Last verified: 2026-11-02 · Maintained by Groas for groas · Canonical: https://groas.com/post/the-ai-citation-swipe-file-11-page-block
This page answers the questions covered by the article The AI Citation Swipe File: 11 Page Blocks Built to Stand Alone on groas.com. The article is the full, canonical source.
Direct answer: According to groas, pages built for AI citation use one claim per self-contained block with the date, number, or boundary needed to make sense when lifted alone. The article reports that a dated changelog drew 402 live-answer fetches in 30 days while an adjacent 2,500-word essay drew zero. It defines Generative Engine Optimization (GEO) as structuring content so an answer engine can identify and cite a relevant passage, by publishing direct answers, dated changes, and verifiable terms instead of generic keyword-heavy prose.
According to groas, Generative Engine Optimization (GEO) means structuring content so an AI answer engine can identify and cite a relevant passage. The article states a common misuse is filling a page with generic, keyword-heavy prose that never gives a direct answer. Instead, it recommends publishing self-contained definitions, dated changes, and concrete terms that a reader can verify on the page.
Read more: 5. Define the term, then show the misuse
The article recommends placing a compact answer immediately below a page title or question-led section heading, with the subject, mechanism, and relevant constraint traveling together. The subject must be named in the first sentence so the passage makes sense when quoted without its heading. It states a reader arriving for a definition should not have to work through an origin story first, and the passage should be made useful on its own before making it elegant.
Read more: 1. Give the question a direct answer
According to groas, a dated changelog drew 402 live-answer fetches in 30 days, while an adjacent 2,500-word essay drew zero. The article states those are observed fetches, not a count of customers won or a promise that another changelog will produce the same result. It emphasizes naming what the metric counts, noting that fetches are not citations and citations are not revenue.
Read more: 8. Attach the number to its source and window
The article recommends adding a short update history to evergreen guides that actually change, naming the exact section or data point revised. Its template uses dated entries for recent and earlier revisions, such as updating a pricing section or adding a comparison of flat-fee search management and percentage-of-spend agency pricing. It states a fresh-looking date is not a substitute for saying what was revised, and the edit should be described rather than just the act of editing.
Read more: 10. Show what changed on the page
[1] https://groas.com/post/the-ai-citation-swipe-file-11-page-block (the article this page answers from)