Real Buyer Queries
AI Systems Tested
European SaaS Brands
appearances by any audited brand on "how do I..." buyer queries
I ran 48 buyer queries through ChatGPT and Perplexity to see how AI recommends European B2B software, across HR (Personio vs Factorial) and spend management (Pleo vs Spendesk). The most important finding wasn't who wins. It's the moment when everyone disappears.
Ebraheem Ahmed · July 2026
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Ask ChatGPT "best HR software for mid-size companies in Europe" and you get a ranked vendor list. Ask it "how do I manage HR for a fast-growing company in Europe" with the same buyer, one step closer to a real decision, and you get a 10-point maturity framework with zero product names. Perplexity does the same, sourcing legal consultancies and employer-of-record firms instead of software vendors.
This held with a precise boundary. Queries framed as managing a problem for eg. "how do I manage HR compliance," "how do I manage HR for a fast-growing company" returned zero product names across every run. The moment the query becomes tool-shaped like "how do I track onboarding and compensation in one place", products appear: BambooHR, Rippling, Deel, Workday. All US or global enterprise. The four audited European brands were recommended in none of these outputs, in any run, under either framing. On Perplexity, audited brands occasionally surfaced as citations in tool-shaped queries being present in the sources, absent from the answer.
At its starkest, ChatGPT's answer to the budget-control query recommends adopting "spend management software" as a step without naming a single product. The category is visible; every brand in it is not.
<aside> ⚡ AI connects "how do I solve this" to products only when the buyer already speaks in software language. The buyer moment with the highest intent is the moment every brand goes invisible and no traditional analytics tool shows a brand this is happening.
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To understand who this hurts most, I looked at two categories brand by brand.
