TestFit wins real-estate feasibility — site planning AI, massing, parking, and yield studies that help deals pencil. Nomic wins document intelligence — reading drawings, specs, and project files for review, code questions, and construction administration. Both show up in AEC AI searches; they answer different questions for different roles.

Architecture, engineering, and construction administration teams that need drawing intelligence, code/spec questions, submittal review, and project-wide document search.
Real-estate and early-design teams that need generative site planning, parking automation, and feasibility schemes tied to yield and zoning constraints.
TestFit wins on site planning and deal feasibility speed; Nomic wins on understanding issued project documents across design and construction administration — not on massing or parking solvers.
Feature comparison
How they compare
| Feature | Nomic | TestFit |
|---|---|---|
| Site planning / massing / parking automation | ||
| Real-estate feasibility & yield studies | ||
| AI drawing intelligence (understand content, not just geometry) | Partial — plan geometry and feasibility metrics, not full CD intelligence | |
| Building code compliance checking on issued sets | 380+ codes and standards | |
| Submittal review automation | ||
| Project-wide document search (drawings, specs, RFIs) | ||
| Zoning / parcel-driven site schemes | ||
| Export / handoff to design tools | Works alongside ACC and common DMS connectors | Push layouts toward Revit / CAD / Excel / PDF workflows |
| Enterprise security | SOC 2 Type II, zero data retention, multi-region hosting (EU, AU, US, UK) | Enterprise SaaS — confirm current security package with TestFit |
| Minimum team size | 25 seats for Business (Individual available) | Team/enterprise packaging — confirm with TestFit |
- Document intelligence across issued drawings and specs — Nomic answers what the set says with citations, not just whether a site scheme pencils.
- Code and construction-administration workflows — compliance questions, submittals, and RFIs that TestFit is not built to own.
- Project-wide search across the document stack teams already store in ACC, ProjectWise, SharePoint, and similar systems.
- Verification layer for design and CA teams after feasibility is done — when the problem is coordination and documentation, not massing.
- Site Planning AI — TestFit generates and iterates buildable site schemes with parking, unit mix, and yield-oriented metrics far faster than manual feasibility.
- Deal underwriting speed — developers and planners use TestFit to test zoning and pro forma constraints before detailed design.
- Feasibility-first UX — configurators, scheme comparison, and site solvers are purpose-built for early real-estate decisions. Nomic is not a TestFit replacement for that job.
- Handoff into design — TestFit workflows are oriented to getting a preferred site plan into Revit/CAD faster once the deal direction is clear.
- Your team reviews drawings, checks codes/specs, or runs construction administration — not site yield studies
- You need cited answers across multi-sheet packages and project documents
- Enterprise document connectors and multi-region hosting matter more than a parking solver
- Feasibility is already done and the bottleneck is documentation quality and coordination
- You need generative site planning, parking layouts, and yield studies for real-estate feasibility
- Your primary metric is how fast you can iterate schemes that meet zoning and pro forma goals
- You want a feasibility platform, not a drawing-review / document-intelligence agent
- Your buyers are developers and early-design planners rather than CA or multi-discipline review teams
Answers to common questions about this comparison.

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