# The Benchmark Your AI Vendor Did Not Run - Date: 2026-04-22 - Category: Agentics Multi-agent AI systems can look fully functional in demos while their internal coordination silently fails under new conditions. New research documents the failure mode and the evaluation gap enterprise buyers are not closing. ---