MVP GEO Optimizer

Generative Engine Optimization (GEO) ensures your MVP's pages are accurately summarized and surfaced by AI-powered search engines: Perplexity, ChatGPT Search, Gemini, Bing Copilot, and others. Unlike traditional SEO (optimizing for crawlers), GEO optimizes for LLM comprehension: how well a language model can extract, summarize, and confidently cite your product.

Your Job When This Skill Triggers

When writing or reviewing any product/landing page content, you must:

1. Embed GEO structures inline as you write, not as a post-hoc audit
2. Generate the JSON-LD schema block appropriate for the product type
3. Output a GEO Scorecard at the end (see format below)
4. Flag any GEO anti-patterns found in existing content