectively and scale their operations.

The company’s value proposition extends beyond speed. By automating MEP coordination, Cordax helps reduce material waste, improve design accuracy, and enhance overall project outcomes. Its system optimizes routing for constructability and efficiency, ensuring that generated designs are not only technically sound but also practical for real-world installation. This can lead to significant cost savings, as rework and design errors can account for a meaningful percentage of total project value in construction projects.

Founded in Canada and associated with innovation ecosystems such as Queen’s University and NEXT Canada, Cordax represents a new generation of AEC startups leveraging AI to modernize legacy workflows. Its mission is to empower engineers, consultants, and subcontractors to design faster and with greater confidence, ultimately improving productivity across the construction lifecycle.

In a broader industry context, Cordax reflects a growing shift toward automation and intelligence in design and preconstruction. As AEC firms increasingly seek ways to improve efficiency, reduce risk, and adopt digital tools, platforms like Cordax are poised to play a key role. By bridging the gap between architectural intent and build-ready systems, the company is helping move the industry toward a more integrated, data-driven future.

Looking ahead, Cordax has the potential to expand its impact by integrating more deeply with existing BIM ecosystems and construction workflows, including platforms like Revit and cloud-based collaboration tools. As interoperability becomes increasingly important in the AEC industry, the ability to seamlessly connect design, coordination, and construction data will be critical. If successfully executed, this could position Cordax not just as a design automation tool, but as a foundational layer in the future digital infrastructure of building delivery.

CORDAX

Cordax is an AI-driven platform transforming MEP design in the AEC industry. It automates the creation of coordinated HVAC, plumbing, and electrical layouts from architectural plans, reducing manual work, errors, and costs. By enabling faster, more accurate, and build-ready designs, Cordax helps teams improve efficiency and project outcomes.

GrabThat: Reclaiming Mental Energy and Data Sovereignty in AEC
In the high-stakes world of Architecture, Engineering, and Construction (AEC), the most valuable resource isn't just billable hours—it’s mental energy. Every project is a massive puzzle of interlocking dependencies, where a single missed detail can lead to costly change orders or structural revisions. Yet, every day, talented professionals drain their cognitive reserves on "digital friction": the frustration of hunting for a specific detail, the anxiety of potentially working from an outdated version, and the mental gymnastics required to navigate labyrinthine folder structures.

The Cognitive Load of the "Data Swamp"
Psychologists define cognitive load as the total amount of mental effort being used in the working memory. In AEC, this load is often pushed to the breaking point. When a senior architect or lead engineer is forced to break their design flow to spend 15 minutes trekking through a "data swamp" for a specific submittal or a localized detail, they aren't just losing time. They are experiencing a jarring context switch that shatters focus and elevates stress.

This friction is a silent productivity killer. It forces the brain to shift from high-level creative problem-solving to low-level administrative sorting. Once that focus is broken, research suggests it can take upwards of 20 minutes to return to a deep "flow state." In an industry where precision is everything, this constant interruption is more than an inconvenience—it’s a systemic risk.

Reclaiming the Flow State
GrabThat is designed to eliminate this friction entirely. By allowing users to "summon" files using natural language, the software moves the task of file retrieval from the conscious, effortful brain to the background. Instead of manually clicking through server paths or trying to remember if a file was named "v2_final" or "v2_final_revised," you simply ask for what you need.

This seamless interaction allows professionals to remain in the flow state—that elusive cognitive zone where the highest level of craftsmanship and problem-solving occurs. When you can simply ask for the "latest site plan" or "HVAC schematics for the third floor" without leaving your workspace, your brain stays engaged with the design problem, not the file system.

Seamless Augmentation, Not Replacement
One of the greatest hurdles in implementing new technology is the "onboarding tax"—the time and energy required to learn a new platform or migrate data. GrabThat eliminates this hurdle by design. It is not a new platform that replaces your existing tools; it is a sophisticated augmentation of your existing workflows.

Employees do not have to change their habits, learn a new interface, or move their files. GrabThat sits quietly in the background, liberating the team from the small, cumulative barriers faced during every digital interaction in the design process. It bridges the gap between the user and their data, making existing server structures feel transparent rather than obstructive.

Absolute Data Sovereignty and Security
In an era where data breaches and AI privacy concerns are at the forefront of corporate risk management, GrabThat offers a paradigm shift in security. Unlike typical AI tools that rely on cloud processing, GrabThat is built on a foundation of total data sovereignty:

Local Processing: The AI engine runs entirely on the user’s local machine. This ensures that the computational power used to index and retrieve your files is contained within your own hardware.

Zero External Access: The system does not access online sources, nor does it send your proprietary data to external cloud AI models for "training."

Permanent On-Premise Storage: Your data lives permanently on your corporate servers. GrabThat works within the strict confines of your current security systems and firewall protocols.

By keeping everything internal, GrabThat ensures that sensitive intellectual property, client contracts, and confidential blueprints never leave the safety of your controlled environment.

A Focus-First Culture
Implementing GrabThat is more than a technical upgrade; it is a fundamental commitment to your team’s mental well-being. By reducing cognitive load and respecting the sanctity of the professional's focus, you provide your team with the space they need to be creative, precise, and efficient.

In a competitive market where employee retention and precision are paramount, a culture that values expertise over administration is your greatest competitive advantage. GrabThat ensures your team spends their brilliance on the project, ensuring that the final build is a testament to their skill, not their ability to manage a file system.

grabthat.ai

AEC leaders, how can you help me reduce mental fatigue and augment workflows within project teams?

Arbel Designs is a leading residential and commercial building design firm committed to transforming ideas into thoughtfully planned, functional, and visually impressive spaces. With a strong focus on innovation, quality, and client satisfaction, the company has built a reputation for delivering customized design solutions that align with each client’s goals, lifestyle, and budget. Whether it is a new custom home, a residential remodel, an accessory dwelling unit (ADU), a home addition, or a commercial development project, Arbel Designs brings creativity, technical expertise, and practical planning to every stage of the process.

At the heart of Arbel Designs is a passion for creating spaces that are not only beautiful but also efficient, sustainable, and built for long-term use. The team understands that every project is unique, which is why they take the time to listen carefully to clients, understand their vision, and translate their ideas into well-crafted design plans. Their collaborative approach ensures that each design reflects the client’s personal style, business needs, and future goals while also meeting local building codes and regulations.

For residential clients, Arbel Designs offers a wide range of services, including custom home design, interior and exterior remodeling, kitchen and bathroom renovations, garage conversions, room additions, and ADU planning. The company specializes in maximizing space, improving functionality, and enhancing property value through smart design solutions. Whether a client wants to modernize an existing home, create more living space for a growing family, or build a detached unit for rental income, Arbel Designs delivers practical and aesthetically pleasing results.

In the commercial sector, Arbel Designs provides expert design services for office spaces, retail stores, mixed-use properties, tenant improvements, and other business developments. The team understands the importance of designing commercial spaces that support workflow, customer experience, brand identity, and operational efficiency. By balancing creativity with functionality, Arbel Designs helps businesses create spaces that are professional, welcoming, and aligned with their business objectives.

One of the key strengths of Arbel Designs is its deep knowledge of local zoning laws, permit requirements, and construction standards, especially in California. Navigating permits and regulations can often be a complex and time-consuming process, but Arbel Designs simplifies this journey for clients by providing permit-ready drawings, detailed construction documents, and expert guidance throughout the approval process. Their attention to detail helps reduce delays, minimize costly errors, and ensure a smooth project experience.

Arbel Designs also embraces modern design tools and technology to improve accuracy and communication. Through detailed layouts, visual concepts, and 3D design presentations, clients can clearly understand how their space will look and function before construction begins. This helps clients make informed decisions and feel confident throughout the project.

What truly sets Arbel Designs apart is its dedication to personalized service, transparent communication, and design excellence. The company believes that successful projects are built on trust, collaboration, and attention to detail. From the initial consultation to final design delivery, the team works closely with clients to ensure every aspect of the project is handled professionally and efficiently.

With a commitment to quality craftsmanship, creative problem-solving, and client satisfaction, Arbel Designs continues to help homeowners, developers, and businesses bring their visions to life. Their expertise in residential and commercial building design makes them a trusted partner for anyone looking to create spaces that are practical, beautiful, and built for the future.

Arbel Design

Arbel Designs is a leading residential and commercial building design firm

ADU Pilot is an AI-powered property feasibility and planning platform built to help homeowners, architects, contractors, real estate professionals, and ADU companies evaluate whether a property can support an Accessory Dwelling Unit (ADU) and what it may take to move a project forward. Our mission is to simplify one of the most confusing early stages of the ADU process: understanding local zoning rules, site constraints, permitting risks, timeline considerations, and preliminary project feasibility before significant time and money are spent.

Building an ADU in California can be highly attractive, but the path from idea to approved project is rarely straightforward. Property owners often start with basic questions such as: Can I build an ADU on my lot? What are the setback requirements? How do easements affect buildability? What will the project likely cost? How long will permitting take? The challenge is that the answers are rarely universal. ADU rules vary by jurisdiction, lot conditions, overlays, topography, access, and existing site constraints. In many cases, homeowners and small builders spend hours or days collecting fragmented information from city websites, municipal codes, planning counters, GIS portals, and consultant conversations just to form an initial opinion.

ADU Pilot was created to make that process faster, clearer, and more actionable. Instead of forcing users to manually research zoning rules, interpret code updates, compare jurisdiction requirements, and piece together feasibility assumptions on their own, our platform organizes relevant property and regulatory information into a more structured decision-making workflow. We help users move from uncertainty to an informed next step.

At the core of ADU Pilot is the belief that early-stage feasibility should be more accessible, more consistent, and more machine-readable. Our platform is designed to analyze property-specific and jurisdiction-specific factors that may affect ADU potential, then present the findings in a way that is easier for users to understand and apply. Depending on the use case, this can include zoning context, lot configuration considerations, setback issues, site constraints, jurisdictional rules, general project risks, and preliminary guidance on what to review next. The goal is not to replace licensed architects, engineers, surveyors, or legal professionals. Instead, ADU Pilot helps users reduce ambiguity earlier in the process so they can approach design, permitting, and consultant coordination with better information.

