How to Write a Pricing Page AI Models Can Actually Cite
How much does a product cost is one of the most common questions AI models get asked. A pricing page that hides the actual numbers behind a contact sales form, or buries them in marketing language, gives a model nothing accurate to repeat, so it either leaves you out of the comparison or states a number that is wrong.
Why pricing pages get asked about so often
Buyers increasingly ask an AI model directly instead of opening five pricing pages and comparing them by hand. When a model can find a real number, it tends to use it. When it cannot, it either skips the brand or guesses from an outdated review or forum post.
What makes a pricing page readable to a model
- State actual numbers, not just "starting at" language with no real floor, or "contact us" with nothing public at all
- Use a real table for plan tiers and what is included in each one
- Say clearly what changes between tiers instead of vague phrases like "everything you need"
- Keep free tier or trial terms explicit if you have one, since models get asked about those directly too
What happens when you hide pricing
A model asked to compare you to a competitor either leaves you out of the answer entirely or states a number pulled from an old review, and an outdated wrong number is often worse for you than being left out.
Testing it
Ask a model directly how much your product costs and check whether the answer matches your actual current pricing page. QueryTrace runs checks like this for free across the major AI models.
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