Does publishing pricing help AI recommend you?

Cost is one of the most common things buyers ask an assistant, and it exposes a hard asymmetry: a model can only discuss the pricing it can read. Businesses that publish real numbers get quoted in cost questions. Businesses that gate everything behind contact us get skipped in favour of a competitor who published — even a more expensive one.

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FAQ

Do I have to publish exact prices?No, but you have to publish something specific. Ranges, starting-at figures, typical project costs, or a worked example all give a model something quotable. What fails is a pricing page that contains no numbers at all — it reads to a model as a page with nothing to say.

Won't publishing prices cost me deals?It changes which deals you get rather than how many. Published pricing filters out mismatched buyers before they reach you and pre-qualifies the ones who do — and in AI-mediated discovery it's increasingly the price of entry, because the alternative is not being part of the cost conversation at all.

How should the page be structured for AI?Put the numbers in plain text near the top, not inside an image or a script-driven calculator a crawler can't execute. Name what's included at each tier, add a short FAQ covering what drives cost up or down, and keep the figures current — stale pricing that contradicts your sales team is worse than none.

How do I know if it's affecting my visibility?Run a free Cited scan including cost-intent prompts for your category. It shows whether assistants can discuss your pricing, who they quote instead, and what to fix first.

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