Reviews, Discussions and Comparison Sites: The Content AI Cites Most Gladly
Citation analyses agree: for recommendations, language models reach for reviews, user discussions and rankings – content that others write about you. A company cannot own it, but it can influence how it looks in it. Legal and sustainable ways to work with reviews, forums and comparison sites.
When you ask a language model about “the best accounting software for freelancers”, it does not assemble the answer from vendors’ websites. It reaches for reviews, discussions and rankings – content where users and independent editors talk about products. Citation analyses confirm it repeatedly: community and review websites are among the most cited sources of AI answers for shopping queries. For companies this carries an uncomfortable truth: how you look in AI is decided by content you do not own.
Where you get decided
- Review platforms and comparison sites – on the Czech market above all Heureka and Zboží.cz, Google reviews for services, international catalogues for software.
- Discussion forums and communities – industry forums, Reddit, Facebook groups. A thread “what is your experience with” from last year can easily feed models’ answers to this day.
- Editorial rankings and comparisons – “best X of the year” in the media. One well-placed ranking propagates into dozens of answers.
What to do – and what definitely not
- Collect real reviews systematically. Ask after the purchase, remind, thank. Volume and freshness of reviews decide more than a perfect average rating – a profile of nothing but five stars with no text looks suspicious even to a model.
- Reply, especially to criticism. A factual reply from the company is part of the content that gets read and cited – and it changes the tone of the whole thread.
- Be present in discussions as the company, openly. Answering under your own name where you can help is fine. Posing as a satisfied customer is not – platforms punish fake reviews and astroturfing, consumer law forbids it and one exposed episode destroys trust for years.
- Work toward places in rankings. Map the comparisons that come out in your field and give newsrooms material: data, test access, expert commentary. This is where review work meets classic PR.
Summary
Content others write about you cannot be bought or controlled. It can only be earned – and made easier.
Practically: build a routine for collecting reviews, reply everywhere you are talked about, and once a quarter go through which rankings and comparisons you are missing from. The Linketica marketplace shortens your path to editorial comparisons and industry media.
Časté otázky
Why does AI cite reviews and discussions more than company websites?
May I post in discussions as a company?
What decides with reviews – the average or the count?
How do I get into editorial rankings?
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