IT-led Copilot rollouts in manufacturing quality follow a predictable failure pattern: inconsistent outputs, missed AIAG standards, eroding trust. Learn why general-purpose AI fails in quality workflows — and what purpose-built execution AI does differently.
Variability, sycophancy, blind trust, and IT-led rollouts — four documented failure modes of general AI in manufacturing quality. Ford rehired 350 engineers after its AI quality systems underdelivered. Here's what actually works instead.