# Structured AI Output for Business Workflows: Validate Shape and Facts

Authored ToolFlowKit practice material. These records are teaching examples, not customer data, current vendor offers, or measured software results.

## What should the reviewer do with valid JSON?

Keep the existing JSON schema and filled object beside this review record. Syntax and field types answer a different question from whether a value matches the source. A deterministic validator can catch malformed output; a reviewer still needs the original quote for currency and shipping conditions.

| Check | Filled example | Decision |
| --- | --- | --- |
| Shape | Required currency field exists | Schema check can pass |
| Evidence | Source says EUR; output says USD | Reject factual value even if schema passes |
| Missing term | shipping_scope: null; question retained | Ask supplier; do not replace null with free shipping |

Guide: https://toolflowkit.com/guides/structured-ai-output

License: CC0 1.0.