Operations Guide
AI Prompt Evaluation Test Plan Guide for Quality Teams
Prompt quality gates fail when test coverage is incomplete. This guide defines a prompt evaluation workflow with pass/fail criteria.
Implementation Steps
- Define prompt test scenarios: edge cases, adversarial inputs, and expected outputs.
- Set quality gates: accuracy threshold, latency limit, and safety compliance.
- Assign test owner for each scenario with review cadence and escalation path.
- Track pass rate and update test plan when production issues emerge.
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- Provider and model split recommendations
- Budget guardrail design by traffic stage
- KPI plan for spend, quality, and conversion