Summary
AI builders are shifting away from third-party evaluations, focusing instead on private, in-house systems that measure progress against business-specific outcomes and real-time user signals. This new approach integrates evaluation as a core product capability, creating a continuous learning loop to improve AI systems based on human expertise and user behavior.