The agent evaluation gap: Enterprise AI organizations face a reality-alignment problem, not a coverage problem — and most are shipping to production anyway

Jul 16, 2026

A VentureBeat Pulse Research survey of 157 enterprises finds that 50% have shipped an agent that passed internal evaluations but failed in production, and only 5% fully trust automated evaluation. The main cited weakness is poor alignment with real-world outcomes. Despite this, 66% already allow or are planning to allow fully automated deployment without human oversight within a year.

Why it matters: This highlights a significant gap between the autonomy granted to AI agents and the reliability of the evaluations intended to ensure their safety, increasing the risk of production failures.

Full story at: VentureBeat / AI ↗