---
title: Schema Auditing: Routine Checkups for AI Visibility
slug: schema auditing
---

### Guide
### Why Schema Auditing Matters
Schema auditing ensures every piece of structured data remains accurate, linked, and valid for AI parsing.

### How to Audit
- Use automated validators monthly.
- Check for outdated or duplicate fields.
- Confirm sitemap links still resolve.

### Payoff
Regular schema auditing prevents ranking drops and ensures continuous inclusion in AI summaries.