Turn a buyer question into a page worth citing

Brief the decision, not a keyword

A discovery call, sales objection, search query or observed AI-answer gap can start the brief. The output is a page specification with a direct answer, evidence, a practical example and a review owner. The goal is to help a buyer decide, then make the answer easy to find and cite.

Record where the question came from. A sales call is evidence of one buyer's concern, not proof of broad search demand. Search volume is a different observation. An AI answer is a sample taken under specific engine, location and session conditions.

Write the brief

1. Preserve the buyer's wording and define the decision behind it. Include stage, audience and the consequence of a poor choice.
2. Inspect current search results and answer-engine sources. Read the actual linked pages rather than a list of domains.
3. Separate a coverage gap from an evidence gap. A missing phrase does not mean the buyer needs another thin article.
4. State the page's two-line answer and the practical output it will show: a decision table, workflow, worked example or editable sheet.
5. Specify what the company can support from experience, what is a reference design and what requires external evidence. Attach primary sources and dates.
6. Plan the necessary sections: when to use it, inputs, decision branches, exceptions, measurement and the next useful resource.
7. Build the page in crawlable HTML with a descriptive title, canonical URL, author and visible source links. Make structured data match the page.
8. Review the factual claims and usefulness with a person. Publish only the approved version, then observe discovery and buyer conversations separately.

A brief that guides production

Avoid false shortcuts

More pages do not repair a weak answer. Rewording a creator's post is not original evidence. A transcript or internal example needs permission and sanitization before publication. If the useful insight belongs to a source, cite it rather than presenting it as your own test.

Do not promise a citation or a ranking. Google says the existing SEO requirements apply to AI features; there is no special schema that guarantees inclusion. Use a normal, accessible page with useful evidence.

What to measure

Check indexability, internal-link discovery and whether a reader can answer the decision after reading. Track query and citation observations with dates and conditions. Record visits, resource-citing calls and downstream pipeline as different measures.

Compare repeat samples using the same prompt set, but preserve changed conditions. A newly cited page is an observation, not proof that one edit caused the change. Use the source-gap workflow to choose the next piece of work and the decision register to retain what was tested.