Why serious AI builders are skipping third-party evals

AI development teams are moving away from third-party benchmarks and instead building private evaluation systems that use real-time organizational data and workflows to measure AI performance based on user engagement and business value. This shift focuses on continuous feedback loops that integrate human expertise to improve AI systems and build unique institutional knowledge.