Rebuilding an AI Agent the Right Way: Measurement, Not Guesswork | mabl

We refactored mabl’s test creation agent after nine months in production. But we didn’t rebuild on gut feel. We analyzed 2,404 real customer sessions with an AI-powered review agent to measure exactly what was breaking and what to fix. Here’s what production data at scale teaches you about building agents that actually work.