TestFit

Subscription Generative & Conceptual Design

AI-driven site layout and unit-mix generator for residential and mixed-use development feasibility.

3.6 /5 composite score
Best tool for multifamily and mixed-use feasibility; the generative engine is genuinely faster than manual pro forma iteration. Avoid for non-residential typologies -- coverage is thin outside apartment/parking programs.

Rubric Scorecard

Criterion Score Rationale
Maturity 4/5 Founded 2016, v2 platform, named enterprise clients include Perkins & Will, DLR Group, and Prologis.
AEC Specificity 4/5 Algorithmic feasibility engine with published documentation on zoning parsing and unit-mix optimization; not aiWashing.
Integration 3/5 Exports DXF and basic BIM; API available for integration with development pro forma tools.
Value / Pricing 3/5 Annual subscription, base pricing listed on testfit.io; enterprise tiers require a quote.
Evidence 4/5 Series A funding ($20M, July 2022, led by Parkway Venture Capital); credible AEC-tech press coverage; real production deployments at scale.
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