With each passing month, extra patrons are utilizing AI to analysis skilled providers suppliers. And one query that some patrons will ask is how a lot you cost in your providers. And guess what? The chatbots are right here to produce a solution. (Or not less than a few of them are.*)
Whoa! The place do these costs come from?
It relies upon. If pricing shouldn’t be obtainable in your web site, chatbots will preface their reply with a caveat that your agency doesn’t publish a typical value listing. However do they cease there? No, after all not.*
Dutifully, cheerfully, the chatbot will churn out a set of costs for among the providers you supply, or maybe hourly charges for varied worker tiers. These costs could or might not be within the ballpark. However until you publish your costs in your web site, one factor is for sure: the costs don’t mirror your precise charges.
The place the data truly comes from relies upon. The chatbots verify your web site first. As a result of most companies preserve their pricing secret—or as a result of each engagement is exclusive and each proposal is customized, so what’s the purpose?—the bots are pressured to look elsewhere.
In our experiments, they appear to look first for any pricing data on the net that’s linked to your agency. That could be a “Beginning at” value that you just listed (most likely years in the past) on a public listing or certification web site. As you may think about, these costs might be wildly deceptive.
Within the case of world consultants McKinsey & Firm, they submitted a full Covid-response proposal to the state of New Jersey. Journalists investigating the contract obtained entry to the proposal by means of a public data request and printed it on-line. AI chatbots use that data to make broad assumptions about McKinsey’s pricing.
If a chatbot can’t discover any pricing data in your agency, it might seek for common pricing data from different companies in your business. Usually it presents these costs with little or no rationalization of their supply.
Let’s have a look at a real-world instance generated from ChatGPT, which is by far probably the most generally used AI chatbot. Beneath, I ask what a number one accounting agency expenses for its providers:

The very first thing to notice is that ChatGPT presents few hyperlinks to determine its sources. (Perplexity, against this, is much less stingy and likes to supply hyperlinks to sources). Are these costs based mostly on precise pricing knowledge from this agency? No. The place do they arrive from? Your guess is pretty much as good as mine.
Is it, nevertheless, simple for a purchaser to imagine that these costs are usually right (even when they aren’t)? Oh, sure.
Although the ChatGPT response says that the agency “doesn’t publish a typical, one-size-fits-all value sheet,” it however serves up particular value ranges and hourly charges.
Observe how the bot makes use of language that’s assured and authoritative: “They sometimes construction their charges by means of hourly billing, mounted mission charges, or month-to-month subscription retainers.” And “[Firm name] organizes its charges based mostly on the technical experience required for every service line.” It then goes on to explain the providers and quote charges for every.
None of this data is actual, nevertheless it feels actual. Which generally is a large downside if the costs are unrealistic or don’t mirror the way in which you value engagements.
Perhaps it’s chatbots’ conversational model. Or possibly it’s the truth that they will entry seemingly something on the web. Regardless of the purpose, patrons really feel like they will ask these robots questions that they will’t presumably reliably reply. And not less than a few of them are asking about pricing as they analysis potential companies.
The issue, after all, is that if the pricing appears too excessive or lacks context, a purchaser could rule you out. Or if the costs are too low, they could attain out to you with unrealistic expectations, placing you at an obstacle from the beginning.
It’s not clear but whether or not AI pricing hallucination is a giant or small downside. At present, it is extremely troublesome to even know what quantity {of professional} providers patrons are utilizing AI to analysis and choose companies. However based mostly on what we hear from our shoppers, and based mostly on our expertise at our personal agency, greater than a handful of prospects are utilizing AI chatbots to guage companies.
This proof is supported by client knowledge from Similarweb, whose 2026 Model Visibility Index signifies that 30% of patrons are utilizing AI instruments to analysis and examine instruments. This research additionally signifies {that a} quarter of patrons are utilizing AI to match pricing.
What Can You Do About AI Pricing Misinformation?
If you’re fearful about AI delivering inaccurate pricing data, first decide when you have an issue. Join free accounts with all 5 of the most well-liked AI instruments (ChatGPT, Gemini, Copilot, Claude and Perplexity). Then kind in a question like, “How a lot does [Your Firm Name] cost for its providers.” In case your agency is small or if there are different firms with names just like yours, you may additionally wish to embrace your URL in order that the bot is aware of who you’re.
If all the bots return no pricing data, you’re most likely okay. If any of them do present pricing, nevertheless, you will have to resolve whether or not or not the generated data poses an issue. Many agency leaders could resolve that what’s introduced is broad or generic sufficient that it poses no hurt.
However what do you do if what you see fully misrepresents your pricing mannequin?
One potential answer is to handle pricing straight in your web site. You don’t essentially must publish an in depth listing of charges for each service you supply. As an alternative, you may describe in broad strokes what a typical engagement prices and what elements may have an effect on that quantity or vary. If you wish to name consideration to it, this data may go on a devoted pricing web page. Or in the event you favor to make your pricing much less distinguished, you would make it an merchandise in an FAQs part. So long as the web page might be crawled by the bots, they need to discover it.
Corporations preserve their pricing hidden for a lot of causes, however as individuals more and more flip to AI to search out and vet companies, executives could must rethink how secretive they’re about charges. For now, we’re keeping track of this fascinating—some would say scary—chance.

