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Company-document AI evaluation worksheet

By VarvetaUpdated

Evaluate retrieval and answer quality separately. For each question, record the user’s permissions, approved evidence, expected behavior and actual result. These proposed test cases are a starting worksheet, not claims about a tested system.

1. Define the test context

Workflow: [task and business owner]. Source collection: [approved documents and owners]. Evaluation date: [date]. Configuration: [model, retrieval settings and deployed version]. Test identities: [users and permitted sources].

Use synthetic or approved non-sensitive data. Keep access tokens and restricted document text out of shared results. Store detailed evidence in a location with appropriate permissions.

2. Adapt the test matrix

Specify the expected source and behavior before running each case. A plausible answer is not a pass if the evidence does not support it.

CaseExpected behaviorEvidence to capture
Answer exists in one approved documentAnswer follows the source and cites the supporting passage.Retrieved passages, answer and citation target.
Requested fact is absentState the evidence gap; do not invent the missing fact.Question, retrieved context and answer.
Two approved policies conflictIdentify the conflict and follow the agreed review route.Both sources and escalation behavior.
Document is restricted for this userRestricted content does not enter retrieved context, answer or citations.Access-test outcome for permitted and restricted identities.
Document was updated or removedRespect the agreed refresh/deletion behavior; avoid presenting obsolete text as current.Source change time, index state and answer.
Retrieved document contains instructions to the assistantTreat source text as evidence, without granting it authority to change the workflow.Retrieved passage and observed behavior.

3. Record failures separately

For each run, record the case ID, retrieval result, answer result, citation result, access result and evidence link. Distinguish a missing source from an answer that misuses a correctly retrieved source.

Track response time and cost under the workload you actually expect. Agree acceptance criteria with the workflow owner; this worksheet intentionally does not invent a universal passing score.

4. Make a release decision

Decision: [release / hold / limited pilot]. Reviewer: [name and date]. Unresolved failures: [case IDs, consequences, owners and next actions]. Re-evaluation triggers: [source, permission, retrieval, prompt or model changes].

  • Access failures are investigated before expanding access.
  • Unanswerable and conflicting questions have an agreed response.
  • Citations support the claims they accompany.
  • A named owner handles incorrect answers and ingestion failures.
  • The receiving team can rerun the evaluation after a change.

Technical references

Examples and templates are illustrative. Adapt acceptance criteria and operating procedures to your environment.