GUEST POST · B2B Aug 5, 2026 · 5 min read

Does your G2 profile drive AI citations? What 30,000 citations show

DO Dara Okafor VP Marketing, devtools · 6:00 AM ET 𝕏 in ✉

The uncomfortable hypothesis in B2B marketing right now is that your review profile does more for AI visibility than your blog does. It is uncomfortable because one of those has a budget line and a team, and the other is usually somebody's quarterly chore. The published research does not fully confirm the hypothesis, but what it does show is more actionable than the slogan.

⚡TL;DRReview platforms are close to a baseline requirement for B2B AI visibility rather than a differentiator: they get you into consideration, they do not rank you within it. The citations mostly land on multi-vendor pages, category listicles and comparisons, not individual product profiles. And more reviews alone does not reliably mean more visibility.

What the data actually shows

Kevin Indig's analysis of 30,000 citations for G2 examined whether more reviews translate into more AI visibility, and the relationship is weaker and more conditional than the intuitive story suggests. Follow-up work on funnel position found review platforms surfacing most strongly on bottom-of-funnel, decision-stage queries, which is both good news and a limit: they are present exactly where purchase decisions happen, and largely absent earlier.

The most useful structural finding, from research across 20,160 software-buying chats, is about which pages get cited. Engines overwhelmingly cite multi-vendor pages, category listicles, comparisons and "best X" roundups, rather than individual vendor profiles. Your profile page is rarely the citation. The category page you appear on usually is.

Where review-platform citations actually landMulti-vendor and category pagesthe large majorityIndividual product profilesa small fractionDirectional split reported across software-buying citation research. Source: Radyant, 20,160 chats. Exact proportions vary by category and engine.

The implication for where you spend

If citations land on category pages rather than profiles, then the goal is not "collect more reviews" in the abstract. It is inclusion and position on the category pages and comparison roundups that engines actually pull. Reviews contribute to that, because they are how these platforms decide who belongs in a category and in what order, but the review count is an input to placement rather than the thing being cited.

The second implication cuts against the headline. The Claude citation data shows brand and product sites taking 64% of citations on that engine, with G2 appearing mainly in the Perplexity mix. Which engine your buyers use changes the answer materially. A B2B company whose buyers live in Claude should invest in its own comparison pages first; one whose buyers live in Perplexity should treat the review layer as primary.

"Your profile page is rarely the citation. The category page you appear on usually is. Optimise for inclusion and position, not review count."

What to do this week

Find the three category pages on review platforms that rank for your buying queries and check whether you are on them and where. That placement is the asset. Then publish the equivalent comparison page on your own domain, honestly, naming competitors, because that is the format with the highest measured citation rate and it is the one you control. Keep the review flywheel running, but understand it as the mechanism that earns your place on someone else's cited page rather than as the citation itself.

KEY TAKEAWAYS01Review platforms are close to table stakes for B2B AI visibility: they drive inclusion more than ranking.02Citations land on multi-vendor category and comparison pages, rarely on individual product profiles.03More reviews does not reliably mean more visibility. Placement on cited category pages is the real asset.04Engine mix decides the priority: Claude leans first-party, Perplexity leans review platforms.05Publish your own honest comparison page too. Highest measured citation rate, and the one asset you control.