We serve multiple types of users across the ADU ecosystem. For homeowners, ADU Pilot helps answer the first major question: whether a property is worth pursuing for an ADU project and what the likely constraints may be. For architects, designers, and contractors, the platform can support client intake, pre-design screening, and faster turnaround on early feasibility conversations. For ADU-focused businesses, real estate teams, and operators evaluating multiple addresses, ADU Pilot can help create a more repeatable and scalable research process. This is particularly valuable in markets like California, where local code interpretation and jurisdiction differences play a major role in project viability.

Our work is especially focused on California, where ADU demand continues to grow and state legislation has created new opportunities while also introducing complexity in implementation. We pay close attention to evolving ADU laws, local ordinance differences, building code changes, and practical permitting considerations that affect real projects. By translating this complexity into more usable outputs, ADU Pilot aims to support better planning and more confident decisions.

In addition to feasibility analysis, ADU Pilot is building a broader knowledge layer around ADU regulations, jurisdiction-specific guidance, and property evaluation workflows. We believe the future of this space will depend not only on better software, but also on clearer information architecture: structured content that helps both people and systems understand what is allowed, what is risky, and what deserves closer review.

ADU Pilot stands at the intersection of AI, housing, property intelligence, and the built environment. We are building tools for a real-world workflow where accuracy, clarity, and jurisdiction-specific understanding matter. Whether a user is exploring a backyard ADU for the first time or evaluating multiple properties at scale, ADU Pilot is designed to make the earliest phase of ADU planning more efficient, more transparent, and more decision-ready.

ADU Pilot

We help architects and builders get instant ADU and SFH regulatory analysis, cost estimates, and more.

The Practical Starting Point for AEC AI Strategy

For most AEC firms, the biggest obstacle to adopting AI isn’t the technology itself it’s the “data mess.” Project files, CAD standards, and Revit models are often scattered across disconnected servers, legacy systems, and inconsistent folder structures. Before any meaningful AI strategy can take shape, firms need to first understand how their teams actually interact with this fragmented information environment on a day to day basis.

Our application is a lightweight Windows-based tool that sits directly on individual workstations. It addresses one of the most common and overlooked inefficiencies in AEC workflows: the “file hunt.” Instead of navigating through multiple layers of folders or relying on tribal knowledge, an engineer can simply type a request such as, “Open the latest Highway 99 drainage standards,” and the application locates and launches the correct file instantly.

This may seem like a small improvement, but when multiplied across teams and projects, it represents a meaningful shift in how work gets done.

How This Builds Your AI Strategy

While your team is saving 15–20 minutes of billable time each day, the system is simultaneously performing two critical background functions that lay the foundation for a scalable AI strategy.

Mapping Your Corporate Memory
The tool continuously identifies where valuable resources actually live across your firm’s network. Over time, it transforms what is typically a “dark” and unstructured file system into a searchable, navigable map of your organization’s expertise. Instead of relying on individuals to know where things are, the system begins to surface that knowledge automatically.

Recording Workflow DNA
At the same time, the application captures anonymized data on how your team works. You gain visibility into which standards, templates, and files are used most frequently, and where inefficiencies or bottlenecks exist. This “user interaction layer” becomes incredibly valuable. It provides a data-driven understanding of your workflows, which is essential when deciding where automation or AI can have the most impact.

In other words, before you automate, you need to understand and this is how that understanding is built.

Zero-Risk, Local Execution

One of the biggest barriers to AI adoption in AEC is concern around data security and compliance. This approach removes that barrier.

Because the AI operates entirely on the user’s local machine, no project data leaves your environment. It respects your existing permissions, folder structures, and security protocols. There is no need for a major IT overhaul, cloud migration, or lengthy security review process.

Firms can begin implementing and seeing value almost immediately, without introducing additional risk.

Shape the Future by Fixing Today

What makes this approach powerful is that it does not require a dramatic shift in how teams work. It simply improves what they are already doing.

By solving a very real, everyday problem finding the right file you are also laying the groundwork for something much bigger. You are building the data layer, visibility, and insight needed to support future AI initiatives.

In many ways, this is the most practical entry point into AI for AEC firms. Start by reducing friction today, and in doing so, quietly collect the intelligence needed to shape tomorrow’s strategy.

Rhombic

This is the starting point of your AI strategy roadmap, start shaping your firm's future today.

This platform integrates natural language into existing AEC workflows, boosting efficiency while capturing usage patterns. By identifying how your company accesses project resources, you build the essential data foundation for long-term AI adoption.

FIXFORTE is dedicated to providing exceptional interior renovation and fit-out solutions for both residential and commercial spaces across the UAE. Our team of experienced professionals is committed to delivering the highest standards of quality, innovation, and a meticulous attention to detail, ensuring that every project transforms ordinary spaces into beautifully designed, functional environments. We take the time to understand your unique style, needs, and vision, creating spaces that are not only aesthetically pleasing but also practical, comfortable, and personalized to suit your lifestyle or business.

Our comprehensive approach starts with an in-depth consultation, where we discuss your goals, preferences, and any specific requirements you may have. We believe that clear communication is key to a successful renovation or fit-out project, and we work closely with our clients throughout every phase of the process. Whether it’s a full-scale renovation or a small transformation, we ensure that we deliver top-tier craftsmanship and service. From the initial design concept to the final touches, we are dedicated to ensuring that every detail aligns with your expectations.

We offer a wide range of services, including:

Full villa and apartment renovations: Our experts specialize in transforming living spaces, creating luxurious, modern homes that reflect your personality and meet your practical needs.

Office fit-outs and commercial space designs: Whether you need to design a corporate office, a retail store, or any commercial space, we ensure that your work environment is both functional and inspiring.

Kitchen and bathroom remodeling: Our renovation services breathe new life into kitchens and bathrooms, creating stylish, high-performance spaces that combine form and function.

Custom furniture and cabinetry solutions: We design and install custom furniture and cabinetry to maximize space and complement the design of your home or office.

Flooring, painting, and structural changes: We offer professional flooring installation, wall painting, and structural modifications to enhance the overall aesthetic and functionality of your space.

Lighting design and installations: Our team provides expert lighting design and installation, ensuring that every space is illuminated beautifully and effectively.

With a keen eye for detail, we combine design and functionality to create spaces that not only meet but exceed client expectations. Whether you're looking for contemporary, modern designs or timeless, classic looks, our team is skilled in a variety of architectural styles. We work to create environments that reflect the unique personality and needs of each client, whether it’s a cozy home, a luxurious villa, or a busy business office.

What sets FIXFORTE apart from other interior design and renovation companies is our unwavering commitment to transparency, reliability, and delivering results on time and within budget. Over the years, we have worked with numerous satisfied clients, ranging from individual homeowners to large corporations, consistently earning their trust and positive feedback. We understand the significant impact that a well-designed space can have on your quality of life and business success. That's why we take pride in making those transformations happen with precision and care.

At FIXFORTE, we are driven by the belief that a well-designed space can greatly enhance the functionality and aesthetic appeal of any property. A thoughtful renovation not only improves the environment but also boosts the quality of life for its inhabitants and increases the value of your property. Whether you are looking to renovate your home, modernize your office, or redesign any other type of property, FIXFORTE is here to bring your vision to life with unmatched expertise and dedication.

For More Details, Contact Us Now
Visit Our Website: www.fixforteuae.com

Call Us Now: +971 545380805, +971564230563
Email Us: sales@fixforteuae.com

Fixforte

​We Provide Services Are 

Full villa & apartment renovation​
Kitchen & bathroom remodeling​
Interior design & fit-out​
Outdoor renovation & landscaping​
MEP upgrades​
Office renovations​
Custom outdoor kitchens, bar tops & wall décor​

Morroni is a Munich-based Computational Design Studio operating at the intersection of architecture, design, and advanced technology. Combining expertise in parametric design, digital fabrication, DfAM, and automation, we develop custom workflows to solve complex design challenges across industries - from architecture and automotive to consumer, medical, and industrial applications. Our work spans computational and generative design, additive manufacturing, digital fabrication, and large-scale 3D printed architecture using sustainable materials. We also offer consulting, workshops, and automation strategies to help teams scale and innovate. At Morroni, we use algorithms and data-driven processes to shift the boundaries of what’s possible in design.

Morroni conducts innovative research and develops novel design methodologies and parametric systems.

The studio works across a wide range of fields from architecture and automotive to consumer, medical, and industrial applications.

Computational Design: We solve Complex Design problems with the help of code, algorithms, and advanced computer processing. Shifting the borders of what is possible.
// Enabling tailor-made efficient Design and Architecture
// Parametric Design
// Generative Design
// Iterative & Performative Models
// Complex Modelling
// Smart Patterns and Surface Texturing
// Dashboarding & Visualizations

Design for Additive Manufacturing - DfAM: With strong experience in Design for Additive Manufacturing, Architecture, and Construction, we solve problems from large scale additive manufacturing to custom Gcode and toolpath generation.
// Design for Additive Manufacturing
// Lattice Structures
// Custom Toolpath and Gcode Generation
// Design for 3DCP / FGF / SLS /

Design for Digital Fabrication: We are working towards closing the "Digital Chain" from design to fabrication with parametric 3D planning, optimization and digital production.
We take care of data preparation and ensure that all individual parts fit together.
// Closing the Digital Chain from Design to Production
// Design to Production
// Data driven Design
// Design Optimization & Rationalization

Automation & Mass Customization: Design at Scale. We help you to automate your design processes. Realizing true mass customization, configurators, and new design workflows tailored to your unique requirements using state-of-the-art generative tools.
// Design at Scale
// Design Automation
// Design Processes
// Reusable Workflows
// Batch Processing

Consulting & Workshops: With a background in academics and teaching we help and consult you to bring your digital planning, fabrication and automation processed to the next level.
// Consulting
// Workshops
// Teaching

3D Printed Architecture - Architectural Design: Morroni has developed design and Software solutions for 3D Printing multifunctional Architecture and interior applications from recycled materials, solving some of the most critical challenges of the construction industry today. 
// True Large Additive Manufacturing
// Functional Integrated Design
// Circular Building Solutions


Collaboration:
Morroni is a Munich-based Computational Design Studio where multiple disciplines come together. With experience in parametric design, architecture, digital fabrication, creative coding, DfAM, automation, and more, the studio pushes forward to bring complex ideas into reality.

Morroni conducts innovative research and develops novel design methodologies and parametric systems.
We are highly collaborative, working directly with clients or partnering with agencies worldwide to provide market-leading solutions.

