Cover image

Trust Me, I’m Benchmarked: Why Enterprise AI Needs Two Audits

Enterprise AI has developed two favorite comfort blankets: the model’s confident explanation and the benchmark score. The first says, “Relax, I reasoned through this.” The second says, “Relax, I scored well on a public test.” Both are useful. Neither is a warranty. And when business teams treat either as proof of reliability, the result is not governance. It is theatre with better typography. ...

June 10, 2026 · 14 min · Zelina