How can buyers test whether agents actually use the evidence?
Paired cases with a controlled evidence change reveal whether an agent's conclusion responds to the relevant facts rather than familiar wording.
A strong evaluation checks whether the agent's decision changes when the evidential basis changes. One way to do this is to construct paired cases that share most of their content but differ in a fact that should alter the outcome.
In a procurement review, both cases can contain the same purchase request and approval language. In one case, the approval covers the requested category. In the other, the approval explicitly excludes that category. The expected difference is the coverage assessment, not the number of records retrieved or the fluency of the final explanation.
Also include changes that should not affect the conclusion. Reordering attachments or changing an unrelated internal reference should not turn supported evidence into an exception. Together, consequential and inconsequential variations test whether the agent responds to the right features.
For a generated release, buyers can ask for the variation rule and the expected decision difference in evaluator-only metadata. Inspect whether the changed fact is actually discoverable through the agent's tools. If the distinction exists only in hidden labels, the pair measures guessing. Useful pairs connect accessible evidence to an explicit, reviewable difference in the permitted conclusion.
Use controlled case variations to distinguish evidence reasoning from pattern matching.
- Audience:
- Environment builders
- Content type:
- Explanation
- Buyer question:
- How to evaluate it
Content release: r-a220eb6e099b243b
Related questions
- Which evaluation hooks reveal how an agent assembled its evidence?
- How can an evidence task test resistance to instructions inside retrieved records?
- Which quality checks reveal shortcuts that could undermine an evidence dataset?
- Must an agent's assessment match one reference answer exactly?
- How do you evaluate whether an agent selected the right cases for review?
- What quality checks should precede an agent evaluation?