What does an AI assistant do with your prices if you don’t publish them?
Find out how AI assistants may answer questions about unpublished prices, and how clear pricing principles, an indication or explanation, and consistent website information can reduce guesswork.
What happens when prices are missing?
If you don’t publish your prices, an AI assistant can’t quote them directly from your website. Depending on the information available, it may give a general estimate, mention a competitor’s price or say that no pricing information is available. Responses vary by assistant and situation; no one knows exactly how every assistant handles missing prices.
You can narrow that information gap by publishing at least your pricing principles, an indication or a clear explanation of how you set prices. This won’t prevent every incorrect assumption, but it gives an assistant useful information for describing your offer. The same explanation helps people who are comparing their options.
People ask AI assistants about prices because they want to know quickly whether a service might fit their budget, compare providers or understand what an estimate depends on. They are often asking for more than a figure. They want to know what is included, which choices affect the price and whether it makes sense to get in touch.
Why an assistant may fill in the gap
An AI assistant doesn’t always rely only on your website. Depending on the system, it may use other web pages, business directories, older content or previous conversations. If your own page doesn’t mention a price, the answer may draw on general knowledge or information about similar providers. That is not a reliable source for your current offer.
A model may also produce a plausible-sounding answer without an up-to-date, verifiable price source. Sometimes it cautiously says that the price depends on the situation; sometimes it presents an estimate more confidently than the available information warrants. The result depends on factors such as the question, the sources used and how the assistant is configured.
That can confuse prospective customers. They may assume a service costs less or more than it does, or includes different things. Explaining what you do and don’t publish gives both visitors and AI systems a better starting point. Read how AI systems may cite sources.
No fixed price? Publish the principles
There are good reasons not to show a fixed price on a website. Custom work can vary with its scope, complexity, expertise required or the starting point. A price may also depend on choices that only become clear after an initial conversation. In those cases, one fixed figure could give the wrong impression.
Still, you can explain how pricing works. Describe the factors that affect the price, such as scope, preparation, implementation, guidance or ongoing support, where relevant to your service. Explain how you prepare a quote and what information you need. Make clear what is normally included and which parts are discussed separately.
If you can do so responsibly, provide an indication as a range or a starting point. Don’t invent figures just to make the page look complete: a misleading indication may do more harm than no figure. If even a range would be inappropriate, describe example types of engagement without prices. For each one, explain what kind of need it addresses, the usual steps and the factors that affect its scope.
Be clear about exceptions. If it reflects your process, explain that an indication is not a quote and that the final price depends on the agreed scope. This helps visitors understand what the next step involves without promising a fixed price that may not fit every project.
Make pricing information readable for people and models
Put the main explanation on a page with a clear heading, such as “What affects the price?” or “Costs and process”. Use short paragraphs and name the service the information applies to. A single sentence about rates at the bottom of a general page is easy to miss and may be interpreted without the right context.
A short FAQ can answer recurring questions: Is the price fixed? What does a quote include? What affects the cost? Answer directly and link to the relevant service page. A dedicated FAQ page and questions on service pages can both work; choose an arrangement that keeps information findable and current. See when to use an FAQ page.
Schema.org markup can help structure information on a page, but it can’t supply missing prices by itself or guarantee that an assistant will use your content. Markup should match visible, up-to-date information. Read more about schema.org for AI. A file such as llms.txt also doesn’t replace a clear explanation on the page itself; see what llms.txt does and doesn’t do.
Write the explanation for people making a decision. A model may find clear, concrete wording easier to place in context, but you don’t need unnatural keyword phrases. Read more about writing for people and models.
Keep information consistent across your site
A pricing explanation only helps if other pages don’t contradict it. Check service pages, FAQs, older articles and any profile pages you manage. An old offer or outdated explanation may still be found even if your current process is described elsewhere.
Use the same terms for the service and the same pricing principles across relevant pages. When something changes, update pages that repeat the old information as well. If useful, say when the information was last updated, particularly if an indication or process may change. This helps visitors see which explanation is current.
You can also offer a clear contact route for cases where only a custom quote makes sense. Explain what information someone can provide and what happens next. That makes the next step easier to understand without promising a price before you know the scope of the work.
Check what an assistant says
A simple check starts with a neutral question, such as: “What does [service name] cost at [business name]?” You can also ask what information the assistant used or where its answer came from. If useful, repeat the check in another assistant, since systems and responses may differ. Treat the result as a snapshot, not proof that every customer will see the same answer.
Record the question, when you asked it, the answer and whether a source was cited. Note whether the assistant used your own explanation, referred to information elsewhere, gave an estimate or said details were missing. If the answer is wrong, first check whether your site states the correct information clearly and consistently. You can check again after updating it, but a change on your site does not guarantee an immediate update across all assistants.
Use this checklist to review your pricing explanation:
- Principles: does the page say what you offer and what affects the price?
- Indication: do you provide a responsible range or starting point, where appropriate?
- Context: are inclusions, exceptions and quote steps explained clearly?
- Readability: is the explanation under a clear heading, with short paragraphs and answers to common questions?
- Consistency: do your service pages and other pages you manage agree?
- Check: have you recorded what an assistant currently says and which source it cites?
You don’t need to publish every rate to be clear. Explaining how you set prices gives people and AI assistants a more reliable basis for an answer while leaving room for custom work.