Why AI Agents Fail on Documents — And How to Build a Reliable Extraction Layer in 2026
AI agents are the breakout story of 2026, but 30–50% of enterprise agent failures trace back to one quiet weakness: unreliable document understanding. Here's the architecture that's working — schema-first batch extraction as a dedicated layer beneath your agent — and how to wire it up in under an hour.