AI Evaluation Startups Build a Trust Layer Around Commercial Models

Vals AI raised a $40M Series A led by Andreessen Horowitz to develop confidential, domain-specific professional-task benchmarks, reporting rapid revenue growth and federal-agency engagement. The category is gaining importance as AI buyers and investors demand real-work validation, but confidential testing creates unresolved questions about evaluator independence, reproducibility, benchmark methodology, and customer concentration.