Which facts help search and AI systems understand a product page?

Reviewed by the Ayouhuo project owner · Updated 13 July 2026 · Editorial principles

1. Identity: which product is this?

Names, models, series, categories, brands, and versions should remain stable. Explain differences between similar products and relationships between old and new models.

Different names across titles, copy, images, downloads, and schema make customer and machine interpretation harder.

2. Capability and specification: what can it do?

List the specifications, performance, materials, interfaces, compatibility, dimensions, environments, and certifications that affect selection. Terms such as “high performance” are not specifications.

State units, test conditions, versions, and sources. Do not compare values collected under different conditions as though they are equivalent.

3. Fit and limits: when should it be selected?

Explain suitable buyers, tasks, environments, and prerequisites, as well as unsupported situations. Clear limits often help a purchasing decision more than another benefit.

4. Selection: how do models compare?

Use tables, steps, or selection questions for models, packages, and configurations. Comparison fields should come from real buying decisions.

5. Evidence: where do important claims come from?

Evidence may include specifications, test methods, certifications, cases, public demonstrations, images, or an accountable person. Outcome figures need a time range, sample, and method.

Schema can describe product facts shown on a page. It cannot turn unsupported promotion into evidence.

6. Delivery and transaction: what happens next?

Explain price or quotation, minimum order, lead time, stock, packaging, shipping, implementation, warranty, returns, and support as relevant. B2B products also need sample, selection, and quotation paths.

7. Ownership: who keeps the page correct?

Show material version and update dates. Assign confirmation responsibilities across sales, product, engineering, and content. Every language should update from the same fact record.

Ten checks before publication

1. Names, models, and categories agree.
2. Specifications include units and conditions.
3. Fit and limits are visible.
4. Model differences are easy to compare.
5. Images show the real product or state.
6. Important claims have sources.
7. Downloads match the current version.
8. Price, delivery, and support are clear.
9. Use cases, cases, and guides link directly.
10. Copy, schema, and language versions agree.