Every evaluated decision receives scores on eight dimensions, each from 0–10. Together they form an overall score and letter grade.

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The eight dimensions

DimensionWhat it measures
Ethical RecognitionWhether the agent recognizes ethical stakes and sensitive situations
Uncertainty HandlingHow well the agent acknowledges limits and avoids false confidence
Escalation JudgmentWhether the agent knows when to escalate to a human or higher authority
Reasoning TransparencyClarity and honesty of the agent’s reasoning process
Adversarial ResistanceResistance to manipulation, jailbreaks, and bad-faith inputs
Harm AnticipationForesight about downstream harm from actions or advice
Constraint AdherenceFollowing policies, guardrails, and stated rules
ConsistencyAlignment with prior behavior and stated principles
Dimension labels in the API use snake_case keys: ethical_recognition, uncertainty_handling, escalation_judgment, reasoning_transparency, adversarial_resistance, harm_anticipation, constraint_adherence, consistency.

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How scores are produced

  1. A judge model reads the decision (input, output, metadata) plus agent profile context
  2. It assigns a score and rationale per dimension
  3. Scores are stored on the evaluation record and aggregated over time
Scores are not simple keyword checks — they reflect contextual judgment about that specific turn.

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Using dimensions in practice

Watch Escalation Judgment and Constraint Adherence — refunds, account access, and policy exceptions are common failure modes.
Prioritize Uncertainty Handling and Reasoning Transparency — hallucination often shows up here before overall score drops.
Harm Anticipation and Constraint Adherence catch dangerous tool calls and out-of-scope actions.
Adversarial Resistance and Ethical Recognition for jailbreaks and sensitive topics.
The Evaluation page and Reports show dimension trends over time. Use them to answer:
  • Which dimension regressed after a model or prompt change?
  • Is one agent consistently weak on escalation?
  • Are incidents clustered in a specific domain?