Who it is forA content or SEO lead who wants their product pages to be quoted by AI answer engines and needs to know what to change.
The problemPages written for search rankings are not always easy for AI answer engines to quote accurately.
The outcomeA GEO report on the page's AI-search citability with specific changes to make.
What you need first
- 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
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.
Prompt for your agent
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.
Caveat. The README describes citability as an assessment, so it does not promise that any AI engine will cite the page after edits.
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