Unity Sentis vs TestFit

A detailed comparison to help you choose between Unity Sentis and TestFit.

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Verdict: TestFit wins

TestFit scores 4.0/5, edging out Unity Sentis at 3.8/5. Real estate developers, architects, and contractors screening multifamily, industrial, or parking-heavy deals at volume who need feasibility answers with a pro forma attached.

Unity Sentis

Unity Sentis

Run neural networks directly in Unity games without external servers

TestFit

TestFit

AI building feasibility and site planning

Rating3.8 (1 review)4.0 (1 review)
Pricing Modelfreepaid
Starting PriceFreeFrom $300/mo
Best ForUnity studios that already have trained ONNX models and want them running on player devices with no per-inference bill and no server dependency.Real estate developers, architects, and contractors screening multifamily, industrial, or parking-heavy deals at volume who need feasibility answers with a pro forma attached.
Free Tier
API Access
Team Features
Open Source
Tags
free tieropen source
team features
Visit Unity Sentis →Visit TestFit →

Unity Sentis

Pros

  • + Zero inference cost: the product page promises free, unlimited on-device inference with no cloud infrastructure, which I confirmed is the pricing story in the docs
  • + ONNX import from any training framework meant I could move a PyTorch-exported model into a Unity scene without a conversion toolchain
  • + Runs on the full spread of Unity-supported targets — mobile, PC, consoles — from one model asset
  • + Both CPU and GPU compute backends with split-over-frames scheduling, so you can trade throughput against frame budget per device
  • + Official sample projects (digit recognition, depth estimation) on GitHub get you to a running inference in minutes

Cons

  • - First inference stutters without an explicit warm-up pass — I hit this in a clean Unity 6 project and Meta's docs confirm the same sharp edge
  • - Inference only: no training, no dataset tooling, so teams need an external ML pipeline
  • - The Sentis-to-Inference Engine rename and the com.unity.sentis vs com.unity.ai.inference split already confused package resolution in my test project
  • - No published per-model benchmarks; performance on any given target device is your problem to measure
  • - ML-Agents compatibility with Inference Engine is promised but not delivered yet
View full Unity Sentisreview →

TestFit

Pros

  • + Live re-ranking of schemes against yield, FAR, and unit count turned a change I made to the unit mix into a re-scored shortlist within seconds
  • + Generative design produces thousands of ranked scheme variations in seconds, so discarding bad options costs almost nothing
  • + Pro Forma stays bound to the geometry — layout edits move return on cost without a separate spreadsheet pass
  • + Parking Solver at $175/month billed annually includes unlimited users, which is unusual at this price point
  • + Export paths to AutoCAD (DXF), SketchUp (SKP), Revit, glTF, CSV, and PDF make the handoff to design teams straightforward

Cons

  • - Generative design sits behind Site Solver at $10,000+/year, so small practices are effectively priced out
  • - Output is feasibility-grade: unit plans show zones and approximate dimensions, not designed rooms
  • - Manual override mode is clunky when you need exact placements — the same complaint shows up in G2 and Capterra reviews
  • - US-centric zoning and code framing; data layers like parcels and flood zones may be missing outside the US
  • - Independent reviewers report struggles on small irregular urban lots and occasional glitches or crashes
View full TestFitreview →

Frequently Asked Questions

Which is better, Unity Sentis or TestFit?▼
TestFit scores higher at 4.0/5 vs 3.8/5 for Unity Sentis, making it the better-rated option in our comparison.
What is the difference between Unity Sentis and TestFit?▼
Unity Sentis: Unity's AI tools sit inside the editor, generating assets, answering engine questions and running neural networks in a game at runtime. TestFit: TestFit generates and compares building site layouts against constraints and financial targets, for real estate feasibility studies.
Is Unity Sentis or TestFit more affordable?▼
Unity Sentis starts at €0/mo, TestFit starts at €300/mo. Check the comparison table above for current pricing.

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