GEO Visibility Optimizer (LM generated)

GEO Visibility Optimizer turns a website or a piece of content into something AI answer engines actually cite. It is built on measured citation data — not GEO folklore, and a lot of GEO folklore is wrong.

What you get:
• Scored citability audit across six dimensions — retrievability, answer-shape, evidence density, structure, authority, and freshness.
• Before/after content rewrites using the proven levers: answer-first blocks, quotable statistics with sources, question-shaped headings, real FAQ blocks.
• Copy-ready Schema.org / JSON-LD markup (Article/BlogPosting, FAQPage, HowTo, Organization, Person, Product) — only for content that's actually on the page.
• A correct AI-crawler robots.txt configuration (OAI-SearchBot, GPTBot, PerplexityBot, ClaudeBot, Googlebot, Bingbot and more), with three postures to choose from and the common CDN/plugin traps flagged.
• An honest llms.txt recommendation: yes for developer docs and coding agents, a clearly-labeled no-op for everyone else.
• A measurement plan to track citation share across ChatGPT, Perplexity, Gemini and Claude.

Platforms covered: ChatGPT (incl. Search), Google AI Overviews / Gemini, Perplexity, Claude, and Microsoft Copilot.

Deliberately honest: it never promises rankings or citation guarantees, labels every tactic as evidence-backed vs. cargo-cult, refuses snake-oil tactics (astroturfing, fake reviews, invented schema), and appends a disclaimer to every report. GEO is additive to solid SEO, not a replacement.