
Troubleshooting
Structured Data Mistakes That Reduce AI Visibility (and the Fixes That Actually Move the Needle)
Schema can validate yet still confuse AI systems. Learn the few structured data mistakes that fragment entity identity and URLs—and a step-by-step fix order to clean signals fast.
Mika Sandgrove | | 4 min read











