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Anori vs TestFit

Two takes on early site feasibility at very different stages (our reading). TestFit is a shipping product with published prices: an editable AI-generated site plan with parking, massing, a pro forma and takeoffs, sold to developers, architects, contractors and civil engineers. Anori, spun out of X, Alphabet's Moonshot Factory, describes a generative AI platform that would connect developers, cities, architects, investors and underwriters, but its site offers update sign-ups and partner contact rather than a product you can buy. Desk research from vendor pages read Oct 23, 2026; not tested, no winner.

DESK RESEARCH, NOT TESTED. Compiled from vendors' public websites (accessed Oct 23, 2026). Vendor claims are not verified by Means & Methods Lab. No scores or rankings.

In short: Anori (AI development & entitlement platform; no public prices (quote / sales)) vs TestFit (Site feasibility & generative design; vendor publishes prices). Facts last checked Oct 23, 2026. No winner declared; not tested.

Side by side

Anori vs TestFit: vendor-published facts side by side
Sheet rowAnoriTestFit
CategoryAI development & entitlement platformSite feasibility & generative design
AI role (our label)AI-firstAI features added to established product
What it doesGenerative AI platform, spun out of X (Alphabet's Moonshot Factory), meant to connect developers, cities, architects, investors and underwriters. During development, developers model trade-offs early, cities evaluate proposals with visibility into feasibility and impact, and architects design with real constraints in view. The site invites sign-ups for updates and partnership inquiries rather than describing a self-serve product. The CSV records a $26M seed round. Re-read Oct 18, 2026: the homepage now calls Anori an AI-native intelligence platform for co-creating the built world; the platform page says it is built to connect stakeholders rather than replace them and embeds ecological, financial and community priorities in early decisions; the company page says the team graduated from X and still offers update sign-up and partner contact rather than a product demo. Re-read Oct 19, 2026: homepage unchanged. Re-read Oct 20, 2026: homepage and company page unchanged in substance (update sign-up and partner contact, no product demo); the platform page lists five stages it is meant to cover: site selection, feasibility analysis, design translation, regulatory compliance and urban planning. Re-checked Oct 22, 2026: homepage, platform and company pages unchanged in substance (the same five stages from site selection to urban planning; update sign-up and partner contact, no product demo; the company page lists open roles in San Mateo). The homepage now links a July 2026 blog post on computational design and a March 2026 TechCrunch story on the spinout. Re-checked Oct 23, 2026: homepage, platform and company pages unchanged in substance (the same five stages from site selection to urban planning; update sign-up and partner contact, no product demo; three open roles in San Mateo; the July 2026 computational design post and March 2026 TechCrunch story).Real estate feasibility platform built on what the vendor calls an editable AI-generated site plan, with massing, a pro forma and takeoffs. Features listed: parcel mapping, road layout, turning radii, topography, parking automation, 2D/3D massing, a pro forma synced to the layout, and automatic takeoffs for parking, infrastructure, and earthwork (including cut and fill). Generative design and an MCP connection are on Site Solver. Exports to Revit, AutoCAD, SketchUp, Excel, and PDF. Vendor cites 6,200+ users (vendor claim). Re-read Oct 17, 2026: homepage unchanged in substance. The product menu lists Site Solver and Parking Solver, with Site Intelligence (site, environmental and zoning data), Pro Forma and an MCP Connection ("prompt your site plans with an AI assistant") as add-ons, and features a TestFit 5.26 release. The pricing FAQ says generative design is only on Site Solver, Revit and SketchUp integration is on all plans, and some data layers (such as parcel, flood zone, wetland or zoning data) may not be available in all countries. Re-checked Oct 19, 2026: the Data Center typology page describes generative design bounded by a minimum and maximum megawatt limit, custom parameters such as target power density, design PUE and front and back yard depths, regional power plant data, multi-level infill data centers with data halls, electrical rooms and mechanical yards, and phased campus layouts with major roads and substation layouts; the pricing table lists Data Center among building typologies. Re-checked Oct 20, 2026: homepage and pricing FAQ unchanged in substance (editable AI-generated site plan; 6,200+ users, vendor claim; generative design only on Site Solver; Revit and SketchUp on all plans; English-only support during U.S. business hours). The pricing page now also shows ROI figures from a 2026 customer survey (650+ deals evaluated per week, 5x faster site planning, $4,000+ saved per feasibility); these are vendor claims and are not used here. Re-checked Oct 22, 2026: homepage and pricing FAQ unchanged in substance (editable AI-generated site plan; MCP Connection to prompt site plans with an AI assistant; Site Solver subscribers get a dedicated account manager; English-only support during U.S. business hours). Customer quotes and ROI figures not used. Re-checked Oct 23, 2026: pricing FAQ unchanged in substance (generative design only on Site Solver; Revit and SketchUp on all plans; Site Solver subscribers get a dedicated account manager; English-only support during U.S. business hours, 9:00 AM-5:00 PM CST). Customer quotes and survey figures not used.
Who it's forReal estate developers, city planning departments, architects, investors and underwriters.Developers, architects, contractors, and civil engineers on the deal team.
Pricing (as publicly stated)No public prices found (checked Oct 16, 2026): the vendor site has no pricing or plans link in its navigation or footer, and /pricing and /plans return a not-found page. The site's calls to action include "Contact" and update sign-up. Confirm current pricing with the vendor. Earlier note (Oct 15, 2026): site offers update sign-up and partner contact. Re-checked Oct 18 and Oct 19, 2026: /pricing still returns a not-found page; no prices. Re-checked Oct 20, 2026: /pricing still returns a 404 page; no prices. Re-checked Oct 22, 2026: unchanged (/pricing still returns a 404 page; no prices). Re-checked Oct 23, 2026: unchanged (/pricing still returns a 404 page; no prices).Parking Solver $195/month billed monthly (unlimited users), with optional add-ons: Site Intelligence +$150/mo (zoning and environmental data, 3D terrain with cut and fill analysis, power and utilities infrastructure), Pro Forma +$170/mo and MCP Connection +$100/mo. Site Solver from $15,000/year billed annually (includes Parking Solver plus generative design, MCP Connection, Site Intelligence, custom unit types, high-detail building presets and a dedicated onboarding and account manager; Pro Forma optional). Site Solver Portfolio from $20,000/year (adds volume pricing, enterprise SSO and quarterly business reviews). (Re-checked Oct 17, 2026; unchanged Oct 19, 2026. Earlier check Oct 14, 2026: same plan prices; the Pro Forma add-on was the only add-on price we recorded.) Re-checked Oct 20, 2026: unchanged (Parking Solver $195/month billed monthly with Site Intelligence +$150, Pro Forma +$170 and MCP Connection +$100 add-ons; Site Solver from $15,000/year; Site Solver Portfolio from $20,000/year). Re-checked Oct 22, 2026: unchanged (Parking Solver $195/month billed monthly with Site Intelligence +$150, Pro Forma +$170 and MCP Connection +$100 add-ons; Site Solver from $15,000/year; Site Solver Portfolio from $20,000/year). Re-checked Oct 23, 2026: unchanged (Parking Solver $195/month billed monthly with Pro Forma +$170/mo among add-ons; Site Solver from $15,000/year billed annually; Site Solver Portfolio from $20,000/year).
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Vendor links
Sources

