How should evaluators score partially completed customer changes?
Scoring can separate required updates, prohibited effects and unresolved obligations so a successful profile edit does not hide a consequential error elsewhere.
A customer change can succeed in one place and fail elsewhere. An agent may update the primary record correctly while leaving an active dependency untouched or altering an unrelated record. A single completion label hides these differences.
Define the expected outcome as a set of obligations. Each obligation should identify the relevant record, the required condition and the evidence used to assess it. Separate required changes from prohibited effects and permitted unresolved states. A pending approval can be correct when the task explicitly requires another role's decision.
Report these dimensions separately before combining them into any aggregate score. Otherwise, several minor successes can obscure a serious unauthorised effect. The scoring design should state which failures prevent a task from counting as successful and why that rule matches the supplied business policy.
Evaluation teams can inspect generated answer keys against these obligations, then review a sample of agent traces to confirm that the checks reflect actual behaviour. This approach also supports diagnosis: it shows whether an agent misunderstood scope, omitted a dependency or claimed completion while an obligation remained open.
Use obligation-level scoring to make partial completion and harmful side effects visible.
- Audience:
- Evaluation teams
- Content type:
- Explanation
- Buyer question:
- How to evaluate it
Content release: r-a220eb6e099b243b
Related questions
- How can a scenario test whether an agent handles another worker's concurrent change?
- How can buyers check whether an agent understands changes rather than memorising wording?
- What should buyers inspect before trusting a generated change evaluation set?
- Which evaluation hooks expose retry and duplicate-processing failures?
- How should evaluation distinguish complete handling from a correct-looking final record?
- How can buyers evaluate correctness without requiring one exact action sequence?