Snippet Readiness | Markup AI

AI Visibility

Write sections that survive being quoted. This agent evaluates whether sections can stand alone when pulled out of context.

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

Passages that fail as standalone snippets — unresolved references, missing context, weak evidence — so writers can rewrite them to survive search-engine extraction. Complements Q&A Optimization, which covers headings and answer-first phrasing.

Why it matters

AI search doesn’t quote your page; it quotes a paragraph. Sections that stand alone out of context are the ones that get cited.

Markup AI for 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

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

Run it via the API

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