Guide
How to prepare an AI-evaluation hiring brief
Turn an AI-evaluation need into a brief that internal reviewers and a recruiting partner can act on. Start with the work to be assessed and the evidence needed to judge it.
The worksheet
| Question | What to provide |
|---|---|
| What decision will this work support? | One sentence describing the decision or review outcome. |
| What is the task unit? | A response, conversation, pull request, document, image or workflow run—and what the evaluator decides. |
| What context matters? | Product surface, intended user, domain, language, version and constraints. |
| Who can judge it? | Required practical experience, language fluency and domain knowledge. Separate essentials from trainable preferences. |
| What will good look like? | A rubric with observable criteria, examples and a route for uncertainty. |
| How will acceptance work? | Pilot scope, reviewer, cadence, disagreement handling and the final decision-maker. |
Define the work before the role
“AI evaluator” can describe preference ranking, factuality review, code assessment, red-teaming, data-quality checks or a domain-specific rubric. Name the actual task. Specify the expected language, domain, product surface and schedule where known.
Bring a small evaluation package
- A task description that says what the evaluator should and should not decide.
- A rubric with observable criteria and examples of acceptable, borderline and unacceptable work.
- A calibration set with reference judgments and short rationales.
- A way to record uncertainty, abstentions or missing context.
- A named route for reviewing disagreement and recording rubric changes.
Start with a small pilot, compare reviewers on the same sample and record what changed. The NIST AI Risk Management Framework can be a useful voluntary reference for structured questions about context and evaluation; this guide does not imply NIST conformance.
Next step
Use this worksheet to create a one-page brief, then compare the AI Talent Ops service or contact QuikHire to discuss the work.
Discuss a hiring brief