Study: 1 in 5 established B2B SaaS brands is invisible in AI search
Consumer brands get surfaced when people ask AI for recommendations. For B2B SaaS, the picture is shakier — even well-known names go unnamed.
The short version
We asked ChatGPT, Perplexity and Claude to recommend the best tools in each of 30 B2B SaaS categories — one real buyer question per category — then checked whether each brand was named.
The question, every time:
“Who are the best [category]? Recommend companies by name.”
The result was stark:
20% of brands weren't recommended by a single engine. Only 50% were named by all three.
Key findings
- 20% were completely invisible. 6 of 30 brands weren't named once by ChatGPT, Perplexity or Claude.
- Only 50% were visible in all three. Just 15 of 30 were recommended by every engine.
- Even well-known brands went unnamed. Close, Framer and SavvyCal — funded, established names — weren't mentioned by any engine.
- No engine is safe. Perplexity named 67% of brands, ChatGPT 63% and Claude 60%. Even the best still misses roughly 1 in 3.
- The giants were excluded on purpose. We tested established-but-not-household brands — the honest test is whether normal successful companies get recalled, not names everyone already knows.
Why so many established brands are invisible
AI assistants don't invent recommendations. They summarize from sources they trust — comparison pages, review sites, industry articles and community threads.
If those sources don't mention your brand, the assistant can't either. That's why a company can rank #1 on Google, have thousands of customers, and still be absent from the AI's answer.
It also explains the pattern: brands with broad third-party coverage get named; brands that rely mostly on their own website don't.
What you can do about it
The first step is to measure. Ask the same questions your buyers ask AI — without naming your own brand — and see whether you show up. For example:
“Who are the best CRMs for small businesses?”
“What's the best accounting software for freelancers?”
Then look at which sources the engines cite in your category. That's usually where visibility has to be built.
How to get started
- Map the buyer questions your customers ask AI.
- Test visibility across ChatGPT, Perplexity and Claude — not just one, since they disagree.
- Find which third-party sources AI cites in your category.
- Get mentioned on those sources — reviews, comparison pages, industry lists.
- Re-check monthly. AI answers drift as models refresh.
Method and caveats
We tested 30 established B2B SaaS brands across 10 categories — CRM, email marketing, project management, accounting, payroll/HR, customer support, scheduling, analytics, website builders and async video — with one buyer question per category, run through ChatGPT (OpenAI), Perplexity and Claude. A brand counts as “named” if its name appears in the answer.
This is a directional snapshot, not a census: the sample is small (30), we asked one question per category, and ran it once. AI answers are non-deterministic and shift over time. But the pattern — a meaningful share of established B2B brands invisible in AI answers — was consistent across engines.
FAQ
How many B2B SaaS brands are invisible in AI search?
In our study of 30 established B2B SaaS brands, 20% (6 of 30) weren't recommended by any of the three AI engines we tested.
We tested ChatGPT, Perplexity and Claude. Only 50% of brands were named by all three.
It's a snapshot, not a census — but it points to a clear problem: a real share of established brands are invisible when buyers ask AI for recommendations.
Which AI engines were tested, and did they agree?
We tested ChatGPT, Perplexity and Claude.
They were far from unanimous. Perplexity named 67% of the brands, ChatGPT 63% and Claude 60%.
So even the best-performing engine missed roughly 1 in 3 brands — and a brand visible in one engine can be absent from another. That's why you should measure across several.
How do I check if my brand is visible in AI search?
You can do a quick check yourself.
Ask ChatGPT, Perplexity or Claude a real buyer question a customer might ask — without naming your company. For example: “Who are the best [your category]?”
See whether your brand comes up, how it's described, and which competitors are recommended instead. You can also run a free check at citeradar.io/check, which does it for you in seconds.