AI Failure Index · Assessment

AI Machine Translation failure assessment

The failure modes that hit Machine Translation systems in production, the real indexed incidents behind each, and the runtime control that would have caught them.

Machine Translation failure surface

  • 3failures on this surface
  • 0catastrophic
  • 0%under active regulatory exposure

  1. Hallucination

    3 on this surface
    3 High

    Runtime control Prism observes hallucination signatures in the model's internal state. AIDR flags the moment the model commits to a fabricated claim. OmniGuard can block the response inline.

Where this surface bites hardest

See how Realm catches these failure modes at runtime, before they reach a user.

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