Facts last checked: Oct 23, 2026. Prices change; check the vendor page before relying on them.

Where the vendor descriptions differ

  • What each lists: TestFit covers parcel mapping or custom boundaries, road layout, turning radius and topography, 2D and 3D massing with site context, quantity takeoffs, a report builder and typologies for multi-family, single-family, industrial, retail, hotel, parking and data centers; generative design is on Site Solver only, Revit and SketchUp integration is on every plan, and an MCP Connection lets an AI assistant prompt site plans. Anori's platform page lists five stages: site selection (zoning, environmental and policy data), feasibility analysis, design translation against real-world data and policy thresholds, regulatory compliance (using AI to align a project with regulations from the start) and urban planning (modelling economic uplift for the community).
  • Who it is for: TestFit names developers, architects, contractors and civil engineers on the deal team, with contractors getting cost insight and quantity takeoffs and civil engineers checking cut and fill, grading and zoning impacts. Anori names developers, cities, architects, investors and underwriters, and stresses cities evaluating proposals with clearer visibility into feasibility and impact; it says the platform is built to connect existing tools, not replace them.
  • Availability (Oct 23, 2026): Parking Solver can be bought online and Site Solver is sold through a demo. Anori's site has no demo, product tour or pricing; it offers Sign Up for Updates and Want to partner?, lists three open roles in San Mateo, and links a July 27, 2026 blog post on computational design and a March 19, 2026 TechCrunch story on the spinout.
  • Pricing (checked Oct 23, 2026): TestFit Parking Solver is $195 a month billed monthly with unlimited users, with add-ons for Site Intelligence (+$150 a month), Pro Forma (+$170) and MCP Connection (+$100); Site Solver starts at $15,000 a year billed annually and Site Solver Portfolio at $20,000 a year. Anori publishes no prices (anori.com/pricing returns not found).
  • Vendor content not used: TestFit's user count, 2026 customer-survey ROI figures and customer quotes, and Anori's housing projection. TestFit's pages also carry See what AI is saying about us links that open ChatGPT, Claude and Perplexity with pre-written questions; we treated those as marketing and did not use them.

Paraphrased from the sources listed above. Vendor claims are reported as claims.

What users say

The facts above come from vendor websites. Whether either tool is any good for your work is something only people who use them can say. These are member reviews, all ratings shown, never edited or removed for being negative.

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Good or bad, an honest review from an estimator, PM or super helps the next team more than another vendor demo. You post under a handle; your email is never shown.

Questions to ask in your review

  • When Anori will be generally available, and what it will cost
  • Whether Anori's regulatory compliance stage would cover your jurisdiction's zoning code
  • How complete TestFit's parcel, zoning and environmental data layers are in your market (TestFit says some layers are not available in all countries)
  • What did you use it for, on what kind of work and project size?
  • How long did setup and training take, and who on your team did it?
  • What does it cost you in practice, compared with what the sales call said?

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