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GEO AutomationComingBi-weekly

AI Citation Tracker

Track how often ChatGPT, Perplexity, and Claude cite your brand for the queries that matter.

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Why we built it

Clients ask whether ChatGPT recommends them, and most teams answer with a couple of manual spot checks that prove nothing two weeks later. GEO work needs the same thing rank tracking gave classic SEO: a repeatable measurement you can put a trend line through. This runs the same prompt set against the major models on a fixed schedule, so the answer is a chart you can show a client.

How it runs

  1. 01

    Run the prompt library

    Each brand gets a versioned prompt library built from the questions its buyers actually ask. Every two weeks the full set runs against ChatGPT, Claude, and Perplexity through their APIs.

  2. 02

    Score every answer

    Three scores per response: presence, whether the brand is named at all; comparison-win rate, how often the brand makes the cut when the model weighs options; and representation accuracy, whether what the model says about the brand is correct.

  3. 03

    Track movement between runs

    Scored runs land in Notion and a Google Sheet, diffed against the previous run. New citations, lost mentions, and accuracy drift show up as line items, so GEO changes can be tied to measured movement.

Want this running on your stack?

We build, calibrate, and hand over each system to your team. Workflows export as JSON. Dashboards live in your accounts. No lock-in.

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