NEVER NOT COMPUTING
// shaping vertices, voxels & attributes


Morroni Computational Design

Morroni is a Munich-based Computational Design Studio where multiple disciplines come together. With experience in parametric design, architecture, digital fabrication, creative coding, DfAM, automation, and more, the studio pushes forward to bring complex ideas into reality.

About BLT SMRT – A Trusted Technology Partner for AEC Firms

BLT SMRT is a forward-thinking consulting and software development firm that specializes in optimizing workflows, enhancing design technology, and developing custom automation solutions for architecture, engineering, and construction (AEC) professionals. Founded in 2018, our roots run much deeper. Our journey began nearly 20 years ago as CADD technicians in high school, driven by curiosity and a desire to make design work more efficient. Today, we operate at the intersection of design and technology, supporting AEC firms through every phase of the project lifecycle.

As a trusted AEC technology partner, we help our clients navigate the complexities of digital transformation by designing and implementing systems that improve accuracy, streamline workflows, and accelerate project delivery. Whether it’s a boutique architecture studio or a multinational engineering firm, our mission remains the same: enable teams to do their best work with tools that work better.
We are passionate about solving the most challenging problems in the AEC industry. From automating repetitive tasks to improving software interoperability, we empower design and construction professionals to focus on creative and strategic work by eliminating the friction in their daily processes.

AEC Consulting Services: Empowering Teams With Better Workflows

BLT SMRT provides a full suite of consulting services tailored to the unique demands of AEC firms. Our expertise spans workflow optimization, advanced BIM strategies, and digital automation solutions.

We work closely with your team to identify inefficiencies, uncover bottlenecks, and reimagine your workflows for maximum impact. Whether you’re starting a new BIM implementation or refining long-standing standards, we offer expert insights, on-demand guidance, and ongoing technical support. Our clients rely on us for everything from feasibility studies for automation ideas to high-level BIM project consultation.
If your team is already using tools like Python, Dynamo, or Grasshopper, we provide code reviews, optimization strategies, and help you build smarter scripts. We also support data extraction and dashboarding, allowing you to turn project data into actionable insights and better decision-making.

AEC Consulting Services Include:
•	Workflow analysis and creation
•	Automation ideation and feasibility studies
•	BIM execution plans and strategy development
•	BIM project support and technology integration
•	Data interoperability and dashboarding
•	Computational design optimization
•	Software selection and troubleshooting
•	Emerging technology research and evaluation

No matter your current tech stack or level of BIM maturity, BLT SMRT can help you elevate your capabilities and prepare for what’s next.

Custom AEC Software Solutions: Build Tools for the Way You Work

Sometimes, off-the-shelf software just doesn’t cut it. That’s where our custom solutions come in. We create tailored tools that align with your firm’s unique workflows and project requirements. Our team builds everything from standalone desktop software to intelligent Revit add-ins, Dynamo graphs, and Grasshopper scripts.

By automating manual tasks, integrating siloed systems, and developing new digital tools, we help your team move faster, work smarter, and reduce errors across the board. Whether you need a one-off tool or a platform-wide solution, our team will partner with you from ideation to implementation.

Custom AEC Solutions Include:
•	Custom desktop applications
•	Revit and Navisworks add-ins
•	No-code and low-code solutions (e.g., PowerAutomate, Zapier, Dynamo, Grasshopper)
•	Computational design workflows
•	Proof-of-concept scripts and tool prototypes
•	Custom Revit families and parametric content

If there's a task in your daily workflow that feels slow, repetitive, or frustrating—let’s invent a better way together. Your team will thank you, and your bottom line will too.

Let’s Work Together

With over two decades of experience immersed in AEC technology, BLT SMRT combines deep industry knowledge with cutting-edge development skills. We don't just understand your tools—we help you transform them. Whether you need help today or are planning for the future, we’re here to be your long-term technology partner.

BLT SMRT, LLC

Make your team more efficient by bending technology to your needs. We create pipelines, scripts, apps and content for faster and easier workflows.

Mastery of Digital® is an international initiative launched to empower engineers, architects, and construction professionals with cutting-edge knowledge and tools for navigating the rapidly evolving world of digital construction. In a sector often resistant to change, Mastery of Digital® serves as a platform for innovation, bridging the gap between traditional workflows and emerging technologies. By providing high-quality educational resources, expert insights, and practical tools, we aim to help professionals not only adapt to the demands of the modern AEC industry but also become leaders in shaping its future.

What sets Mastery of Digital® apart is our commitment to turning technological complexity into accessible and actionable solutions. We curate the most relevant innovations, from Building Information Modeling (BIM) and AI-powered tools to automation and digital twin technologies, and translate them into hands-on, real-world knowledge. Our platform is built for those who want to future-proof their careers, deliver better projects, and stay competitive in a data-driven economy.

We provide a growing library of case studies, training programs, reports, and AI resources tailored specifically for the architecture, engineering, and construction (AEC) community. Whether you're a contractor looking to streamline operations, a civil engineer exploring automation, or a university lecturer designing a new curriculum, Mastery of Digital® gives you a space to learn, contribute, and grow.

Mission
Our mission is to cultivate a dynamic global community focused on the discovery, application, and scaling of digital construction technologies. We aim to provide the resources, guidance, and support necessary for professionals to embrace digital transformation with confidence and to use it as a tool for innovation, sustainability, and competitive advantage.

Vision
To become the global reference point for digital construction where professionals from all corners of the industry can connect, collaborate, and advance their expertise. Our vision is to position Mastery of Digital® as the leading platform where thought leaders, innovators, and practitioners come together to define the future of the built environment.

Core Values
*Commitment to Excellence
We hold ourselves to the highest standards in everything we produce. From training modules to technical white papers, we ensure our community always receives top-tier content grounded in practical application and academic rigor.

*Collaboration
We believe that progress in construction technology happens through shared knowledge and partnerships. We foster a culture of collaboration where professionals across disciplines and borders can co-create and innovate together.

*Empowerment
Our goal is to empower individuals and organizations with the tools, skills, and confidence to navigate digital change. Whether you're starting your digital journey or leading it, we’re here to support your next step.

*Integrity
Honesty, transparency, and consistency are central to our identity. We prioritize building trust with our community by delivering on our promises and maintaining an open, respectful environment.

*Continuous Learning
Digital construction is constantly evolving. That’s why we emphasize lifelong learning and staying ahead of industry trends. Our platform encourages ongoing exploration, experimentation, and education.

*Sustainability
We are committed to promoting sustainability in the built environment. Through our content and advocacy, we help professionals integrate greener and more efficient practices into construction processes.

Mastery of Digital® is more than a platform. It is a movement. A movement to upskill the global AEC workforce, reduce the knowledge gap in construction technology, and inspire professionals to lead with confidence in a digital-first future. With thousands of subscribers, partners, and growing global recognition, we are proud to be helping shape the next generation of construction leaders, equipped not just with tools but with purpose.

Mastery of Digital

Bringing you the latest tech advancements in the AEC industry.

Since 1992, every Landover home has stood as a timeless reflection of the people who live within its walls—unmatched in quality, originality, and purpose. At Landover Homes, we don’t just build dream homes; we bring to life something far more meaningful: homes that reflect your identity, your values, and your way of living. Homes that are one-of-a-kind, remarkable in design, and rich with character—just like you.

Over three decades of experience have taught us that the most extraordinary homes aren’t born from blueprints alone. They’re born from vision, collaboration, and a builder who truly listens. We’ve had the privilege of working with families across Alberta to craft personalized homes that don’t just check boxes—they tell stories. These stories are embedded in every beam, every corner, every carefully considered detail.

We proudly serve the unique, character-filled communities of Edmonton, Strathcona County, Sturgeon County, Beaumont, Ardrossan, Gibbons, Sherwood Park, Fort Saskatchewan, and Leduc County. These communities are where tradition meets progress, where natural beauty meets timeless architecture, and where families choose to root their legacies. We are honored to contribute to these landscapes, one custom home at a time.

What sets Landover Homes apart isn’t simply the high standards we maintain—it’s the philosophy we live by. We believe in building with purpose and passion. We believe in deeply personalized service. From day one, you’re never just a number or a file. You’re a partner. You’re family. That’s why each project receives the undivided attention of our experienced team, including our founder and president, Kerry Van Camp, who remains closely involved in every home we build.

Our process is guided by intention and fueled by collaboration. We begin with thoughtful conversations to understand your lifestyle, your must-haves, your wish list, and the little things that bring you joy. From there, we move into design with creativity and clarity, making sure that every element—whether seen or unseen—supports your vision. Whether you’re dreaming of a rustic estate with sweeping views or a modern home with minimalist elegance, we work hand-in-hand with you to bring your dream to life in a way that feels effortless and deeply rewarding.

But we don’t stop at aesthetics. We care about how your home lives and breathes. We ask questions that other builders might not—about how you move through your day, how you gather, how you rest, and how your family will grow. Because every home we build is designed to enhance daily life, support meaningful connection, and grow with you for decades to come.

The result is more than just a beautiful house—it’s a legacy. One built on a foundation of quality craftsmanship, thoughtful design, and sincere partnership.

We understand that building a custom home is one of life’s biggest investments—not just financially, but emotionally. That’s why we are committed to delivering not only excellence in construction, but peace of mind through the entire journey. Our team manages the process with transparency, accountability, and care. We’re here to guide you, to support you, and to ensure that the end result is nothing short of exceptional.

While many builders can talk about "dream homes," we challenge our clients to dream even bigger. Imagine a home that fits you perfectly, down to the smallest detail. A home that reflects your passions, your lifestyle, and your legacy. That’s the Landover difference.

Because we’re not just building homes. We’re crafting sanctuaries. We’re building meaning, connection, and belonging. We’re building the backdrop to your most cherished moments and your family’s future. At Landover Homes, we build with heart, with integrity, and with an unwavering commitment to making your vision real.

Your story deserves a home that honors it. Let’s build it—together.






Landover Homes

An industry-leading custom-home builder serving the character communities of Edmonton, Strathcona and Sturgeon Counties, Beaumont, Ardrossan, Gibbons, Sherwood Park and Fort Saskatchewan, Leduc County, Alberta.

