Vals AI的独立计分员赌注：a16z领投4000万美元A轮，估值4亿美元

做的是什么生意

Vals AI builds private benchmark suites in which domain experts grade frontier AI models on real legal, financial, healthcare, and coding tasks, selling model evaluation as a service to labs and enterprises.

启动资金：$5M seed from 8VC, Bloomberg Beta, and Pear VC.

起因

Rayan Krishnan and Langston Nashold studied computer science together at Stanford and worked at Palantir, Microsoft, NVIDIA, Meta, and Hudson River Trading before founding Vals in 2024 in San Francisco. They saw frontier labs ace public benchmarks while models still failed at the messy, multi-step work they were actually deployed to do.

经过

Vals paired domain experts across law, finance, healthcare, and coding with automated grading systems, and its evaluations were cited in model cards from OpenAI, Anthropic, Google, Meta, and xAI. In May 2026 it retired a corporate-finance benchmark called CorpFin in favor of a new Excel-modeling test once the old one stopped separating strong from weak models. In August 2026, a16z led a $40M Series A at a $400M valuation with 8VC, Pear VC, and Bloomberg Beta returning; alongside the round Vals launched Vals Smith (coding benchmarks built from a customer's own GitHub repositories), frontier-risk benchmarks covering cybersecurity, mental health, and AI safety, and Vals Index 2.0.

结果

Scaling: revenue rose eightfold in 2025 and the new capital funds wider benchmark infrastructure; the outcome is still unfolding.

可借鉴之处

当卖家控制记分牌时，独立裁判就成了产品：一旦基准泄漏和饱和，私密的、专业评分的测试就会胜过公开排行榜。