Independent benchmarks
Structured evaluations of AI products and models on real professional workflows. Published independently.
Independent AI Evaluation
We benchmark AI products and frontier models on real-world professional tasks, and publish what we find. Independent. No vendor involvement in results.
Structured findings, and the common standard the market currently lacks.
View our latest model benchmarksThe problem
Enterprise AI products make capability claims. Accuracy. Reliability. Performance that exceeds a frontier model on domain-specific tasks.
Buyers cannot verify them. Generic benchmarks measure academic reasoning. They say nothing about whether an AI product performs on real professional workflows.
The gap between what exists and what the market needs is the problem we exist to solve.
Published findings across model benchmarks and vendor profiles. Updated as evaluations run.
Tests AI accuracy on questions drawn from real SEC filings. Covers numerical reasoning and document comprehension across income statements, balance sheets, and footnotes.
Tests AI performance on question-answer pairs from 10-K annual reports. Evaluates whether models can accurately locate and interpret financial disclosures.
What we do
Structured evaluations of AI products and models on real professional workflows. Published independently.
Every evaluation produces a capability finding. What the product does well, where it fails, and how the vendor's claims hold up.
The evaluation framework is public. Methodology, scoring criteria, and task design are documented openly. Any party can verify our results with access to the same inputs.