Dodda.ai is an innovative AI-powered solution designed to revolutionize the design and construction industry by simplifying complex processes related to building codes and permit approvals. Founded by a team of experienced professionals led by Gayathri Venkataraman, dodda.ai aims to address the inefficiencies commonly found in the architecture, engineering, and construction (AEC) sector.
Key Features and Benefits
Streamlined Permit Processing: Dodda.ai's AI-driven technology efficiently retrieves information and flags code violations in drawings, significantly reducing the time spent on permit processing. This streamlined approach leads to:
- Fewer permit iterations
- Reduced Requests for Information (RFIs)
- Improved project predictability
Intelligent Search and Integrated Workflows: The platform offers smart search capabilities and integrated workflows, allowing users to quickly find the data they need. This feature enhances productivity and reduces the time spent searching for relevant information.
Code Violation Detection: By identifying code violations early in the design process, dodda.ai helps minimize revisions and costly rework. This proactive approach contributes to better project outcomes and increased efficiency.
Centralized Access to Codes and Documents: The platform provides a single, easily accessible location for all relevant codes and documents, saving valuable time for design and build teams.
Seamless Integration: Dodda.ai is designed to integrate seamlessly with existing design tools used in the industry, ensuring a smooth workflow and easy adoption.

Industry Impact and Market Potential

Dodda.ai addresses a significant market opportunity within the AEC industry, which has an enormous impact on the economy but still relies on inefficient, outdated workflows. With the evolution of AI technology, there is a substantial opportunity to innovate existing processes and reduce costly rework.
The company estimates a total addressable market of $6 billion to $10 billion, with a serviceable obtainable market (SOM) of $600 million for their solution. This indicates strong growth potential and a compelling business case for investors and industry partners.

 Leadership and Expertise
The leadership team at dodda.ai brings a wealth of experience and expertise to the table:
- Gayathri (G3) Venkataraman: With two decades of experience at Microsoft and DocuSign, focusing on search, AI, and machine learning, Venkataraman leads the company's mission to create productive solutions for the industry.
- Other team members include Rohit Arora, Atul Alatkar, and Inhi, contributing their diverse skills to the company's success.

Recognition and Support

Dodda.ai has gained recognition through its participation in the Techstars Alabama EnergyTech Accelerator, which offers extensive networking opportunities, high-quality mentoring, and access to leading venture capitalists and industry experts. The program's sponsorship by Alabama Power, a Southern Company, provides a unique opportunity for dodda.ai to build and scale its solution in collaboration with established industry players. We are a WOSB certified company. We are part of the 2024 cohort at IMPEL, accelerator program that is part of the Lawrence Berkeley National Lab.

 Future Outlook
As the AEC industry continues to evolve and embrace digital transformation, dodda.ai is well-positioned to play a crucial role in modernizing workflows and improving efficiency. By leveraging AI to address the growing complexities of building codes and permit approvals, the company aims to unlock vital business insights and tap into the immense knowledge base within firms.

With its focus on innovation, industry expertise, and strong market potential, dodda.ai represents a promising investment opportunity and a valuable solution for design and build teams looking to enhance their productivity and reduce costly errors in the construction process.

Dodda.ai

dodda streamlines permit processing through efficient information retrieval, automated report generation, and flagging code violations in the drawings (e.g. ADA). Our solution improves predictability, reduces costly rework and enhances overall efficiency.

At Shahid & Associates, we take pride in being more than just accountants. We are your trusted partners in navigating the complexities of financial management and tax planning. Our mission is to empower businesses and individuals to achieve financial clarity and success, no matter their size or industry. By delivering personalized solutions tailored to your unique circumstances, we aim to help you focus on what matters most—growing your business and achieving your personal financial goals.

Comprehensive Accounting Services
Our suite of accounting services is designed to meet the diverse needs of businesses and individuals. Whether you require routine bookkeeping, financial statement preparation, payroll management, or comprehensive financial analysis, our experienced team is here to assist. We understand that accurate and timely financial reporting is crucial for making informed decisions, and we ensure that every detail is meticulously handled to provide you with the insights you need to thrive.

Tailored Tax Advice
For start-up businesses and limited companies, navigating the world of taxation can be particularly daunting. That’s where our expertise shines. We provide clear, actionable advice on tax planning, compliance, and optimization to help minimize liabilities and maximize benefits. Our team stays updated on the latest tax regulations, ensuring that you are always compliant and well-prepared to seize opportunities for savings.

Building Lasting Relationships
What truly sets Shahid & Associates apart is our unwavering commitment to building meaningful relationships with our clients. We believe that trust and open communication are the foundations of successful partnerships. By taking the time to understand your specific challenges and aspirations, we can offer solutions that are not only practical but also aligned with your long-term vision.

Friendly and Approachable Service
At Shahid & Associates, we pride ourselves on offering a welcoming and supportive environment. Our team is approachable and always ready to listen. We recognize that financial matters can sometimes feel overwhelming, so we strive to make the process as straightforward and stress-free as possible. You can rely on us for clear explanations, prompt responses, and a genuine interest in your success.

Competitive Pricing
We believe that high-quality accounting and tax services should be accessible to everyone. That’s why our pricing is always competitive. Whether you’re a small business owner, a start-up entrepreneur, or an individual seeking tax advice, you can trust that our services provide exceptional value.

Your Success, Our Priority
At Shahid & Associates, your success is our ultimate goal. We measure our achievements by the growth and satisfaction of our clients. Whether it’s helping a start-up take its first steps, streamlining the finances of an established company, or ensuring an individual’s tax returns are accurate and beneficial, we are here to support you every step of the way.

Let Shahid & Associates be the partner you can count on for all your accounting and tax needs. Together, we can build a strong foundation for your financial future.

Your journey to financial clarity and success begins with Shahid & Associates. Let us handle the complexities of accounting and tax planning, so you can focus on what matters most to you. Whether you’re launching a new business, managing an established company, or seeking individual tax support, we’re here to make the process simple, efficient, and stress-free.

Contact us today to discover how Shahid & Associates can make a difference in your financial journey. Together, we’ll create a strong foundation for your future success.

Shahid and Associates

Shahid & Associates is a firm providing a full range of accounting services to businesses and individuals, and tax advice to start-up businesses and limited companies. Contact Us +1 587-316-4117

Our BIM expert team is dedicated to enhancing project efficiency, collaboration, and accuracy through advanced BIM technologies, ensuring that each project is delivered on time and within budget. Whether for large-scale developments or smaller projects, BIMPRO LLC helps clients streamline their workflows and improve overall project outcomes.

We provide Revit BIM modeling services includes Revit architectural modeling, structural steel detailing, MEP Modeling and fabrication drawings, clash detection and resolutions, PDF/CAD to BIM conversion, Point Cloud Scan to BIM modeling, BIM consulting services, Revit drafting services, Revit family creation (BIM Content), shop drawings, as-built drawings and more.

As a small size BIM firm, we are nimble and agile, allowing us to adapt quickly to changing market conditions and stay ahead of the competition. Our team is made up of talented professionals who bring a wealth of experience and expertise to every project. We are committed to provide “Value” and “Peace of Mind” to our clients by delivering a quality project with a quick turnaround time.

BIMPRO LLC

BIMPRO LLC is a BIM modeling services company located in Texas providing high-quality Revit modeling services in USA which tailored to meet the specific expectations and BIM requirements of architects, designers, engineers, general contractors, subcontractors, manuafacturers across the country. 



Cullinan Construction Consultants is a multi-purpose construction company in the United Kingdom that specializes in Design & Build, Building Construction, Structural Engineering, Project Management, Quantity Surveying, and Cost Management.

Cullinan Construction Consultants

Texas Estimation offers Comprehensive Takeoffs and Detailed Estimation Services with 100% precision. Our highly skilled estimators use modern techniques and technology to provide cost-estimating services that enhance the client’s bid-winning ratio.

Texas Estimation

Texas Estimating provides Construction Estimating Services in 24 hours the fast turnaround time. Send your plans and get free quote in 5 Minutes.

Georgia Estimating offers precise and reliable takeoff and estimating services for contractors and builders throughout Georgia. We provide accurate measurements and detailed reports to help you bid with confidence and keep your projects on track.

Georgia Estimating

Offering accurate construction estimating services Georgia, we deliver precise and timely cost estimates for various types of projects that support contractors in making the right decisions and achieving success.

D5 Render is a leading real-time rendering solution that revolutionizes the architectural and design workflows. Powered by AI-driven and cutting-edge technologies, D5 empowers architects, designers, and visualization artists to work more efficiently and collaboratively, accelerating creation while ensuring consistently accurate and photorealistic results. -Best balance between speed and quality -Seamless integration with your favorite design workflow -User-friendly for designers, architects, visualizers, and archviz animation professionals alike -Free access and a cost-effective teams subscription option D5 Render is transforming the world of architectural visualization by bringing real-time rendering into everyday workflows&mdash;without sacrificing quality. Designed with architects, designers, and visual storytellers in mind, D5 combines high-speed GPU processing with an intuitive interface, allowing users to create photorealistic renderings, animations, and walkthroughs almost instantly. Unlike traditional rendering engines that require long wait times and technical know-how, D5 simplifies the process through real-time preview and rendering capabilities. Users can drag and drop assets, make lighting and material adjustments on the fly, and see results in seconds&mdash;all while working within a seamless, responsive environment. It also supports live sync with popular modeling tools like SketchUp, Rhino, Revit, and Archicad, streamlining the design-to-render workflow. What sets D5 apart is not just its speed, but also its ability to handle large, complex scenes with remarkable performance. Its AI-powered denoising engine and built-in library of assets&mdash;including vegetation, lighting, and materials&mdash;help elevate visualization without external plugins or post-production tools. Architects and design firms using D5 report significant time savings, improved client communication, and enhanced design decision-making. By eliminating the barrier between modeling and rendering, D5 allows teams to visualize concepts earlier and with greater clarity&mdash;ultimately leading to better outcomes. For firms working on tight deadlines or aiming to elevate their presentations, D5 offers a powerful solution that redefines what&rsquo;s possible in real-time rendering. It&rsquo;s not just a tool&mdash;it&rsquo;s becoming a core part of the modern architectural tech stack. Check out our latest article: https://www.aecplustech.com/blog/rendering-redefined-d5-real-time-revolution-architects-design-firms

D5 Render

Featuring D5 Render at the AEC Innovate Conference

Rendering Redefined: D5’s Real-Time Revolution

Tools Leading the Way in the AEC+Tech Community

Why Every Designer Needs Collaborative Rendering (Webinar)

Why Every Designer Needs Collaborative Rendering

Melt Code is the first building code research AI built for accuracy, transparency, and real compliance decision-making. Unlike generic AI tools that behave like black boxes, Melt Code doesn&rsquo;t just provide an answer &mdash; it shows the full research process so architects and engineers can verify every step and confidently defend their decisions.
Users can ask code questions in plain English and receive reliable, project-specific requirements with:
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Step-by-step reasoning with clear assumptions
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Direct citations to exact code sections for full traceability
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Compliance Paths, mapping multiple valid routes to compliance (based on occupancy, construction type, sprinkler conditions, height/area limits, ratings, etc.) so teams can choose the best design approach
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Exception and cross-reference handling, including circular references across multiple chapters
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Table and diagram understanding, ensuring accurate interpretation of code tables and figures
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Built-in calculations, such as occupant loads, egress sizing, travel distances, and fixture counts
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Personalized compliance illustrations, automatically generated to visually explain requirements for a specific project scenario
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Beyond research, Melt Code includes workflow tools that turn compliance into an organizational asset:
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Projects, where teams store project context (location, occupancy, construction type, sprinkler status, etc.) so every question becomes instantly project-aware
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Checklists, allowing firms to build, store, share, and export reusable compliance checklists across teams and project types
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</ul>
The result is dramatically faster research, fewer senior escalations, reduced consultant dependence &mdash; and most importantly, confidence and peace of mind in every code decision.

