Conflation Labs

Architects and landscape architects lose hours — sometimes days — researching zoning and land-use rules before a single design decision can be made.

What's the allowable FAR? Are there overlay districts restricting height or use? What are the front, rear, and side setbacks? Is this use permitted by right, or does it require a conditional use permit?

Getting those answers today means opening GIS portals, parsing dense municipal code PDFs, cross-referencing use tables, and sometimes calling the planning department — only to wait days for a callback.

Conflation Labs eliminates that bottleneck.

We are an AI compliance co-pilot built specifically for architecture, landscape architecture, and AEC firms. Our platform connects directly to a jurisdiction's authoritative zoning codes and live GIS parcel data — not a generic national database — and transforms it into instant, visual, map-based answers.

Your team types a plain-English question. Our AI reads the actual municipal code, pulls the real parcel data, interprets permitted uses and development standards, and returns a professional property map showing buildable areas, setbacks, overlay zones, and permit requirements — in seconds.

No GIS expertise required. No code-reading required. No waiting on planning staff.

HOW IT HELPS ARCHITECTURE FIRMS:

→ Run site feasibility checks in minutes during pre-design
→ QC zoning compliance before submittal to avoid planning department rejections
→ Give clients faster, more confident answers on what can be built
→ Free senior architects and GIS staff from repetitive code lookup work
→ Reduce costly redesigns triggered by late-stage zoning surprises

HOW IT WORKS:

1. Ask any parcel-level compliance question in plain English
2. The AI reads your jurisdiction's actual zoning code and GIS data
3. It interprets permitted uses, development standards, and overlays
4. You receive a clear text answer plus a custom visual property map

BUILT FOR:
- Architecture and landscape architecture firms doing site due diligence
- QC leads reviewing compliance before plan submittal
- Firm principals making faster pre-design decisions with clients
- Economic development teams answering business feasibility inquiries

Conflation Labs is accepted into Founder University (top 10% of applicants) and actively partnering with cities and AEC firms as design partners.

Starting at $350/month. Design partner program available for early-adopter firms who want to co-shape the product.