AI agent failure detection

Find where an AI agent run went wrong.

Pisama analyzes AI-agent execution traces to detect failure patterns and identify the agent and step involved.

Evidence boundaryTrace evidence can locate likely failures. It does not prove every real-world outcome. Verification outside the trace depends on access to reliable system APIs.

From an agent trace to a focused failure finding.

  1. 01

    Ingest the trace

    Accept execution evidence from an AI agent run.

  2. 02

    Detect failure patterns

    Run measured detectors against the trace.

  3. 03

    Locate the failure

    Point to the agent and step associated with the finding.

48 measured detectors, shown by readiness.

0 currently meet the production gate. The other 48 remain visible because their readiness matters.

Calibration snapshot: August 21, 2026

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Production

These detectors meet the current production release gate.

0

    Beta

    These detectors are calibrated, but not yet production-gated.

    30
    • analytical_semantics
    • chunk_attribution
    • chunk_relevance
    • context
    • context_precision
    • convergence
    • delegation
    • grounding
    • hallucination
    • impersonation_risk
    • injection
    • multi_agent_contagion
    • openclaw_sandbox_escape
    • openclaw_session_loop
    • openclaw_spawn_chain
    • openclaw_tool_abuse
    • output_validation
    • over_refusal
    • rag_poisoning
    • reward_hacking
    • role_usurpation
    • role_usurpation_canonical
    • role_usurpation_exec
    • routing
    • scope_escalation
    • silent_cascade
    • specification
    • specification_compliance
    • synthesis_failure
    • under_refusal

    Experimental

    These detectors are exploratory and may change.

    8
    • communication
    • corruption
    • jailbreak_compliance
    • loop
    • n8n_error
    • openclaw_elevated_risk
    • persona_drift
    • redundant_delegation_conflict

    Below release gate

    These detectors currently fail the release gate.

    10
    • completion
    • coordination
    • decomposition
    • derailment
    • n8n_complexity
    • n8n_cycle
    • n8n_resource
    • n8n_schema
    • n8n_timeout
    • withholding