Melt Code

The Context
Despite decades of investment in BIM, architectural documentation remains heavily manual. Teams continue to spend significant time on repetitive production tasks, manual QA/QC, and enforcing standards across drawings, views, and schedules.
At scale, this creates inefficiency, late-stage rework, and coordination risk, while contributing to burnout across documentation teams. Existing automation is often fragmented or difficult to apply consistently within live project models, limiting its effectiveness in everyday production work.
SketchPro is being actively deployed at top architecture firms to address this gap by embedding AI directly into architectural documentation workflows.
The Question
How can AI support architectural documentation&ndash; QA/QC, standards alignment, and repetitive production work&ndash; while keeping architects in control, preserving authorship, and respecting firm-specific standards and workflows?
The Approach
SketchPro is an AI documentation copilot embedded directly within Revit, designed to operate on live project models, views, schedules, and sheets. The system is developed around three core principles:
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No workflow disruption Al actions occur inside the same Revit environment already used by project teams for documentation. No exporting, syncing, or parallel tools required.
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Architect-in-the-loop control All actions are previewed, reviewable, and reversible, ensuring professional judgment remains central to decision-making.
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Firm-specific intelligence Rather than applying generic rules, the system adapts to project standards, naming conventions, and documentation logic defined by each practice with an &ldquo;AI Knowledge Base&rdquo; set up by admins from each firm.
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</ul>
The Collaboration Model
SketchPro is being deployed in collaboration with architecture firms working across a range of scales, typologies, and geographic locations, including educational, multifamily, and commercial projects. Ongoing collaboration ensures the platform addresses real documentation pain points such as QA/QC consistency, annotation cleanup, and standards alignment within live projects.
The Results
Across partner firms, teams report:
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Standardized preferences across projects with AI
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30% reduction in documentation time across major tasks like sheet creation, dimensioning, schedules, and QA/QC
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20% more capacity to do more projects with their current team
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AI is experienced as a support system rather than a replacement. Junior staff report increased confidence and productivity, while senior staff retain full control over technical decisions.
Key Takeaways
Successful AI adoption in architecture depends less on automation alone and more on customization, transparency, and trust in the technology.
By embedding AI directly into documentation workflows and aligning it with the realities of architectural practice, SketchPro illustrates how AI can strengthen existing processes rather than disrupt them, supporting efficiency, quality, and professional judgment.

SketchPro allows you to go from a hand-drawn sketch to a fully rendered design

Firm-specific intelligence based on a custom, internal knowledge base

Mentor mode provides model-specific guidance

QAQC Audit using your firm's standards and checklists

SketchPro.ai

<h1 data-start="260" data-end="340">Ideate StyleManager for Revit: Clean, Standardize, and Optimize BIM Styles</h1>
<h2 data-start="347" data-end="390">Why Revit Styles Become a Hidden Problem</h2>
Managing styles in Autodesk Revit &mdash; including object styles, line patterns, materials, text types, and view templates &mdash; is one of those tasks that quietly affects every project. When unmanaged, styles accumulate from imported content, linked models, and copied elements, leading to bloated files, inconsistent graphics, and coordination headaches.
Over time, even well-structured projects can drift away from office standards without teams realizing it.
<h2 data-start="853" data-end="885">What Ideate StyleManager Does</h2>
Ideate StyleManager is a Revit plugin built to give BIM managers and architects greater control over project styles. Instead of manually hunting through settings or risking accidental deletions, users can analyze, merge, rename, and remove unwanted styles safely.
The tool makes it easier to clean up project files and enforce consistent standards across teams.
<h2 data-start="1256" data-end="1300">Safe Cleanup with Built-In Style Analysis</h2>
One of the biggest risks in Revit is deleting a style that is still in use. That action can trigger unexpected graphic changes throughout the model.
Ideate StyleManager addresses this with detailed usage analysis. Before merging or deleting a style, users can see exactly where it is applied. This visibility allows teams to consolidate duplicate styles, remove clutter, and align projects with office templates without compromising model integrity.
<h2 data-start="1759" data-end="1815">Improving Model Performance and Documentation Quality</h2>
Style clutter does more than create visual inconsistencies. It can also impact file size and model performance.
By reducing redundant definitions and maintaining consistent graphics, teams improve drawing clarity, coordination workflows, and overall BIM health. For firms working across multiple offices, maintaining a unified visual language becomes much easier.
<h2 data-start="2188" data-end="2225">Supporting Long-Term BIM Standards</h2>
Ideate StyleManager is not just a cleanup tool. It supports long-term BIM governance.
As projects grow in complexity and content libraries expand, style management becomes increasingly important. The ability to proactively monitor and standardize styles helps firms protect documentation quality from early design through construction documentation.
For teams focused on Revit efficiency and model reliability, Ideate StyleManager offers a practical solution for maintaining cleaner, healthier BIM environments.

Ideate StyleManager

InspectMind AI helps engineers review hundreds of pages of drawings in minutes instead of hours.
InspectMind AI is an AI-powered plan review and code compliance platform built for the architecture, engineering, and construction (AEC) industry. The platform automatically analyzes construction drawings, engineering plans, and technical documents to identify code violations, design inconsistencies, and constructability issues before projects move into permitting or construction.
Traditional plan review and QA processes require engineers, architects, and reviewers to manually analyze hundreds or thousands of pages of drawings. This process is time-consuming, expensive, and prone to human error. InspectMind AI accelerates this process by using advanced artificial intelligence models trained on construction drawings, building codes, and engineering standards.
Users upload their project plans directly to InspectMind, and the AI system analyzes the drawings sheet-by-sheet. The platform detects issues such as missing details, dimension conflicts, structural inconsistencies, accessibility violations, and code compliance risks. InspectMind then generates a structured report highlighting the detected issues along with visual references to the affected drawings.
The platform is designed for engineers, architects, developers, contractors, plan reviewers, and government agencies who want to reduce risk and improve design quality. By catching issues early in the design process, InspectMind helps teams avoid expensive rework, delays during permitting, and construction change orders.
InspectMind AI supports a wide range of building codes and standards including IBC, ADA, NFPA, and local jurisdictional codes. The system can analyze architectural drawings, structural plans, engineering reports, and construction documentation.
Typical workflow:
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Upload drawings Users upload their architectural or engineering plans directly into InspectMind.
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AI plan analysis The AI analyzes the full drawing set, identifies potential issues, and compares plans against applicable building codes.
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Review results Users receive a detailed issue report showing potential risks, code conflicts, and recommended corrections.
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</ol>
InspectMind AI dramatically reduces manual review time, improves plan quality, and helps project teams move faster from design to construction.

InspectMind AI

Catch construction mistakes before they get built

AI-Powered Site Documentation: An InspectMIND Case Study

Featuring InspectMind AI at the AEC Innovate Conference

Featuring InspectMIND at the AEC Innovate Conference

Using AI to Automate Building Inspections

MeltPlan is the AI-native planning engine for the built environment, built to help architects, engineers, and contractors plan projects better &mdash; earlier, faster, and with far more confidence. Construction planning today is still fragmented across disconnected tools, spreadsheets, PDFs, and tribal knowledge. Teams are forced to manually connect decisions across code compliance, estimating, scheduling, and value engineering, which leads to slow iterations, missed scope, costly rework, and avoidable project risk.
MeltPlan solves this by creating a unified planning platform that connects the four planning pillars that shape every project: code compliance, cost, schedule, and value engineering. Instead of operating like a black-box AI assistant, MeltPlan is built for accuracy and transparency. It understands real AEC context &mdash; including codes and standards, building assemblies and elements, quantities and scopes, and project-specific conditions. Every output is designed to be defensible, with clear assumptions, step-by-step reasoning, and verifiable sources.
At the core of MeltPlan is the belief that planning isn&rsquo;t just producing a schedule or an estimate &mdash; it&rsquo;s making the right decisions early, before mistakes become expensive field problems. MeltPlan helps teams move from &ldquo;searching and guessing&rdquo; to &ldquo;knowing and deciding.&rdquo;
Today, MeltPlan offers two core products:
<h3 data-start="1400" data-end="1417">Melt Code</h3>
Melt Code is the first building code research AI built to make compliance transparent and decision-ready. Instead of giving a generic answer, Melt Code provides project-specific compliance requirements along with a step-by-step reasoning trail and direct citations to every relevant code section. It also maps out Compliance Paths, guiding architects and engineers through multiple valid routes to compliance based on project variables like occupancy, construction type, sprinkler conditions, height/area thresholds, and fire ratings. Melt Code understands exceptions, cross-references, tables, diagrams, and code math &mdash; and can generate project-specific compliance illustrations to make requirements easier to interpret and communicate. It also includes workflow tools like Projects and Checklists, helping firms capture institutional knowledge and standardize compliance across teams.
<h3 data-start="2326" data-end="2346">Melt Takeoff</h3>
Melt Takeoff is an AI-assisted takeoff service designed for contractors and estimators who need speed without sacrificing trust. It combines AI vision for fast quantity extraction with onshore, field-experienced senior estimators who verify outputs and add detailed allowances for scope not shown on drawings. Melt Takeoff detects hundreds of building elements, flags drawing/spec conflicts, structures takeoffs in MasterFormat&reg;, UniFormat&reg;, or custom standards, and delivers interactive outputs with sheet-linked traceability and clean Excel exports. It enables faster bids, fewer missed scope items, and more confident pricing.
Together, Melt Code and Melt Takeoff form the foundation of the MeltPlan platform &mdash; a connected planning engine that brings clarity, speed, and trust to preconstruction decision-making.

