Answer
What should a small business website have that AI can use?
Facts stated plainly, in text, with dates. Most small sites are prose about quality and contain almost no retrievable facts.
Plain text facts: what you do, where, for whom, at what price or range, how fast, and since when. Most small sites carry adjectives, images and a phone number, which contain almost nothing a system can extract or attribute.
The gap between what a small business site contains and what a retrieval system needs is wider than most owners expect, and it is not a technical gap. Typical sites are made of adjectives — quality, trusted, professional, friendly — plus photographs and a contact form. None of that is extractable, because none of it distinguishes the business from every competitor, and a system assembling an answer has nothing to lift.
What is usable is dull and specific. What services you provide, named the way customers name them. What geographic area you actually cover, stated as places rather than as a radius. Who you serve and who you do not. What you charge, as a range or a starting figure or a minimum. How long things take. When the business started and what licences or certifications it holds, with the issuing body named. Every one of those is checkable, which is exactly why it is usable, and the checkability is the point rather than a side effect.
Prices deserve their own mention because withholding them is the most common and most costly omission. A substantial share of buyers eliminate suppliers who publish no pricing before making any contact, and a retrieval system faced with a question about cost will simply use a competitor who published something. A range, a starting point, a minimum or a worked example all satisfy this without pricing an individual job, and any of them is enormously better than nothing.
The second structural problem is that the facts are frequently present but unreadable — locked in an image, a slide graphic, or a PDF brochure that is really a picture of text. If it is not in the page's text, it does not exist for this purpose. This is the cheapest defect on the list to fix and one of the most common, particularly for opening hours, service areas and price lists.
Dates matter more than they appear to. An undated claim cannot be assessed for currency, and a system choosing between two sources will reasonably prefer the one that says when it was true. Putting a visible date against anything that could go stale — prices, hours, turnaround, capacity, certifications — costs nothing and materially improves how quotable the page is.
Finally, one page per thing. A single page covering services, area, pricing and credentials gives a retrieval system one blurred object; separate pages, each answering one question completely and linking to the others, give it several sharp ones. That also happens to match how people search, which is why the recommendation is not a trade-off between machines and readers.
A website that says it offers quality workmanship and fast friendly service has told a retrieval system nothing at all, because those words are true of every competitor and check against nothing.
Answer Production Engine, Context Theory
Related questions
Will publishing prices lose us negotiating room?
On individually quoted work, some — which is why the recommendation is a range, a minimum or a starting figure rather than a fixed price. That is enough to survive the filter without pricing a specific job. The comparison to make is against the buyers who eliminate you before contact, which is a cost you never see and cannot negotiate.
Is a blog worth it for this?
Only if the posts contain facts that exist nowhere else. General advice articles about your industry are exactly what a model can already produce, so they add nothing to retrieval and little to ranking. What earns attention is a measurement you took, a comparison you can defend, or a specific local fact you are unusually placed to know.
METHOD
Every figure below carries its source and the date it was verified. Nothing on this page is asserted.
The numbers on this page.
| What | Value | Specific to |
|---|---|---|
| Buyers who eliminate vendors publishing no pricing, before contact | 60% | Category-wide |
| Share of the buying journey completed before contacting a vendor | 60% | Category-wide |
| AI-cited sources that also rank in the Google organic top 10 | 10% | Category-wide |
2026 B2B buyer surveys · verified
2026 generative engine citation study · fewer than · verified
What is specific to this page.
| Kind | Claim | Check it against |
|---|---|---|
| Buying behaviour | Adjective-based site copy — quality, trusted, professional — is true of every competitor and checks against nothing, so it provides no extractable material for a system assembling an answer about the business. | Attempting to state one fact about the business from its own homepage text that a competitor could not also state. |
| Software | Facts embedded in images, slide graphics or scanned brochures are absent from the page's text and therefore do not exist for retrieval, which most commonly affects opening hours, service areas and price lists. | Selecting the page's text in a browser and checking whether hours, area and prices are among what can be selected. |
| Workflow | An undated claim cannot be assessed for currency, so a visible date against anything liable to change — prices, hours, turnaround, certifications — improves how safely the material can be reused. | Whether each changeable claim on the site carries a visible last-checked or effective date. |
| Workflow | One page answering several distinct questions presents a single blurred object to retrieval, whereas separate linked pages each answering one question completely present several sharp ones. | The number of distinct questions a single page attempts to answer, counted from its own headings. |
Each row would be wrong on another industry's page. Where a sourced figure exists it is in the table above instead; these are the constraints that shape the work and do not happen to be numbers.
Start with the measurement.
Reading about a benchmark is not the same as knowing your own number. The audit produces yours, measured rather than estimated.
$497 · delivered in 5 business days · credited against month one