Expertise · AEO
We translate the page into data that a machine reads without guessing, and we check the result with the engine’s tool.
Structured data, questions and answers in readable form, breadcrumb trail, organisation node. Of the three subjects, this is the one where the result can be tested, not just assumed.
Already builtThree in-house implementations, all open on disk and verifiable externally today. First: the product pages of this site serve a 1,479-byte graph with `WebPage`, `SoftwareApplication` and `BreadcrumbList` linked together, generated from the same data as the visible text — 23 pages. Second: a proprietary analysis module for direct answers, 51 lines, eight checks with points explicitly written in code, weighted 0.10 in the analyser's overall score. Third: a public structured data generator on our site, five types, which returns 200. The reserve we state in the same sentence: the same analysis module gives our own product page 30 out of 100 because it does not know how to read a graph — the limitation is in the tool, it is written below, and it is fixable.
An engine that shows a direct answer does not compose text: it extracts a piece from a page and places it under the question. To extract without guessing, it needs an unambiguous correspondence between question and answer, between product and its status, between page and the organisation that publishes it. Structured data is exactly that — not an SEO decoration, but the page written a second time, for a reader that does not understand appearance, only structure.
The difference from the other two topics is that here the result is tested. It is not assumed and not hoped for: you take the address, give it to the engine’s validation tool and see whether the block is read, which types it recognises and which fields it lacks. That is why this page can cite more than the one about generated answers — and why it is written as completed work, not as an offer.
This is what the situation looks like on this site, counted today, not estimated: 147 addresses in the sitemap. Twenty-three product pages carry a correct 1,479-byte graph. All the others carry exactly one block, of 265 bytes, with six fields: context, type, identifier, name, address, description. No logo, no postal address, no point of contact and no links to public profiles — although six are written in the site configuration. The FAQ page has ten questions in HTML, no machine-readable question block, and it is not in the sitemap.
The part that changes the discussion is the inventory of text already written. In the content sources of this site there are 233 question-and-answer pairs on the service pages, 175 on the product pages and ten on the FAQ page — 418 in total, written, reviewed, with real answers. Zero are today in a form a machine reads. That is usually the work: not producing new content, but translating the existing one. A site that does not have the questions written has another problem, a bigger one, and we say it first.