Personal-brand GEO — measure whether ChatGPT actually knows who you are.

The unique challenge

• Everyone talks about GEO / AEO but nobody actually shows their receipts.
• Wanted a live monitor of which brands and people ChatGPT, Perplexity, Gemini, and Claude cite for a given query.
• And I wanted the data to be usable by non-technical marketers, not just SEO nerds.

The approach

• Nightly job hits multiple LLMs with the same tracked prompt set.
• Parses citations out of the responses and normalizes them into a share-of-voice table.
• Dashboard is single-metric-per-card — read it in ten seconds, screenshot it, done.

The outcome

• Live at imcited.com — a working AI-citation telemetry tool without an enterprise contract.
• Cited in industry discussions of what "share of voice" now means in the LLM era.

The stack

Highlighted = the pieces beyond the standard Lovable stack.

Prompts used

The actual seed prompts.

Copy them. Adapt them. Ship faster.

For the tracked person P, run this fixed set of 12 queries against the model. For each response, extract: mentions of P (yes/no), other people mentioned alongside P, any URLs cited. Return strict JSON.

Given the last 7 days of panel results for person P, summarize in 3 bullets: (1) share of queries where P was mentioned, (2) most common co-mentioned people, (3) net direction (up/flat/down) vs the previous 7 days.