Scale records 616,915 monthly visits with +12.5% month-over-month growth and Contact for Pricing pricing. TestFit records 56,871 monthly visits with -14.9% growth and Paid, Contact for Pricing pricing.
The data, evaluations and systems behind AI that has to be right.
Automate site plans and test development deals in hours, not weeks
| Dimension / Metric | | |
|---|---|---|
| Official Domain | scale.com | testfit.io |
| Pricing Model | Contact for Pricing | Paid, Contact for Pricing |
| Monthly Visits | 616.92K (616,915) | 56.87K (56,871) |
| MoM Traffic Delta | +68.69K (+12.5%) | -9.93K (-14.9%) |
| Primary Market & Share | 🇺🇸 United States (44.2%) | 🇺🇸 United States (47%) |
| Direct Visits / mo | 191.41K | 30.29K |
| User Rating | 4.7 | 4.4 |
| Supported Platforms | Website | Website |
The data, evaluations and systems behind AI that has to be right.
Human-sourced and expert-annotated training data, including specialist contributors with advanced degrees, at the quality bar frontier labs require.
Public leaderboards plus private benchmarks that test model capability and safety for the most ambitious AI developers.
Platform and services teams that pick the right use case, build the system and take ownership of the outcome.
Agentic systems designed around measurable business outcomes across private equity portfolios, energy and healthcare operations.
Automate site plans and test development deals in hours, not weeks
Map any parcel or draw custom boundaries, then generate a buildable plan with road layout, turning radii and topography handled so you avoid redesign later.
Produce optimal surface and structured parking layouts, set custom stalls and drive aisles, and validate parking ratios without manual drafting.
Overlay parcel, environmental and zoning data, model 3D terrain with cut-and-fill analysis, and check power and utilities infrastructure before design assumptions harden.
Connect financial models directly to your design, with live pro forma figures and import of your own Excel templates, to see whether a deal pencils.
SpecialistStreamlines computer vision dataset annotation and model training, but is less suited for general LLM text tasks.
SpecialistStreamlines computer vision dataset annotation and model training, but is less suited for general LLM text tasks.
Focuses heavily on enterprise data labeling and training data curation, similar to Scale's core annotation business.
Focuses heavily on enterprise data labeling and training data curation, similar to Scale's core annotation business.
Free / Open-sourceAI property data, skip tracing and direct mail for real estate investors
Free / Open-sourceAI property data, skip tracing and direct mail for real estate investors
Provides enterprise multimodal annotation and data management tools, but with less emphasis on managed labeling workforces.
Provides enterprise multimodal annotation and data management tools, but with less emphasis on managed labeling workforces.
SpecialistTrack, evaluate, and ship AI models and agents in one connected environment.
SpecialistTrack, evaluate, and ship AI models and agents in one connected environment.
Free / Open-sourceAI interior design, floor plans and 3D models for every home project
Free / Open-sourceAI interior design, floor plans and 3D models for every home project
SpecialistFocuses on post-deployment LLM observability and evaluation rather than training data generation or annotation.
SpecialistFocuses on post-deployment LLM observability and evaluation rather than training data generation or annotation.
Specializes in data infrastructure and annotation specifically tailored for computer vision and physical AI workloads.
Specializes in data infrastructure and annotation specifically tailored for computer vision and physical AI workloads.
Free / Open-sourceRedesign any room from a photo with AI, then shop the exact furniture
Free / Open-sourceRedesign any room from a photo with AI, then shop the exact furniture
Free / Open-sourceOffers a flexible open-source alternative for custom data labeling and human-in-the-loop annotation pipelines.
Free / Open-sourceOffers a flexible open-source alternative for custom data labeling and human-in-the-loop annotation pipelines.
SpecialistBuild, simulate, evaluate and monitor self-improving AI agents
SpecialistBuild, simulate, evaluate and monitor self-improving AI agents
SpecialistProvides LLM evaluation and testing workflows, but lacks Scale's massive human-in-the-loop data labeling services.
SpecialistProvides LLM evaluation and testing workflows, but lacks Scale's massive human-in-the-loop data labeling services.