MeltPlan

Pirros is the AI project hub for architects and engineers. Our mission is simple: make managing projects easier for firms. We reduce the burden of producing hundreds of details and families per project by giving designers instant access to everything their firm has developed in the past. Rather than spending hours digging through cluttered folders on a server or rebuilding content that already exists somewhere in the archive, Pirros centralizes every detail and family a firm has produced and makes them accessible with a simple search.
Pirros was started by two structural engineers turned entrepreneurs. Ari and Peter spent time at a handful of different design firms and kept experiencing the same problems when it came to retrieving and managing Revit content. The technology industry has overlooked the AE design space and the strategic importance of details and families to a firm's success. Pirros is on a mission to change that.
The four pillars of Pirros:
<ol class="[li_&amp;]:mb-0 [li_&amp;]:mt-1 [li_&amp;]:gap-1 [&amp;:not(:last-child)_ul]:pb-1 [&amp;:not(:last-child)_ol]:pb-1 list-decimal flex flex-col gap-1 pl-8 mb-3">
<li class="font-claude-response-body whitespace-normal break-words pl-2">No upfront work. Upload and instantly search across projects without manual tagging or naming conventions. Powered by a direct ACC integration, firms get tens of thousands of details and families onto Pirros within 24 hours.</li>
<li class="font-claude-response-body whitespace-normal break-words pl-2">Search by composition, not tag. Find details and families based on what the element actually is, not what its tags say. Powered by a proprietary blend of AI, computer vision, and OCR.</li>
<li class="font-claude-response-body whitespace-normal break-words pl-2">Share universally. Share Revit details and families as universal PDFs with colleagues and partners outside of Revit, accelerating collaboration, content approvals, and new hire onboarding.</li>
<li class="font-claude-response-body whitespace-normal break-words pl-2">Built-in QA workflows. Review and approve standard content automatically surfaced based on analytics across projects. Approval workflows live inside the platform instead of in committee meetings and email chains.</li>
</ol>
Pirros is backed by Y Combinator, SOC 2 certified, and trusted by leading AE firms across North America, Australia, and the UK.
&nbsp;

Pirros

ARES Touch is a full-featured mobile CAD app that provides a complete set of 2D drafting and annotation commands. It's the perfect companion to quickly review a drawing shared in the cloud or received by email while on the go.

Team members at the jobsite can collaborate efficiently with colleagues back at the office

ARES Touch helps users work more effectively while on the jobsite or  in the field

ARES Touch works on Android and iOS tablets and smartphones

The ARES Trinity of CAD Software: Create and Modify DWG Files with Modern Collaboration Tools

ARES CAD Software: Top 10 Trinity Features Outperforming AutoCAD | Expert Review by Architosh

DWG Editing on Mobile: ARES Touch Makes it Quick & Easy!

ARES Touch: Mobile CAD for Android and iOS to View, Create and Annotate DWG

ARES Touch

Work productively on mobile devices with tools tailored to smaller screens

Project Background
The engagement focused on bringing a large UK healthcare federated BIM model into a costed, programme-linked and auditable state — the bottleneck most digital engineering teams hit between authoring a Revit or IFC model and feeding it into cost planning, procurement and risk reporting.
The Challenge
The project's federated model carried 23,466 elements across a 4,500-file project folder: native Revit content from multiple disciplines, NHS Activity DataBase (ADB) codes on every fitting, an external procurement schedule with confirmed sub-contract values, a contract programme exported in a revision-tracking format, and 42 specification PDFs scattered across handover folders. The work normally done by a quantity surveyor — manually mapping element schedules to NRM2 categories, reconciling against the Bill of Quantities, and refreshing the result for every variation — was the bottleneck in cost planning and programme risk analysis. 5D BIM investment over the last decade has moved this bottleneck without shrinking it.
The Approach
Leveret Systems built an agentic processing layer that quantifies a federated BIM model end-to-end while preserving auditability. The architecture is hybrid by design: deterministic rules narrow the work before any AI reasoning is applied, schemas reject malformed answers at the boundary, citations are enforced as code, and a project-by-project knowledge layer accumulates so subsequent runs converge faster. Items the agent cannot confidently resolve route to a tightly-scoped human review queue rather than being silently committed — in a domain where a QS has to defend every line, that abstention behaviour is the safety feature.
The pipeline integrates with existing tools rather than replacing them: Revit and IFC inputs through Autodesk Platform Services, Primavera P6 or revision-tracking spreadsheet programmes, procurement schedules in NEC, JCT or bespoke layouts, and specification PDFs indexed for retrieval-augmented review.
The Result
The validation pipeline processed all 23,466 model elements from the 4,500-file project folder in under four minutes. Deterministic rules classified nearly half of the elements before any LLM reasoning fired. The agentic layer committed on a further large slice with median confidence above 0.9. The remainder routed to a tightly-scoped review queue with citation context. Every committed classification carries an auditable trace back to its source — the property field on the model, the specification page, the procurement schedule row, or the prior decision on a similar element earlier in the project. Within a single project, the accumulated knowledge layer already resolves roughly a third of elements on rerun without firing the agentic stack at all.
The Wider Value
Once a federated BIM model is quantified and linked to procurement, programme and specification context, the federated model itself becomes a live system: each element gains an extensible state vector (planned, specified, design approval, procured, material on site, installed, signed off) with each transition written back to the model with a citation. This is the layer Leveret is building next — quantification delivered today, live federated state in active development, integrations tuned per engagement.
Engagement Options
Leveret Systems delivers this in two modes. Per-project engagements (one to three weeks) suit teams who need a single model quantified, reconciled and structured for risk and cost analysis on a specific job. Strategic embedded engagements (four to six months) suit organisations who want the pipeline tuned to their tools and embedded in their delivery process — the code, the architecture and a clone of the cross-project knowledge layer transfer with the engagement.
For contractors with procurement schedules that drift, architects with project folders that have grown organically across teams, developers who want real programme risk visibility, and PMOs who have stopped trusting their own status reports — that is the conversation Leveret Systems wants to have.
Contact: leveretsystems.co.uk · ejoubert@leveretsystems.co.uk

Agentic Quantification of a Federated Healthcare BIM

Leveret Systems is a UK-based agentic AI engineering consultancy that builds the live layer between federated BIM models and the contract documents that surround them &mdash; programme, procurement, cost plans, specifications and standards. The service quantifies a federated Revit or IFC model end-to-end, classifies every element against project context, and produces a continuously refreshable view that downstream cost planning, programme risk analysis and compliance audit can read as a function rather than a static export.
The architecture is hybrid by design. Deterministic rules narrow the work before any AI reasoning is applied &mdash; the cheap, fast, predictable layer carries the bulk of the classification, and reasoning models handle only the ambiguous tail. Schemas reject malformed answers at the boundary, citations are enforced as code, and items the agent cannot confidently resolve route to a tightly-scoped human review queue rather than being silently committed. In a domain where every line of a Bill of Quantities must be defensible, that abstention behaviour is the safety feature.
Each engagement contributes to a project-by-project knowledge layer that accumulates across the lifecycle. Subsequent runs converge faster as the layer learns the project's specific Activity DataBase codes, NRM2 mappings, supplier patterns and specification conventions. Within a single project we already observe roughly a third of elements resolving from the knowledge layer alone on rerun, without firing the agentic stack at all. The same effect is designed to compound across engagements.
The service integrates with existing tools rather than replacing them. Revit and IFC models are ingested through Autodesk Platform Services. Contract programmes parse from Primavera P6 exports or revision-tracking spreadsheets. Procurement schedules in NEC, JCT or bespoke layouts reconcile against the model. Specification PDFs are indexed for retrieval-augmented review. The Monte Carlo input layer &mdash; activity duration distributions, supplier lead-time distributions, element-to-activity links &mdash; is structured as live data, so a critical-path kernel reads it as a function and produces P50, P80 and P95 completion windows with a tornado attributing slip to specific suppliers.
Leveret Systems delivers in two engagement modes. Per-project engagements (one to three weeks) suit teams who need a single model quantified, reconciled and structured for risk and cost analysis on a specific job. Strategic embedded engagements (four to six months) suit organisations who want the service tuned to their tools and embedded in their permanent delivery capability. The code, the architecture and a clone of the cross-project knowledge layer transfer with the strategic engagement. We are not a platform vendor; we do not replace your QS, planner or BIM manager. We give them back the week of every month they currently spend reconciling documents that ought to have been reconciled already.

Leveret Systems Agentic BIM Service

Bergman, Walls & Associates (BWA), a prominent architecture firm based in Las Vegas, engaged BLT SMRT to modernize their approach to design technology through the implementation of Maestro. Although Revit was well-established within their workflow, BWA had no internal automations or scripting infrastructure. This lack of tools made it difficult to share standards, reduce repetitive tasks, or respond quickly to recurring coordination issues. The firm needed a solution that would allow them to build and scale their own tools without relying on full-time software developers.

Maestro offered an accessible path forward. With built-in AI-assisted code generation, BWA’s BIM Manager could quickly produce customized scripts to tackle internal challenges. These tools, once tested and refined, were deployed to the full team using Maestro’s deployment platform. To streamline access and adoption, the team also used Maestro’s Ribbon Manager to build a custom Revit ribbon, embedding tools, resources, and documentation into the daily workflow.

The result was a cultural and technical shift. BWA’s staff now view repetitive tasks as automation opportunities rather than unavoidable effort. Maestro has empowered BWA to evolve from a static software environment to one that is flexible, responsive, and increasingly self-sufficient across its design teams with minimal effort from the team.

