Preparing Product Pages for AI Search: Tables and Schema

The opening of the page should define the product in one sentence: what it is, who it is for, what problem it solves. That sentence becomes both the snippet in search results and the first text an assistant is likely to quote. Beside it, the distinguishing details should be stated plainly: product name, model code and, where relevant, size.

Picture a flooring manufacturer. If a page opens with only an inspiring photograph and a short slogan, an assistant cannot tell the type, thickness or intended use. If the same page says in its first line 'laminate flooring for interiors, suitable for underfloor heating', a person and a machine both place it correctly at once.

A spec table gives the measurable facts line by line: dimensions, material, weight, compatibility, warranty period, care. Each row should hold one property and one value, with units written out. Do not embed the table in an image; leave it as real text or a real table, because not every system can read writing inside a picture.

Name the properties in the words your customer uses. The buyer's search phrase should appear, not the engineer's code name. If one property is called 'width' in one part of the catalogue and 'breadth' in another, pick one and use it on every product page.

• One property, one value and a stated unit in each row.
• The table stays as real text and is not embedded in an image.
• Property names use the words buyers search for.
• The same property carries the same name across all products.
• An unknown value is left blank, not filled by guesswork.

Buyers often decide by comparing two or three options rather than looking at one product, and assistants receive comparison questions too. A short table placing the product beside its neighbours in the same range answers that question from within the page. The criteria should be concrete: size, intended use, upkeep.

An honest comparison also says where the product falls short. A sentence such as 'this model suits light use; for heavy use a higher range is a better fit' states who the product is not for and makes the page trustworthy. You do not need to criticise other brands; describing the criteria across your own range is enough.

A long-form comparison belongs to a separate type of content: a short table on the product page, and the detailed side-by-side in its own article.

Structured data rewrites what is visible on the page as labels a machine can read: product name, image, description, brand, availability, price and currency, rating. The rule is simple: every item in the schema must match, exactly, what appears on the page. Putting a rating in the schema that the page does not show is both wrong and likely to cause trouble.

Rather than writing the schema by hand, prepare it with a generator and test it with a validation tool before publishing; the schema generator on our site can be used for this. If price or stock change often, make sure the schema is updated along with the page, because a schema showing an old price undermines the page's credibility.

The commonest mistake is copying the manufacturer's text word for word. If hundreds of sellers use the same text, your page cannot be told apart. Another is giving measurable specifications only in images. A third is opening a separate page for each variant with identical content, so that an assistant cannot tell which is the main page.

• Publishing the manufacturer's description unchanged.
• Showing specifications only inside images.
• Opening identical pages for colour or size variants.
• Keeping a schema price that differs from the price on the page.
• Adding a review score to the schema that the page does not show.

Not every product needs a detailed table and comparison. For made-to-order items that go straight to a client or dealer without anyone searching for them, the return on a detailed page is limited. Likewise, instead of spending effort on short-lived promotional lines, it is more efficient to give priority to lasting products that people search for often.

Begin with the ten products that are asked about and sold most; once the pattern is settled, extend it across the rest of the catalogue. That order keeps the risk of mistakes small and lets you see what works.