3 items across 2 sections
Design specification for AI search visibility tracking, citation opportunity mapping, entity coverage auditing, answerability scoring, retrieval optimization, and operational specificity scoring.
Testing whether structured entity density and explicit answer formatting on asquaresolutions.com key pages increases AI citation frequency. Baseline established, implementation in progress.
Testing whether structured semantic HTML (dl/dt/dd elements with explicit field labels) increases AI crawler fact extraction accuracy compared to prose failure descriptions. The QuickFix component was designed as an operational hypothesis — this lab documents the reasoning, the implementation, and the observable indicators.