Analytics

Persona-based prompt tracking

Running the same question as different buyers: intern vs CISO vs parent. Shortlists change.

Don’t invent cartoon personas. Steal real segments from sales.

Keep the rest of the prompt frozen so you can compare.

Examples

“I’m a school IT admin” vs “I’m a parent” for the same edtech product. Two different citation sets.

Prompt research finds the questions people actually type into AI assistants — the GEO version of keyword research.

Prompt tracking is running a fixed set of real customer questions through AI engines on a schedule and logging who got named.

Why the query exists: learn, find a site, compare, buy. Chat intent is the same with more backstory in one message.

How many personas? +

Two or three that spend money. Not twelve.

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