Kapa introduced Company Knowledge Bench, a dataset of 1,000 real-world evaluation cases to measure retrieval performance for agents accessing company knowledge like documentation and chat messages. The benchmark reveals that optimized agentic retrieval (Kapa Deep) achieves 0.65 accuracy in five seconds, outperforming frontier models using basic grep matching at 0.61 but taking five times longer.