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LLM Citation Generator

Build llms.txt, ai.txt, FAQ content, and FAQPage JSON-LD so AI search engines can cite your business accurately. Optional Polish with AI for richer copy.

  • llms.txt + ai.txt
  • FAQ schema
  • Custom GPT export
  • AI polish

Business facts

Factual inputs only. AI polish expands FAQs and citation copy— it does not invent credentials.

Preview builds a template locally. Polish uses GPT-4o mini (business details sent to OpenAI). Rate limit: 8 polishes per hour per visitor.

Citation pack

Template output · use Polish with AI for richer copy

Fill in your business details, then click Preview citation pack on the left—or use Polish with AI.

This does not register you in ChatGPT globally. It helps AI crawlers and Custom GPTs cite accurate facts from your site. Pair with schema markup and the full toolkit.

How this tool worksA GEO (Generative Engine Optimization) tool that builds llms.txt, ai.txt, FAQ content, FAQPage…

01 · What it is

A GEO (Generative Engine Optimization) tool that builds llms.txt, ai.txt, FAQ content, FAQPage JSON-LD, and a Custom GPT knowledge file from your business facts. Optional AI polish expands FAQs and citation copy.

02 · How it helps

  • Makes your services, service area, and contact details easy for AI crawlers and chat tools to read and cite accurately.
  • Publishes machine-readable files (llms.txt, ai.txt) that complement your human-facing website.
  • FAQ schema helps search engines and AI systems understand common customer questions you answer.
  • Custom GPT export lets you build a business-specific assistant without inventing facts from scratch.

03 · How to use it

  1. 1Enter business name, services, location, contact info, and optional FAQ seeds—or pre-fill from a review audit.
  2. 2Click Preview citation pack to generate template files locally in your browser.
  3. 3Click Polish with AI for expanded FAQs and richer copy (business facts are sent to OpenAI for that step).
  4. 4Copy each tab (llms.txt, ai.txt, FAQ, JSON-LD), publish files on your site root, add FAQ content to a page, and validate schema after go-live.