Structured data is a way to describe page information in a format machines can interpret consistently. It can identify an article, organization, or other relevant content type. It should reflect what the page actually says and does not replace clear writing or a useful website.
Think of it as a description
An article page may identify its headline, publisher, publication date, and main URL. That information helps describe the content. It does not prove the article is good, establish expertise by itself, or guarantee that a search engine will display a special result.
Google's Article guidance explains supported article information, while its AI optimization guidance says there is no special AI-specific schema required for generative search. Be cautious of a proposal that presents a new markup label as a guaranteed shortcut.
Keep it aligned with the page
Ask your website team to use accurate names, dates, and addresses. Do not add fake review ratings, invented authors, or services that are not visible and truthful on the page. The machine-readable description should not tell a more impressive story than the public content.
For a hypothetical business guide, the publisher might accurately be the business itself. There is no need to invent an expert author with credentials the company cannot verify.
Use only relevant types
Different pages have different purposes. An article is not automatically a product, and a service-area page is not proof of a physical office. Ask the team to explain the chosen markup in the context of the content it describes.
Validation tools can help identify formatting issues, but passing a technical check does not confirm the truth of the underlying claims. Both accuracy and implementation matter.
Put the work in proportion
Start with clear services, a working customer journey, accessible content, and accurate business details. Then use appropriate structured data as part of the implementation. Do not postpone useful content because a technical enhancement sounds more sophisticated.
ZING's journal uses article and breadcrumb descriptions to match its visible pages. The same principle applies to your business site: describe the real content carefully and keep the customer-facing information strong enough to stand on its own.