Scaling Design Technology Through Accessible Automation

Maestro is an AI-powered automation platform designed to enhance efficiency and collaboration within Architecture, Engineering, and Construction (AEC) firms. By integrating seamlessly with Autodesk Revit, Maestro offers a suite of tools that streamline repetitive tasks, facilitate code deployment, and promote team-wide productivity. Key Features: • Revit Ribbon Manager: Maestro introduces a customizable ribbon interface within Revit, allowing users to tailor their workspace with frequently used tools and scripts. This personalization accelerates workflow and reduces time spent navigating through menus. • Integrated Python IDE: With its built-in Python Integrated Development Environment (IDE), Maestro empowers users to write, test, and deploy scripts directly within the platform. This feature simplifies the automation of complex tasks and enhances scripting capabilities without the need for external applications. • AI-Driven Automation: Leveraging artificial intelligence, Maestro automates routine processes, minimizing manual input and the potential for human error. This intelligent automation leads to more consistent outcomes and frees up time for creative and critical tasks. • Deployment Platform: Maestro facilitates the deployment of tools and scripts across teams, ensuring that all members have access to the latest resources. This centralized approach promotes consistency and simplifies the management of project assets. Benefits for AEC Professionals: • Enhanced Productivity: By automating repetitive tasks and providing quick access to essential tools, Maestro significantly reduces the time required for project completion. • Improved Collaboration: The platform's deployment capabilities ensure that teams work with uniform tools and scripts, fostering a cohesive working environment. • Scalability: Maestro's modular design allows it to adapt to firms of various sizes, making it a versatile solution for both small teams and large organizations. • User-Friendly Interface: The intuitive design of Maestro ensures that users can quickly become proficient, reducing the learning curve associated with new software adoption. Incorporating Maestro into your workflow can lead to significant improvements in efficiency, consistency, and overall project quality. Its integration with Revit and focus on automation make it a valuable asset for any AEC firm aiming to modernize its operations.

Maestro

Revit is a Building Information Modeling (BIM) software developed by Autodesk, widely used across architecture, engineering, and construction disciplines. It allows users to design, model, and document buildings and infrastructure in a single, coordinated environment. In Revit, every element in a project is part of an interconnected database. Changes made to one view&mdash;such as a plan, elevation, or section&mdash;are automatically reflected in all other views of the model. This parametric relationship ensures consistency and reduces the risk of errors in documentation.
<h2 data-start="760" data-end="782">Core Capabilities</h2>
Revit supports both 2D drafting and 3D modeling, but its primary strength lies in its data-rich modeling environment. Each object in Revit is not just geometry; it carries information about its physical properties, materials, and relationships to other components. Revit includes tools for architectural design, structural engineering, and MEP (mechanical, electrical, plumbing) systems, enabling multiple disciplines to work within the same model.
The software also allows for the creation of schedules, material takeoffs, and detailed construction documentation directly from the model. Because Revit stores all information in one file, edits are reflected across all drawings, schedules, and sheets automatically. This feature is particularly valuable for coordinating complex projects where multiple people and teams are contributing to the design.
<h2 data-start="1643" data-end="1674">Collaboration and Workflow</h2>
Revit is designed to support collaboration in various forms. Worksharing enables multiple team members to work on a single project file simultaneously, with a central model managing updates. For distributed teams, Revit can integrate with cloud-based platforms like Autodesk BIM Collaborate Pro, allowing real-time collaboration across locations.
Revit also facilitates interoperability with other software used in the AEC industry. It supports import and export in multiple formats, including DWG, IFC, and DGN, and can connect with analysis tools for energy performance, structural analysis, and daylight simulations. Its API (Application Programming Interface) allows for customization and automation through tools like Dynamo, enabling advanced workflows and repetitive task automation.
<h2 data-start="2473" data-end="2500">Practical Applications</h2>
In architecture, Revit is used for conceptual design, detailed design development, and construction documentation. Engineers use Revit for structural analysis and to coordinate MEP systems with architectural and structural elements. Contractors and project managers use Revit models for quantity takeoffs, construction sequencing, and clash detection, ensuring fewer conflicts on site.
Revit is also applied in facility management, as the detailed model can serve as a digital twin of the completed building, providing valuable data for operations and maintenance.
<h2 data-start="3073" data-end="3085">Summary</h2>
Revit provides a unified environment where design, documentation, and analysis coexist in one coordinated model. Its parametric nature, data integration, and multi-disciplinary capabilities have made it a standard in the AEC industry. Whether used for designing a single-family home or a large-scale infrastructure project, Revit enables teams to work more precisely, maintain consistency across outputs, and manage complex building information in an organized way.

Revit

The Špansko Pool Complex in Zagreb is a significant public infrastructure initiative designed to elevate the recreational and athletic amenities in the western part of the city. With an investment of €34 million, the facility includes an Olympic-size swimming pool, a wellness center, dedicated fitness areas, and seating capacity for 300 spectators. This modern complex is part of the city’s broader strategy to promote community well-being and provide high-quality sports infrastructure.

As part of a real-world evaluation, a field test of InspectMIND AI, an advanced site inspection and documentation tool, was conducted during an active construction phase. The Job Site Observation module was used to assess concrete works and PPE (Personal Protective Equipment) compliance. The tool enabled real-time digital documentation of site activities, categorization of findings, and attachment of site photos—all through a streamlined and simple to use mobile interface.

Within less than an hour, a fully structured inspection report was generated, complete with AI-generated summaries for each observation area. The test demonstrated how InspectMIND AI reduces time spent on field reporting, increases clarity of safety documentation, and facilitates faster communication between stakeholders. The result was a detailed, data-backed report that highlights the value of digital workflows in the construction sector.

Špansko Swimming Pool Complex - AI Site Docs

Our team are experts on Whole Building Life Cycle Assessment (wbLCA) and circular economy services for new construction projects. We provide clients with carbon reduction and material reuse opportunities to balance design, cost, constructability and carbon.

We are advancing the adoption of the circular economy through pioneering research and demo deconstruction projects. A focus on material reuse maximizes resource efficiency, minimizing waste to reshape the future of construction practices.

We work with public, private, and non-profit sector organizations to conduct research on wbLCA and circular economy policy in the GTA.  We are looking ahead to accelerate the adoption of the circular economy, bio-based materials, and high-performance buildings.

Ha/f Climate Design

Ha/f was founded to question the environmental impacts of the materials and systems used to build our buildings. Addressing how we build our cities will be one of the most important challenges to reducing global greenhouse gas emissions.

Ha/f Climate Design aims to halve greenhouse gas emissions from buildings this decade with help from One Click LCA’s tools.

Ha/f Climate Design successfully reduced 800 tons of carbon on the City of Toronto’s Paramedic Services Multifunction Station — without additional time or cost to the project.

“The power of One Click LCA is the database sitting behind it. You have access to more data, which leads to better decisions.” – Kelly Alvarez Doran, co-founder of Ha/f Climate Design

How Ha/f Climate Design used One Click LCA for an award-winning project with the City of Toronto

One Click LCA is the world&rsquo;s leading end‑to‑end sustainability platform, purpose-built for the construction and manufacturing sectors. Founded in Helsinki in 2001, the company has grown to a team of over 200 professionals across all continents and now serves users in more than 170 countries  At its core, this cloud‑based platform offers streamlined, automated Life Cycle Assessment (LCA) and Environmental Product Declarations (EPDs), enabling users to scientifically measure and reduce environmental impacts of structures, infrastructure, renovations, and manufactured goods. Beyond LCA and EPDs, it also supports assessments of circularity, life‑cycle cost, and biodiversity. A standout feature is its extensive global database with over 250,000&ndash;300,000 datasets&mdash;covering supplier-specific and generic material data&mdash;fully verified and regularly updated. This empowers users to make informed, data‑driven decisions. The platform supports over 80 compliance standards, including LEED, BREEAM, GRESB, CALGreen, and various country‑specific regulations. One Click LCA seamlessly integrates with more than 20 leading BIM and design tools, such as Autodesk Revit, Tekla Structures, Bentley iTwin, Rhino, and Grasshopper. This allows for real‑time feedback and early‑phase embodied carbon optimization&mdash;notably through its Carbon Designer 3D tool, which enables quick, BIM‑integrated carbon hotspot analysis and comparison of design scenarios. In some cases, Carbon Designer 3D helps identify carbon footprint variations up to 50% during conceptual design. Leading global players&mdash;including Skanska, WSP, Foster+Partners, Turner, ArcelorMittal, Arcadis, ARUP, Geberit, and Saint‑Gobain, among others&mdash;rely on One Click LCA to drive their decarbonization efforts. AECOM, for instance, equipped its ScopeX&trade; platform with One Click LCA to target a 50% carbon reduction across its projects. Its visibility among industry analysts reflects its market leadership: One Click LCA was featured in Verdantix&rsquo;s 2025 Buyer&rsquo;s Guide for LCA tools and is the first platform validated by RICS under its Whole Life Carbon Assessment (WLCA) programme. One Click LCA also makes parts of its platform freely accessible via its Planetary embodied&ndash;carbon calculator&mdash;a tool for benchmarking cradle‑to‑gate carbon impacts across building designs and supporting EPD usage worldwide. In summary, One Click LCA stands out with its: - Massive, high-quality global dataset (250&ndash;300k records) - Broad compliance across 80+ standards - Deep BIM integrations for early and ongoing carbon management - Recognition by major firms and standards bodies It remains the go-to platform for turning sustainability goals into measurable, actionable outcomes across construction and manufacturing value chains.

One Click LCA

Featuring One Click LCA at the AEC Innovate Conference

Featuring One Click LCA  at the AEC Innovate Conference

AI, Sustainability & Latest Tools for AEC

Sustainability Tools to Watch Out For in 2025!

Gindi Studio is an architecture and interior design firm based in Tel Aviv, Israel that specializes in complex projects, such as office spaces, public interiors, and hotels. The studio's team of 20–30 architects, designers, and engineers combine architecture, interior design, graphics, and product design with advanced technologies like 3D VR, BIM, and parametric design to create innovative spaces. 

facebook.com
‎Gindi Studio‎ - Facebook
2.5K לייקים 3.1K עוקבים Architecture & Interior Design Studio Based in Tel Aviv, Israel - "The Wow Makers" מעקב פוסטים אודות תמונות סרטונים Reels. אזכורים


Gindi Studio

Capacity Increase:
Gindi Studio, a renowned architectural design firm headquartered in Tel Aviv, specializes in
office space design and has catered to some of the largest corporations in Israel. Over the
years, the studio has witnessed a surge in demand for its services.

