What Four AI Engines Cite When Asked About Competitive Intelligence Tools

1What is the headline result?

Answer engines cite the pages written about vendors more often than they cite the vendors. Asked which competitive intelligence tools are best for B2B SaaS, the four engines cited fifteen domains between them. The most cited was saashero.net, a third-party roundup, with six citations. Klue's own domain was cited twice. Crayon's once. Contify's once. A second roundup, meertrack.com, was cited three times.

If your AI visibility strategy is a content plan for your own domain, this is the number that should change it. The lever is other people's pages.

2How was this measured?

Fifteen questions, four engines, one sample per engine per question, run on 4 September 2026. Sixty-one samples were attempted, sixty returned an answer and one failed. For every successful sample we recorded each source the engine named in its answer, then counted citations by domain.

The questions were deliberately unbranded. Not "how does Linkeddit compare to Klue", which measures nothing except whether an engine can read our own website, but "what are the best competitive intelligence tools for B2B SaaS", which is the question a buyer actually types. The full list is in the appendix.

Three limits worth stating plainly, because a study that hides them is not worth reading:

• One sample per engine per question. Answer engines are not deterministic. A single sample is a snapshot, not an average. A domain cited once may be noise; a domain cited three times across different engines is a pattern.
• One day. This is a baseline, not a trend. The value of it comes from repeating it monthly and watching what moves.
• One category. Competitive intelligence and AI visibility. We would not generalise the specific domains to your market. We would generalise the shape.

3Why do roundups beat vendor sites?

Because a roundup answers the question that was asked and a vendor page does not. "What are the best competitive intelligence tools" is a request for a comparative list. A vendor homepage is a claim about one product. An engine assembling a shortlist reaches for the page shaped like the answer.

Notice the second row. Asked for Crayon alternatives, the engines did not cite crayon.co at all. The most cited source was G2. The rest were small comparison and directory sites: SoftwareSuggest, Cuspera, SourceForge, Slashdot, Unkover, Rivalsift, Salesmotion, Bestofai, Clientcues, Guideflow, Bouncewatch, Saashero.

4Does any tool own the AI visibility answer?

No, and it is not close. Across three of the four AI visibility questions we ran, not a single domain was cited twice.

• "Which tools show which sources AI assistants cite for my category?" Ten domains, one citation each: AirOps, Frase, GitHub, Limy, Otterly, Siftly, Similarweb, Omnia, Xseek, ZipTie.
• "What are the best answer engine optimization (AEO) tools?" Sixteen domains, one citation each, and one of them was google.com.
• "How do I monitor my brand's visibility in AI search results?" Thirteen domains, one citation each, including Semrush, Mangools, Search Engine Land and Profound.
• "Which tools track how often ChatGPT mentions my brand?" The one exception. Twenty-one domains, of which dageno.ai was cited three times. Ahrefs got one. Otterly got one. SE Ranking got one. Reddit got one, the same as Ahrefs.

5Are the engines sure what these category terms mean?

Not always, and one case is stark. Asked "What are the best AI citation tracking tools?" the engines cited fourteen domains, four of which are academic research tools: scite.ai twice, plus Mendeley, OpenAlex and Paperguide. Scite tied for the most cited domain in the whole answer set.

"Citation" means one thing in marketing measurement and another in academic publishing, and the engines are hedging between them. If you are building content on a term like this, the practical consequence is that you have to disambiguate in your opening lines rather than assume the reader and the engine share your definition.

6Does the phrasing of the question change the answer?

Enormously, and this was the most actionable finding in the run. We asked the same four engines two questions that describe the same underlying job.

If you are buying: describe the job, not the category. "A competitor keeps undercutting us on price and I find out weeks late" produces a usefully different shortlist from "best competitive intelligence software", and the first one is the question you actually have. If you are selling: the category name you have chosen determines which of these two answers you can appear in.

7Do answer engines cite Reddit and review sites?

Yes, routinely. reddit.com was cited in 4 of the 9 questions we broke out in detail: competitor monitoring software, tracking ChatGPT brand mentions, competitor analysis tools for product marketers, and monitoring brand visibility in AI search. g2.com was cited 3 times for Crayon alternatives, more than any vendor domain in that answer.

The practical reading: what people say about you in community threads and on review sites is not adjacent to the AI answer, it is one of the inputs to it. A brand monitoring tool that cannot read those sources is blind to material the engines themselves are reading.

8Where did Linkeddit lose?

In 9 of the 15 questions, including every one quoted above. We were cited or mentioned in 6.

That is not false modesty, it is the same result almost every vendor in this category would get, and it is the reason the finding about roundups matters to us as much as to anyone reading. We have spent a year publishing on our own domain. The measurement says the pages that decide these answers mostly are not ours.

9What should you do with this?

1. 1. Measure before you plan. Take five real buying questions from your category, ask all four engines, and write down every source cited. You will learn more in an hour than from any category report, including this one.
2. 2. Target the pages, not the rankings. If a roundup is cited six times and your homepage zero, the highest-leverage action is being in that roundup. That is outreach, not content production.
3. 3. Watch your own review-site and community presence. G2 and Reddit are being read by the engines. A cluster of unanswered complaints is not just a support problem now.
4. 4. Disambiguate your category terms. If the engines are splitting your phrase across two meanings, say which one you mean in the first two sentences of every page.
5. 5. Repeat monthly. One run is a snapshot. The interesting number is which citations you gained and lost.

10The full data

Every domain cited, per question, for the nine questions we were absent from. Counts are citations across that question's four samples.

The six questions we were present for do not produce a gap record, so they are not itemised here. They were: affordable competitive intelligence tools for a small team, Klue alternatives, AI brand monitoring tools, AI visibility tools for B2B SaaS, competitive intelligence tools that use Reddit and review-site data, and why ChatGPT recommends a competitor instead of you.

If you want to quote any of this, please do, with or without a mention of us. Cite it as a Linkeddit Answer Radar measurement of 4 September 2026, 15 questions, 4 engines, 60 successful samples.

11Frequently asked questions