Prompt quality assurance

Test prompts systematically before and after deployment.

• correctness
• consistency
• safety
• formatting
• regression
• edge cases

Prompt Version
      ↓
Test Dataset
      ↓
Invocation
      ↓
Output Validation
      ↓
Metrics
      ↓
Pass / Fail

• AWS Lambda
• AWS Step Functions
• Amazon CloudWatch
• Amazon Bedrock

When prompt version B replaces A:

Test Dataset
   ↓
Prompt A
   ↓
Prompt B
   ↓
Compare

A prompt that works for one example is not necessarily production-ready.

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