Conflation Labs
Conflation Labs is an AI site plan review agent for AEC firms. It reads your submitted drawings against local zoning codes, setback requirements, and municipal standards — flagging compliance issues before they reach the planning department. Faster reviews. Fewer rejections. Less back-and-forth.
Gallery
Explore interface previews and real-world examples showcasing how “Conflation Labs” is used in AEC workflows.
Key Facts
View key facts for "Conflation Labs".
Conflation Labs Overview
Architects and landscape architects lose days to a process that should take minutes: checking whether a site plan actually complies with local zoning codes, setback requirements, overlay restrictions, and municipal development standards.
The current workflow is broken.
Your team submits a plan. The planning department reviews it — days or weeks later — and sends back redlines for issues that could have been caught on day one. Setbacks are off. A use isn't permitted in that zone. An overlay district adds restrictions nobody flagged. The design goes back. The timeline slips. The client asks questions.
Conflation Labs is the AI site plan review agent that catches those issues before submittal.
HOW IT WORKS:
Upload your site plan or enter the project address. Conflation Labs cross-references your drawings against the jurisdiction's actual zoning code, parcel data, GIS layers, and development standards — not a generic database. The AI identifies compliance gaps, flags setback violations, checks permitted uses, and surfaces overlay restrictions that apply to your specific site.
You get a clear, actionable compliance report — with visual map output — before the plan ever reaches a planning counter.
WHAT IT REVIEWS:
→ Setback compliance (front, rear, side — including corner lot variations)
→ Zoning designation and permitted use confirmation
→ Overlay district restrictions (historic, flood, design review zones)
→ FAR, lot coverage, and building envelope standards
→ Parking minimums and access requirements
→ Conditional use permit triggers
KEY OUTCOMES FOR AEC FIRMS:
→ Catch plan rejections before they happen — not after
→ Reduce costly redesigns triggered by late-stage compliance surprises
→ Cut site plan QC time from days to under an hour
→ Give project managers and QC leads instant compliance confidence
→ Respond faster to client feasibility questions with authoritative answers
BUILT FOR:
- Architecture and landscape architecture firms in pre-design and design development
- QC leads and project managers reviewing drawings before submittal
- Firm principals who want faster, more defensible compliance decisions
- Cities and planning departments streamlining their own plan review intake
Conflation Labs is accepted into Founder University (top 10% of applicants) and actively running a design partner program with AEC firms and municipalities.
Starting at $350/month. Design partner spots open for firms ready to co-build the solution around their specific review workflow.
Conflation Labs Pricing
Conflation Labs Free Trial
-
Conflation Labs Platforms
Cloud, SaaS, Web
Conflation Labs Supported Lifecycle Phase
Conflation Labs Supported Project Type
Conflation Labs Industry Focus
Conflation Labs Ideal Company Size
Case Studies (1)
View featured case studies using "Conflation Labs".
Similar Tools
Discover similar tools to "Conflation Labs".
Construction.live
Construction.live is an AI powered platform that helps construction teams streamline workflows, centralize project data, and improve visibility across project execution.
Dodda ai
Dodda AI is a feasibility study assistant that helps developers, planners, and consultants collect, validate, and organize site-specific data faster. By bringing together zoning regulations, utility information, AHJ requirements, and other pre-design inputs, Dodda AI helps teams make better early-stage decisions with less manual research. Teams evaluating Dodda AI pricing, features, and workflow value typically consider it for faster site analysis, permitting research, and more efficient feasibility reporting.
xFigura
xFigura is an AI-powered ideation platform for architects and designers working across 2D and 3D workflows. It helps teams turn sketches, prompts, and visual references into concept images, simplified 3D forms, and collaborative design explorations faster. Teams comparing xFigura AI pricing, features, and creative workflow tools often evaluate it for early-stage design ideation, shared canvases, and faster concept development.
RenderAI
RenderAI is an AI rendering app that helps architects, interior designers, and creative teams turn sketches, Revit or Rhino screenshots, and early design ideas into photorealistic images and videos. Built for fast browser-based workflows, it makes it easier to generate presentation-ready visuals without complex rendering software or long production cycles. Teams comparing RenderAI pricing, free trial access, and app-based rendering tools often evaluate it for online visualization, interior concepts, and faster architectural image generation
Togal.AI
Togal.AI is AI-powered estimating and pre-construction software that helps teams detect, measure, compare, and label spaces and features directly from architectural plans. Built for estimators and construction teams, it speeds up takeoffs, reduces manual work, and supports faster bid preparation. Teams comparing Togal.AI pricing, free trial access, demos, and estimating workflows often evaluate it as a practical tool for pre-construction accuracy and productivity.
TestFit
TestFit is an AI-powered site planning and real estate feasibility software that helps architects, developers, and contractors generate rapid layout studies, parking plans, and early-stage design options. With parametric tools, real-time iteration, and integrations with platforms like Revit, SketchUp, and AutoCAD, TestFit helps teams move faster through feasibility workflows before detailed design begins. Teams comparing TestFit AI software, pricing, free trial options, and alternatives often evaluate it for faster planning, yield studies, and pre-design decision-making.