APEP Professional Resource · Prompt Engineering
AI Prompt Quality Assurance Protocol
A repeatable test-and-improve protocol for prompts used in professional workflows.
Prompt specification
Task: ____________________
Context/source material: ____________________
Constraints: ____________________
Required output: ____________________
Test set
Prepare normal, edge-case and failure-sensitive examples. Record the prompt version and model/tool used for every test.
Acceptance criteria
- Task completion
- Factual accuracy / source adherence
- Instruction compliance
- Format consistency
- Safety and privacy
- Human-review requirements
Release decision
Pass threshold: ____________________
Observed failure modes: ____________________
Revision required: Yes / No
Approved version: ____________________
Owner: ____________________