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What is the remediation layer?

Monitoring platforms report whether AI engines cite a brand and how that visibility trends over time. They do not change the page that produced the outcome. The remediation layer is the structural work that makes a page citable: answer placement, heading structure, content extractability, and schema validation. AEO PRO Lab is the remediation layer. It analyzes a live page for these signals and packages the fixes into a client-safe report.