{
 "schema_version": 1,
 "generated": "2026-10-20",
 "id": "yuzzyuk-marketing-os--check-ai-search-citability-of-a-page",
 "repo": "Yuzzyuk/marketing-os",
 "repo_url": "https://github.com/Yuzzyuk/marketing-os",
 "repo_slug": "yuzzyuk-marketing-os",
 "title": "Check how citable a page is for AI search",
 "page_title": "How to check how citable a page is for AI search with Marketing OS",
 "summary": "Assess a page for AI-search citability across ChatGPT, Perplexity and AI Overviews.",
 "who": "A content or SEO lead who wants their product pages to be quoted by AI answer engines and needs to know what to change.",
 "problem": "Pages written for search rankings are not always easy for AI answer engines to quote accurately.",
 "outcome": "A GEO report on the page's AI-search citability with specific changes to make.",
 "steps": [
  "Install the skill in Claude Code with `/plugin marketplace add Yuzzyuk/marketing-os`, then run `/plugin install marketing-os@marketing-os`.",
  "Ask the agent to run the geo module on the page at <target URL>.",
  "Read the citability assessment for ChatGPT, Perplexity and AI Overviews.",
  "Apply the suggested edits to the page text.",
  "Re-run the module after the edits to compare the two reports."
 ],
 "agent_prompt": "Using the marketing-os skill in the Yuzzyuk/marketing-os repo, run the geo module on <target URL> and return a citability assessment with specific edits. Verify that the report separates what was determined from what could not be determined.",
 "agents": [
  "claude-code",
  "codex",
  "cursor"
 ],
 "difficulty": "Intermediate",
 "time": "PT15M",
 "basis": "readme",
 "caveat": "The README describes citability as an assessment, so it does not promise that any AI engine will cite the page after edits.",
 "category": "Sales and marketing",
 "tags": [
  "Sales and marketing"
 ],
 "lang": "",
 "requirements": [
  "An agent that supports skills: Claude Code, Claude web or desktop with code execution enabled, Codex, or Cursor",
  "A filled-in brand-context.md file in your project root or .claude/ folder",
  "For ad asset generation only: a connected ad-generation MCP such as Arcads"
 ],
 "risk": "none",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": false,
 "score": 0.6,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/yuzzyuk-marketing-os/check-ai-search-citability-of-a-page/",
 "md": "https://dedupedai.com/use-cases/yuzzyuk-marketing-os/check-ai-search-citability-of-a-page/index.md",
 "disclaimer": "Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked \"Seen in the wild\", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email hello@dedupedai.com and we will look at it promptly.",
 "api": "https://dedupedai.com/api/v1/usecases/yuzzyuk-marketing-os--check-ai-search-citability-of-a-page.json",
 "api_version": "v1"
}