> For clean Markdown of any page, append .md to the page URL.
> For a complete documentation index, see https://docs.markup.ai/llms.txt.
> For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.markup.ai/_mcp/server.

# Q&A Optimization

> Headings that answer the question.

**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](/agents/snippet-readiness) (standalone sections) and the [Key Takeaways](/agents/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.

#### [Markup AI for Google Docs](/apps/google-docs)

The fastest way to use this agent: catch and fix issues right inside Google Docs, with the Markup AI Chrome Extension.

#### [Use it in your AI assistant](/mcp)

Available on Markup AI's hosted MCP server as `answer_authority` — or ask for a review and let Markup AI select it.

#### [Run it via the API](/developer/agents/answer-authority)

Resolve the agent by name and run it with one call — full examples in the Agent Reference.