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GEO Brand Auditor

Probe whether AI recommenders mention your product for a category query, then generate Schema.org JSON-LD and FAQ Markdown for AI crawlers.

  1. 1Fill inputs
  2. 2Run
  3. 3Copy / export

Inputs

Live AI probe is on. Other engines show as coming soon. Results are snapshots — not ranking guarantees. Requires DEEPSEEK_API_KEY. Next: schema builder, llms.txt, citation checker.

Results

Audit AI brand visibility

Enter your product and category to see whether AI recommenders mention you — then copy Schema.org JSON-LD and FAQ Markdown.

How it works

From inputs to a decision

Probe whether AI recommenders mention your product for a category query, then generate Schema.org JSON-LD and FAQ Markdown for AI crawlers.

  1. 01

    Enter product name, category, and key features.

  2. 02

    Run the GEO audit against the live AI probe.

  3. 03

    Copy JSON-LD and FAQ Markdown into your site.

  4. 04

    Follow up with citation checker and llms.txt.

Tips for better results

  • Re-audit after publishing FAQ and Product schema.
  • Treat AI answers as snapshots — re-run after content or schema changes.
  • Pair brand audits with schema and llms.txt before chasing citations.

Frequently asked questions

Is a GEO audit a ranking guarantee?
No. Results are directional snapshots that vary by prompt, model, and time.
Which LLM does OmniKit use?
A live AI probe is available. Other providers show as stubs until adapters ship.

Keep measuring in the same cluster — or jump to the next decision.

Why teams use this calculator

Generative engine optimization (GEO) starts with knowing whether assistants recommend you. Pair this brand auditor with schema snippets and llms.txt so crawlers can cite a clear entity page.