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Prompts

The questions your customers ask AI — tracked per engine, on a cadence.

Prompts are the unit of GEO tracking: the questions your customers ask AI answer engines, each run against a chosen set of engines on a schedule. Every metric on the AI Visibility pages derives from prompt runs.

Anatomy of a prompt

FieldMeaning
textThe question, 3–300 characters. Write it the way a customer would actually ask.
categoryFree-form grouping (e.g. comparison, pricing, how-to).
enginesWhich engines run it (default: ChatGPT, Claude, Gemini, Perplexity).
cadencedaily or weekly.
activeOff pauses it without losing history.

Writing good prompts

  • Ask like a customer, not a marketer. "best managed postgres for startups" beats "why is Acme great".
  • Include comparison terms. "acmecloud vs hetzner" is where purchase decisions happen.
  • Cover the buying journey: awareness ("what is X"), comparison ("X vs Y"), selection ("is X good for Z").
  • Don't stuff your brand into every prompt. Unprompted mentions (the engine brings you up on a generic question) are the strongest signal you can get.

Running prompts

  • Run all executes every active prompt against its engines.
  • Single-prompt Run is available per prompt.
  • Every prompt × engine execution costs 1 credit, billed per call: a same-day re-run replaces the earlier result snapshot (history is not stacked) but charges its credit again — only genuinely failed runs are refunded.
  • Quota: daily GEO runs per organization follow the plan (Free 10 → Agency 10,000) plus any platform bonus; the daily job (default 07:00 UTC, see WORKER_*_CRON) skips prompts already run today and skips projects paused by billing.

What a run records

Each run stores the engine's full answer, the brands it mentions, the domains it cites, and its data_source label (live vs sampled — see Data sources). Mention detection matches your project's brand names and aliases against the answer text, which is why aliases matter (see Competitors).

Managing the set

Prompts are per project. A healthy set is 10–30 prompts across categories, reviewed monthly: retire questions nobody asks, add newly popular phrasings, and keep cadence weekly for stable terms and daily for volatile ones (pricing, comparisons, new entrants).

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