Representative AI test set
What is a representative AI test set for a small business?
A representative AI test set is a reusable group of approved normal, difficult, incomplete, ambiguous, prohibited, and stop-or-escalate examples that candidates face under the same instructions, configuration, reviewer rubric, and decision conditions.
What the team should be able to see
- Define accepted behavior, reviewer, consequence of error, and recovery before seeing results.
- Record refusals, unsupported claims, review effort, and consequential failures, not only successful outputs.
- Retest after material changes to models, prompts, connectors, information, permissions, or workflow.
What this definition cannot establish
- A small internal test is not a public benchmark, independent product test, or certification.
- Average scores can hide rare failures, unequal consequences, and the human effort required to catch errors.