What should we ask for in a first sample or pilot?
An eight-item list of what a first sample should contain, from a full requirement set to paired cases, derivation notes, schemas and success criteria written in advance.
Use this list when asking for a first sample or pilot, so that the review focuses on decisions rather than volume.
- One case type with its full requirement set, readable by your policy owners - Cases for each decision: proceed, request and escalate - Paired cases that differ by a single threshold or one document defect - A gold file with derivation notes showing how each label follows from policy - At least one multi-turn case in which the reply only partly answers the request - Schema, manifest and tool definitions that match your harness - A written statement of how grounding and disclosure risk were handled in generation - Your agreed success criteria and baselines, written before the sample arrives
The last item is the one teams most often skip. If you decide what a good result looks like only after seeing the data, it is easy to read the sample favourably. Write down the baselines you will run, the label agreement you expect from your reviewer and the defects you expect to see, then compare. Quantity, delivery and licence terms are settled in discussion with MirrorFirm once you know what the sample showed.
A sample built around decisions and derivation notes, not volume, lets reviewers judge fit quickly and decide what to change.
- Audience:
- Evaluation teams
- Content type:
- Checklist
- Buyer question:
- Scope and getting started
Content release: r-a220eb6e099b243b
Related questions
- How do environment reset, seeds and versioning work for a sufficiency environment?
- What licence terms and limits should I expect for a sufficiency release?
- How should I scope a sufficiency dataset, task pack or environment?
- What does a useful first pilot look like for a team building a utility onboarding agent?
- What should I ask for in a sufficiency sample or pilot?
- What should a first handoff package contain and how do we integrate it?