AI Pricing Visibility — How Often AI Assistants Retrieve a Software Pricing Record | CostBench
AI Pricing Visibility — How Often AI Assistants Retrieve a Software Pricing Record
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CostBench · AI Pricing Visibility

How often do AI assistants retrieve a product’s pricing record?

When someone asks ChatGPT, Claude, or Perplexity about software pricing, the assistant sometimes retrieves that product’s CostBench pricing record to answer. Search a product below to see how many user-initiated retrievals its record received in the last 30 days, and how many humans arrived from an AI assistant.

What “user-initiated retrievals of the CostBench record” means

It counts
  • An AI assistant fetching this product’s CostBench pricing record live, in response to a real user question.
  • Distinct humans who then visited the record from an AI assistant, counted separately as “AI-referred visitors.”
  • A rolling 30-day window, refreshed regularly from server logs and referral analytics.
It does not measure
  • Total AI-ecosystem visibility of the product across the whole internet.
  • Citations, recommendations, rankings, or buyers — none of those are implied.
  • Background AI training crawlers, which are reported elsewhere and never counted as user activity.

Every figure is scoped to CostBench’s own pricing record for the product. It is a measurement of how often assistants retrieve our record — a useful, honest proxy, not a claim about a product’s standing across all AI systems. Read the full methodology →