Which competitor pages do AI engines cite instead of yours?
When a rival wins the answer, a specific page usually does the work. How to find those pages, read them like an editor, and decide whether to match, beat or ignore them.
Share of Voice tells you a competitor is ahead. It doesn't tell you why. The why usually lives on a page: a comparison guide, a pricing explainer, a glossary entry or a case study that engines keep citing for the prompts you want.
Find that page, and you have a concrete target instead of a vague sense of being outranked. This is the process.
Step 1: pick the prompts that matter
Start with ten prompts where you're absent or low in the answer and a competitor is named. Prioritize those tied to buying decisions. If you need help choosing them, see how to choose the prompts worth tracking. For the broader competitive view, tracking competitor share of voice sets the context.
Step 2: list the cited pages
For each prompt, list the URLs cited in the answers over the past month. Group them by domain. You'll often see the same two or three URLs repeating across prompts. Those are the pages doing the heavy lifting.
Promptwatch's citation analytics gives page-level and domain-level views with URL positions. You can see which competitor URL is cited, in which position and for which prompts. Page Tracker lets you follow any competitor URL specifically.
Step 3: classify what you find
For each recurring competitor page, note:
- Type: comparison, guide, pricing, case study, glossary, product page.
- Format: table, steps, long-form, video embed.
- Source type: their own domain or a third party mentioning them.
- Freshness: when it was last updated, if visible.
Citation Trends classifies citations by content type and source type, which saves time. If their cited pages are mostly comparison guides and yours are mostly blog posts, you know where the difference lies.
Step 4: read it as an editor
Open the page. Don't read it as a competitor, read it as someone asked to summarize it in a paragraph.
- Does it answer the question in the first paragraph?
- Is it specific, with named features and clear limits, or vague?
- Does it have a table that makes comparison easy?
- Does it cite sources?
- Is anything out of date?
- Does it cover sub-questions your page skips?
We've found that pages which win repeated citations often win because of plain clarity, not clever tactics. If a competitor says something precise and you say something general, that's the gap.
Step 5: compare with your equivalent
Do you have a page covering the same question? If yes, put it on the Page Tracker and compare line by line. If no, you've found a content gap. Our post on content gap analysis for AI search shows how to prioritize it.
Step 6: choose a response
Three options:
Match. Their page is good and the question is important. Write a page that covers the same ground with at least equal clarity, using your own facts.
Beat. Their page is mediocre, and the question matters. Write something clearly better: more specific, fresher, better structured, with sources.
Ignore. The prompt doesn't map to a buying need, or their advantage is something you can't replicate honestly, such as a customer base you don't have.
Don't copy. Copying a page makes yours redundant, and engines don't need two of the same thing.
Be honest in comparisons
If you write a comparison, include competitors fairly. State what they do well. Don't invent weaknesses and don't present guesses as facts about their product. If you lack current information on a competitor's pricing or features, say you haven't verified it and link to their site. Honest comparison pages tend to age better and hold readers' trust.
Check why it's cited
A page might be cited because of its content, its authority, its freshness or because third parties reference it. Look at who links to or names the competitor on other sites. Offsite mentions often explain a page's pull. Our guide on offsite mentions explains how to see them.
Track after you respond
After you publish or update, add your page to the tracker beside theirs and watch the prompts. Give it several weeks. We have no sourced timeline, so judge using your own site's ramp-up history from Citation Trends.
If their page still wins, check crawler logs for your page. Maybe bots never fetched it, or fetches returned errors. The crawl-to-citation path in Agent Analytics shows whether the page is reachable and whether fetches turned into citations.
Keep a library
We keep a shared note of competitor pages that matter: URL, type, prompts, our response and review date. It stops the team from re-doing this analysis every quarter and from forgetting why a decision was made.
What we'd do first
Pick your top five prompts. Use Promptwatch to list the competitor URLs cited for them, put those on the Page Tracker and read each. Choose match, beat or ignore for every page and log the decisions on the Action Board.
An hour on this usually produces a clearer content plan than a week of guessing what rivals might be doing.