Q&A Optimization
Q&A Optimization
AI Visibility
Headings that answer the question. This agent evaluates whether section headings match their content and lead with the answer.
Part of Markup AI’s AI-search optimization suite — GEO/AEO (generative / answer engine optimization) for visibility in ChatGPT, Perplexity, and Google AI Overviews.
What it catches
Mismatched headings, buried answers, and unclear phrasing in your section structure — with suggested heading rewrites that lead with the answer. Complements the Snippet Readiness (standalone sections) and the Key Takeaways (top-of-page summary).
Why it matters
Generative engines lift sections whose headings match their content and whose first lines answer the question. Answer-first structure is how your content gets quoted instead of skipped.