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LLM Visibility Monitor & Optimizer

Built · pausedFor: Strata Communications · Strata GEO Module

Measures how often AI models mention your brand — and which sources they cite.

Open the GEO dashboard

Login required · development paused

GEO Module dashboard for Acme Robotics showing stat tiles for mention rate, average rank, total citations, and search terms analyzed across LLMs
/geoMonitor brand mention rate, ranking, and citation count across LLM answers
What it does

How it works.

Repeatedly queries ChatGPT, Perplexity, and Gemini with agency-supplied questions, computes a mention-rate % per term, maps which publications each model cites as sources, and compares the client's visibility and ranking against named competitors (Generative Engine Optimization).

  • 01Repeated multi-LLM querying (ChatGPT, Perplexity, Gemini) to measure client mention rate and ranking vs. competitors
  • 02Maps which sources/publications each model cites when discussing the client
  • 03Digestible presentation layer for large multi-model result volumes (in progress)
Screenshot walkthrough

How to use LLM Visibility Monitor & Optimizer.

GEO Module dashboard for Acme Robotics showing stat tiles for mention rate, average rank, total citations, and search terms analyzed across LLMs
/geoMonitor brand mention rate, ranking, and citation count across LLM answers
Current status & what's next

Where it stands.

Built · paused

Next phases

  • Digestible presentation of a huge data volume
  • Derive actionable recommendations
  • Resume after the PR module clears its accuracy gate
Stack

Built with.

FastAPIFirestoreNext.js 16FirebaseCloud Run
Let's build what's next

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Measures how often AI models mention your brand — and which sources they cite.

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