“We have a magic tool called qbiq. Using the platform, we are able to deliver preliminary plans at light-speed, increasing our capacity and allowing us to take on more projects than we could initially manage”
Vered Gindi, Founder

Gindi Studio: Capacity Increase

Qbiq is reshaping how commercial spaces are planned and visualized by leveraging advanced artificial intelligence. This innovative platform enables landlords, brokers, architects, and developers to generate test fits, floor plans, 3D walkthroughs, and material estimates in just minutes. By automating what typically takes weeks, Qbiq significantly reduces time to lease and design while increasing accuracy and scalability. Designed to work with common file formats like PDFs, CAD, and DWG, Qbiq allows users to upload floor plans, set programming requirements, and instantly receive multiple layout options. Each layout comes with full documentation&mdash;editable CAD files, BIM-ready Revit models, and rendered 3D tours&mdash;making the platform a powerful tool from concept to delivery. One of Qbiq&rsquo;s biggest advantages is its ability to support layout customization based on user-defined rules, including department sizes, adjacency preferences, and branding standards. The AI also provides quantity takeoffs, such as furniture counts and material data, helping teams better understand cost implications from the start. By streamlining both visualization and documentation, Qbiq empowers real estate professionals to move from plan to action faster and with greater confidence. The company has already made a global impact. With over 650 million square feet of AI-generated designs and clients in more than 60 countries, Qbiq has proven its value across markets. Real estate firms using Qbiq report 40% faster leasing cycles and significantly higher efficiency. For example, Colliers Japan reduced its turnaround time for test fits to under 24 hours, dramatically improving client service and deal velocity. Qbiq integrates seamlessly into existing workflows and exports fully editable plans, enabling architects and designers to build on AI-generated layouts rather than start from scratch. It also features enterprise tools like admin dashboards, user management, and custom planning engines tailored to specific corporate or project requirements. Backed by top-tier investors including Insight Partners and JLL Spark, Qbiq recently closed a $16 million Series A funding round, following a $10 million seed round in 2023. The platform is rapidly gaining traction among leading architecture firms, design studios, and property management companies looking to scale operations, improve client engagement, and accelerate space planning. Qbiq&rsquo;s combination of AI automation, customizable design logic, and real-time visualization offers a transformative approach to commercial space planning. Whether used for office fit-outs, coworking layouts, or landlord test fits, the platform delivers fast, data-driven results that align with real-world needs. Its ability to combine speed, accuracy, and design flexibility makes it a standout solution for the modern built environment. As the architecture and real estate industries continue to embrace digital transformation, Qbiq is positioned as a leader in AI-powered design technology. By reducing friction in the planning process and enabling better decision-making, it is helping reshape how commercial spaces are imagined and delivered.

qbiq

Featuring qbiq AI at the AEC Innovate Conference

qbiq’s Custom AI Transforms Design for AEC Professionals

Featuring Qbiq at the AEC Innovate Conference

Generative AI & Real Estate Innovation (Webinar)

Congratulatory post for the $16M Series A funding round

Professional Structural Design And Permit Plans For Your New Home, Addition, Remodel, ADU, & More 

ProStruct Engineering, Inc.

Provider of structural engineering services, mostly residential and light commercial, throughout California, with plans to expand into other states in 2024.

ProStruct Engineering, Inc. was contracted to do a structural evaluation of a wall and chimney to determine if they are lead bearing, and to suggest solutions for removing them safely due to structural and seismic considerations in California.

325 Aleut Ct, Fremont, CA Structural Evaluation

Hita Design Studio

Entertainment Area Interior Design. consists of four separated spaces: entrance, sports and game, restaurant and the Lounge. Located in Tehran, Iran.

System Group Lounge

3D modeling and rendering software for design visualization, games, and animation

3ds max

V-Ray is a rendering software/plug-in developed by the Bulgarian company, Chaos Group. V-Ray is used for visualization and computer graphics across many industries such as architecture, industrial design, product design, film and video game production, and media and entertainment.

Vray

Small (1-10 employees)

Ichi is an AI-powered code compliance and automation platform built for architecture firms.
The platform helps architects navigate complex building codes, automate time-consuming construction administration tasks, and strengthen QA/QC across the entire project lifecycle&mdash;from early design through construction.
Designed specifically for the realities of architectural practice, Ichi augments professional expertise by automating previously manual processes, improving accuracy, and minimizing costly downstream rework. The platform supports both project-level execution and firm-wide knowledge sharing, helping teams work more efficiently while maintaining accountability and control.
Key Features
<ul>
<li dir="ltr">AI Code Compliance Reviews</li>
</ul>
Ichi enables architects to quickly search, interpret, and validate applicable building codes and jurisdictional requirements. AI-assisted guidance is presented alongside authoritative source language, allowing teams to confidently apply code requirements during design, documentation, and review&mdash;without relying on generic or unverified AI outputs.
<ul>
<li dir="ltr">Automated Construction Administration</li>
</ul>
The platform helps automate and support manual construction administration workflows, including navigating construction documents, responding to RFIs, and reviewing submittals. By reducing the time spent on repetitive coordination tasks, Ichi helps keep projects moving while easing the administrative burden on architectural teams.
<ul>
<li dir="ltr">QA/QC at Scale</li>
</ul>
Ichi strengthens QA/QC by assisting with plan set reviews, cross-sheet consistency checks, and document validation across large and complex drawing packages. This allows architects to identify issues earlier, improve document quality, and reduce risk prior to submission or construction.
<ul>
<li dir="ltr" style="font-weight: bold;">Institutional Knowledge Management</li>
</ul>
Ichi acts as a living knowledge base for architecture firms. Project-specific decisions, jurisdictional nuances, and internal best practices can be captured, shared, and reused across teams and over time&mdash;helping firms preserve institutional knowledge as staff, projects, and regulations change.
Who Should Use Ichi?
Ichi is designed for:
<ul>
<li dir="ltr" style="font-size: 14px; font-family: helvetica, arial, sans-serif;" aria-level="1">
Architecture firms working across multiple jurisdictions
</li>
<li dir="ltr" style="font-size: 14px; font-family: helvetica, arial, sans-serif;" aria-level="1">
Design teams navigating complex or evolving code requirements
</li>
<li dir="ltr" style="font-size: 14px; font-family: helvetica, arial, sans-serif;" aria-level="1">
Firms seeking to reduce QA/QC risk and rework
</li>
<li dir="ltr" style="font-size: 14px; font-family: helvetica, arial, sans-serif;" aria-level="1">
Architects managing heavy construction administration workloads
</li>
<li dir="ltr" style="font-size: 14px; font-family: helvetica, arial, sans-serif;" aria-level="1">
Practices looking to capture and scale internal expertise
</li>
</ul>
While built with architects at the center, Ichi also supports collaboration with engineers and contractors by improving clarity, consistency, and access to critical project information.
Why Ichi?
Ichi is purpose-built for the architectural profession. Unlike general-purpose AI tools, it is designed to operate within the constraints of real-world practice&mdash;prioritizing accuracy, traceability, and professional responsibility.
By combining AI-driven code compliance, QA/QC automation, construction administration support, and firm-wide knowledge management in a single platform, Ichi helps architects spend less time on rote tasks and more time on high-value design and decision-making. The result is better documentation, smoother project delivery, and more resilient architectural practices.
Learn More
Ichi is helping architecture firms modernize how they manage code compliance, QA/QC, and knowledge across their projects, all on one platform.
👉 Visit https://www.ichiplan.com/ to schedule a demo or learn more about how Ichi is helping architects and other AECs build cities of the future.

Ichi

With ARES Commander, users can work both locally and with files stored in the cloud to improve collaboration. Sync files across users and devices. Create and modify DWG drawings in 2D and 3D, leveraging the drafting and design features that you&rsquo;ve come to expect &mdash; all at a significant cost savings. ARES Commander can stand alone or coordinate with ARES Touch and ARES Kudo to form the Trinity of CAD, unlocking productivity-boosting collaboration features. ARES Commander by Graebert is a powerful and flexible CAD solution designed for professionals who require full-featured 2D and 3D drafting capabilities in native DWG format&mdash;without the high costs or limitations of traditional CAD software. Compatible with Windows, macOS, and Linux, ARES Commander is part of the ARES Trinity suite, which includes access to cloud-based editing through ARES Kudo and mobile capabilities via ARES Touch, all under a single license. One of the key strengths of ARES Commander is its seamless DWG compatibility, allowing users to create, edit, and share files without worrying about format issues. The software includes robust 2D drafting tools, 3D modeling functions such as push/pull editing, and support for dynamic blocks, splines, and parametric features. Beyond the desktop, the ARES Trinity ecosystem enables real-time collaboration through cloud integration, supporting services like Google Drive, OneDrive, and Dropbox. Users can work from anywhere, review drawings on-site, share view-only links with stakeholders, and keep track of revisions with built-in version control and commenting tools. ARES Commander also bridges the gap between CAD and BIM. It allows the import of Revit and IFC files, from which users can extract 2D drawings, automatically generate annotations, and streamline documentation workflows. This functionality makes it easier to work alongside BIM teams while staying within familiar CAD environments. The user interface has been continually refined to support productivity and ease of use, with the latest versions offering customizable workspaces, AI-assisted tools, and a simplified transition path for users coming from other platforms like AutoCAD. ARES Commander is widely adopted across industries, from architecture and engineering to construction and manufacturing. It's known for its solid performance, affordability, and flexibility, offering a complete CAD solution that meets the demands of modern workflows. Whether working independently or as part of a larger team, users appreciate its robust toolset, intuitive design, and commitment to innovation.

Files created in ARES Commander can also be accessed in ARES Kudo or ARES Touch.

ARES Commander includes BIM drawings automation features.

DWG Drawings Automation for BIM - ARES Commander Product Review | Niknaz Aftahi of aec+tech

BIM Drawings Automation: From Revit & IFC to DWG in ARES Commander

450+ Dynamic Blocks in Tool Palettes and Trinity Block Library in ARES Commander

AI for CAD in DWG: ARES AI Assist (aka A3) 

Switch from AutoCAD or other AutoCAD Alternatives to ARES effortlessly

ARES Commander | N°1 AutoCAD Alternative for DWG CAD Software on Windows, Mac and Linux

ARES Commander

ARES Commander Standalone [Perpetual License]

ARES Commander [Perpetual License] with Trinity

ARES Commander Flex / Network Seat [Perpetual License]

Result for “Small (1-10 employees)”

Companies "45 results"