AI Failure Index · Assessment

AI Chatbot failure assessment

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

Chatbot failure surface

  • 198failures on this surface
  • 13catastrophic
  • 40%under active regulatory exposure

  1. Hallucination

    101 on this surface
    5 Catastrophic 43 High 49 Medium 4 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.

  2. Brand & Safety Incident

    35 on this surface
    4 Catastrophic 17 High 11 Medium 3 Low

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

  3. Policy Violation

    19 on this surface
    2 Catastrophic 10 High 6 Medium 1 Low

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

  4. Data Leakage

    13 on this surface
    1 Catastrophic 10 High 2 Medium

    Runtime control OmniGuard redacts inline. Prism observes the model's representations to flag identity-bound content before it reaches a response. AIDR provides the audit trail.

  5. Prompt Injection

    12 on this surface
    5 High 5 Medium 2 Low

    Runtime control OmniGuard intercepts injection patterns at the prompt and tool-call layer. Prism flags concept activations that indicate the model is being redirected.

  6. Tool Misuse

    12 on this surface
    4 High 6 Medium 2 Low

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

  7. Agentic Action Error

    5 on this surface
    3 High 1 Medium 1 Low

    Runtime control AgentRealm is purpose-built for this. The agent-runtime layer above Prism and OmniGuard inspects each tool call against intent and scope, and intervenes before the action commits.

  8. Identity & Access Drift

    1 on this surface
    1 Catastrophic

    Runtime control OmniGuard enforces identity-bound scope at every tool call. AgentRealm reconciles agent action with the assigned principal in real time.

Where this surface bites hardest

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

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