Strategy

What competitor citations reveal about your category

Reading the citations LLMs use when recommending your competitors is one of the most underused competitive intelligence channels in 2026.

By AEO Scanner··6 min read·Updated May 16, 2026

When ChatGPT recommends your competitor instead of you, the answer comes with citations — actual URLs that the model pulled from. Read those URLs and you have a roadmap of every placement, listicle, and directory that built your competitor's AEO position.

What the citations reveal

  1. The dominant sources for your category. If you see G2 cited in 80% of competitor recommendations, G2 is non-negotiable.
  2. The specific listicles that drive traffic. Not "Forbes" as a domain — the actual Forbes Advisor URL. You now know which listicle to pitch.
  3. Vendor blogs that get cited. ClickUp's blog often gets cited in project-management answers. Note which competitor blogs LLMs treat as authoritative — you can guest-post on them.
  4. Long-tail sources you didn't know existed. Niche directories, subreddits, podcast transcripts. Often more reachable than the top mainstream sources.

How to read citation data

The citation source analysis on AEO Scanner reports the top recurring domains for your category. Sort by count, then by where you appear vs. don't. Three patterns to look for:

  • High-citation, you're absent. Your highest-priority placements. Get listed or pitched here first.
  • High-citation, you appear. Maintain. Make sure your listing data is current.
  • Low-citation, niche. Don't ignore — these often have weak gatekeepers and high acceptance rates. Stack a few of these together and you compound.

The "winners' citations" pattern

Compare the top 3 competitors in your category by citation count. Look at the overlap of which sources they all appear in. That overlap set is your minimum viable placement list — every competitor with strong AEO has all of these.

What this looks like in practice

Example: in our scan of a project-management SaaS, the top three competitors (Asana, ClickUp, Monday) appeared together in 14 sources. The target brand appeared in 2 of the 14. The "fastest fix" was getting on the remaining 12. Within 8 weeks, visibility moved from 6% to 24%.

This level of analysis used to be hand-done research. AEO Scanner automates it: every scan generates the citation source analysis, sorted by count, with a clear indication of which sources cited you vs only cited competitors.

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What competitor citations reveal about your category · AEO Scanner