AI Failure Index · Assessment

AI Media Generation failure assessment

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

Media Generation failure surface

  • 23failures on this surface
  • 0catastrophic
  • 13%under active regulatory exposure

  1. Brand & Safety Incident

    12 on this surface
    6 High 6 Medium

    Runtime control Prism reads the model's representation against brand and safety policy. OmniGuard blocks inline. AIDR provides the post-incident audit trail.

  2. Policy Violation

    8 on this surface
    2 High 4 Medium 2 Low

    Runtime control OmniGuard authors policy at the runtime layer and enforces it inline. Prism reads the model's intent against the policy boundary.

  3. Hallucination

    2 on this surface
    1 Medium 1 Low

    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.

  4. Tool Misuse

    1 on this surface
    1 Medium

    Runtime control AgentRealm inspects each function call against the agent's stated intent. OmniGuard can require human-in-the-loop for high-risk tools.

Where this surface bites hardest

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

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