We reviewed 10777 business websites and found a pricing gap

Only about 5% had prices labelled for software to read. Here is what that means for your business, how to make your offers easier for AI assistants to recommend, and where Nexez can help.

Reviewed October 5, 2026 · 10 min read

A potential customer asks an AI assistant: “Find a house cleaner near me, tell me what it costs, and help me book.”

Your website might look great. It might have glowing testimonials and a prominent “Contact us” button. But can someone answer that request from what you have actually published? What does the cleaning include? Which neighborhoods do you cover? What changes the price? Is the next step a confirmed booking or just a request?

Those are sales questions, not technology questions. They are also the questions your website needs to answer when software helps a customer shop.

Our latest study covers 10,777 unique business websites that passed our content review. Across three groups, our checks found prices on roughly 22% to 23% of the pages examined. Only about 5% had price information in the labelled format our scanner looked for.

The opportunity is not to add more AI buzzwords to your website. It is to make the offer clearer.

The headline numbers#

The same broad pattern appeared in each group:

• About 22% to 23% had a detectable price on the page.
• About 5% had pricing labelled for software.
• About 61% to 63% had a booking, ordering or other next-step link or form.
• About 34% to 35% described an action using labels software could recognize.
• About 69% had some readable behind-the-scenes website data. That did not necessarily include useful details about what a customer could buy.

These figures come from the original September 30 to October 4 observations for websites that passed our October 5 content review. The ranges show three separately reported groups, not a national average.

The practical takeaway: publishing a website, explaining an offer and making that offer easy to act on are three different jobs.

What an unclear website can cost you#

Imagine two cleaning companies.

One says “Quality cleaning at affordable prices. Contact us.”

The other explains its service area, what a standard clean includes, its starting price, the factors that change the total, and how to request a slot.

The second company gives a customer more to compare. It also gives an assistant more evidence for answering a specific request. That does not guarantee a recommendation, but it removes avoidable uncertainty.

When those details are missing, the risks are familiar:

You are harder to compare. A budget-conscious customer cannot tell whether you fit without starting a conversation.

You attract avoidable enquiries. People contact you about locations, services or budgets you do not support because your site never rules them out.

The handoff breaks. Someone finds the right service, but the button sends them to a generic homepage, an old booking form or a page that explains nothing about what happens next.

Expectations drift. An outdated price or unclear cancellation policy can turn an interested buyer into a disappointed one.

These are practical risks, not lost-sales figures measured by our study. They are also problems worth fixing whether the visitor is a person or an AI assistant.

How to make your business easier for AI assistants to recommend#

You cannot control an assistant's shortlist. You can control how clearly and consistently your business presents the facts a customer needs.

Start with these six improvements.

1 Give each important offer a clear page#

Do not make a customer assemble your offer from a homepage, a social post and an old brochure.

For each main service or product, explain what it is, who it is for, what is included, where it is available and how to take the next step. Answer real buying questions, such as “Do you bring supplies?” or “Can I cancel after ordering?”

Use a descriptive page title, a clear main heading and ordinary text for essential details. Link to the page from your navigation or relevant pages. These are useful search basics, not a special AI trick. Google's SEO guide recommends clear, helpful content and descriptive links.

2 Explain the price even when you cannot give a fixed quote#

Not every job has a flat price. You do not need to invent one.

Publish a genuine starting price, an honest range, a package price or a clear explanation of how quotes work. Say which details change the amount and what the customer needs to provide.

For example, “Move-out cleaning priced by property size, with oven cleaning quoted separately” is more useful than “Competitive rates.”

Where you show a starting price, make the conditions obvious. The goal is a better-informed enquiry, not a misleadingly cheap headline.

3 Add the right labels behind the scenes#

The technical name is schema markup. Think of it as labels that explain your page: this is the business name, this is the service, this is the price, and this is the purchase link.

Ask your website provider for the types that fit your business:

You do not need to learn the code to ask the right question. Ask: “Does our website label the things we actually sell, or does it only label our company name?”

Google documents local business information and product information; Schema.org describes services and their offers.

Keep the labels consistent with the page. Do not invent prices, availability or reviews to fill empty fields. Product markup can make an eligible page suitable for richer Google results, but adding labels is not a ranking guarantee or proof that an assistant can buy.

4 Make your public information accessible and consistent#

Check that your important pages are not accidentally hidden from search. Keep essential offer details available as text and keep your business profiles current.

Google says its AI search features use the same core SEO practices as ordinary search. There is no special AI markup or extra text file required to appear in them. Read Google's guidance.

Have your website provider review access settings for the search services you want to reach. Do not disable security or open private customer information just to improve a scan score.

5 Make the next step match the offer#

A customer reading about a specific service should reach that service's booking, purchase or quote process.

Explain what happens after they click. Are they paying a deposit, requesting availability or confirming an appointment? What information will they need? When will they hear back?

Test the process on your phone. A working homepage does not tell you whether the booking page still works.

6 Check the result and keep it current#

Run another scan after changes. Ask your developer to check supported markup with Google's Rich Results Test. That test checks eligible search features, not every possible use of your data.

Try a few realistic customer questions in the assistants your customers use. Inspect the answers and cited pages. Treat this as a diagnostic exercise, not a reliable ranking test: one answer is not a permanent position.

Then measure what matters to your business: relevant enquiries, completed bookings and purchases. Update prices, hours and policies when they change, not just when you redesign the site.

How Nexez helps close the gap#

You do not have to replace your website to make your offers clearer.

Nexez helps turn what you already sell into listings with explicit services, prices, options and next steps. You can start with your existing website or enter the information yourself, then review the draft before publishing. Start with your website.

It organizes the offer. Instead of leaving a buyer to piece together scattered pages, your listing brings the service, description and choices together.

It generates the labels. Nexez creates structured markup from listing information, including supported offer, price and action details. That applies to the Nexez listing; it does not silently repair every page on your existing website.

It puts your rules around the sale. You set the prices, options and requirements. Configured offers can collect the buyer's answers, check whether the request fits and provide the supported next step. Checkout depends on the offer and required setup being ready. See how Nexez works.

It lets you test before relying on an order. The simulator helps reveal missing or unclear information. It is a test environment, not proof that an outside assistant has recommended you or completed a real transaction.

For a cleaning business, the work is concrete: define the service, explain which property details affect the price, set the work you accept, and give the buyer a clear route forward. Nexez helps you express those decisions. It does not make the business decisions for you.

Try the Nexez simulator or create your business listing.

Being recommended and being ready to sell are different goals#

A search engine can link to your business without understanding every price. An assistant can recommend a service without being able to book it. A booking link can exist without a reliable checkout behind it.

That is why “agent ready” should not be treated as a magic badge.

Our recommendation is to work through the practical steps in order: make your business findable, explain the offer, make the facts consistent, then test the next action. Nexez supports that work. It cannot promise inclusion in every AI answer, a particular ranking or a sales increase.

The study's value is a clearer set of priorities. Before buying another AI marketing tactic, check whether your own website answers the basic questions a customer is already asking.

Scan your site free · See how Nexez helps · Get listed

About the study#

The study includes 10,777 unique business websites that passed our October 5, 2026 content review, with earlier observations collected September 30 to October 4. “Unique” refers to website domains, not separately verified companies. We did not certify active trading, ownership or industry labels. Results are reported across three groups because original selection rules differed; this is not a national estimate or a trend comparison with the earlier 652-site study. We checked pages and signals, not completed purchases.

The full accounting, exact percentages and limitations remain available in the analysis and methodology.