GEO (AI Optimization)
GEO is SEO for the AI era, making ChatGPT, Claude, and Perplexity discover and cite your docs accurately.
Why GEO matters
More and more developers reach your API through an AI assistant before they ever see your docs site. If those models can’t parse your content, they guess and hallucinate endpoints, parameters, and behavior. GEO flips that: you hand AI clean, structured, authoritative context, and become the source it quotes.
Get cited, not guessed
Feed models the real spec and prose so their answers about your API are accurate and attributed to you.
Fewer hallucinations
Structured, machine-readable docs dramatically reduce wrong or invented API details in AI answers.
What Theneo gives you out of the box
Every published Theneo project automatically exposes a full GEO toolkit, no extra work required.
llms.txt
A concise, machine-readable index of your documentation that points LLMs to every section.
llms-full.txt
The long-form companion: your entire documentation in one LLM-ready file, so a model can ingest the whole site in a single pass.
Per-section Markdown
Append .md to any page URL to get that section as clean Markdown, both the API request and its descriptions.
MCP server
Go beyond reading: let AI clients call your API directly through a generated Model Context Protocol server.
One-click AI / Markdown Export lets readers (and their AI tools) grab any page as clean Markdown on demand.
Every page is already Markdown
Every published section is automatically available as Markdown, just append .md to its URL. No setup, no export step:
https://app.theneo.io/theneo/quickstart/theneo-quickstart-guide/introduction.md
Each .md contains both the API request and its descriptions, so an AI assistant gets everything it needs to reason about an endpoint, and you can point any tool, crawler, or agent straight at these URLs.
Put it to work
1
Publish your docs
The full GEO toolkit (llms.txt, llms-full.txt, and per-section Markdown) is generated automatically for published projects.
2
Point AI tools at your files
Share your llms.txt with the LLMs and coding assistants your developers use, so they ingest accurate context about your API.
3
Expose an MCP server
Generate an MCP server so assistants can actively call your API, not just read about it.
4
Keep it fresh
Every republish refreshes your GEO files, so AI engines always reason about your latest content.
GEO and SEO work together. Pair this with SEO Management to win both human search engines and AI engines.
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