Inserviss Labs
Insights

Original research on AI visibility

We run the same measurement Beacon sells — real buyer questions, sampled across AI engines, checking who actually gets named — and publish what we find, including when the numbers aren’t flattering.

Featured · Directional study

When clients ask AI for a Swiss private bank, who gets named?

48 buyer questions, 3 engines, 23 public banks. Gemini names a bank in 42 of 48 answers; Perplexity in 32. One question cluster goes to almost no bank at all.

N = 1·ChatGPT · Gemini · Perplexity·Sept 2026
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Directional study

When clients ask AI for an independent wealth manager, who gets named?

100 buyer questions, 26 boutique & independent firms. 67 of the 100 questions got no named firm on any engine — the category is almost entirely unclaimed in AI answers.

N = 1·ChatGPT · Gemini · Perplexity·Sept 2026
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Directional study

When U.S. clients ask AI for a wealth manager, who gets named?

99 buyer questions, 26 wirehouses, private banks and independent RIAs. The U.S. companion to our Swiss studies — same method, same rigor, a much bigger market.

N = 1·ChatGPT · Gemini · Perplexity·Sept 2026
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Directional study

When buyers ask AI which business software to buy, who gets named?

100 buyer questions, 24 CRM, HR, ERP and support vendors. Only 5 of the 100 questions got no named vendor on any engine — the most crowded category we’ve measured, with Salesforce and HubSpot dominating.

N = 1·ChatGPT · Gemini · Perplexity·Sept 2026
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Directional study

When LPs ask AI for venture capital fund due diligence, who gets named?

100 LP due-diligence questions, 23 venture capital funds. 64 of the 100 got no named fund on any engine — due diligence and fee questions are almost entirely unclaimed, the widest-open category we’ve measured.

N = 1·ChatGPT · Gemini · Perplexity·Sept 2026
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Directional study

When buyers ask AI which DevOps vendor to pick, who gets named?

100 buyer questions, 23 cloud, CI/CD and observability vendors. Every single question named a vendor on at least one engine — the most crowded category we’ve measured. AWS, Azure and Google Cloud dominate; Gemini names a vendor 100 of 100 times but grounds on nothing citable.

N = 1·ChatGPT · Gemini · Perplexity·Sept 2026
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Directional study

When buyers ask AI which cybersecurity vendor to pick, who gets named?

100 buyer questions, 24 EDR, identity, cloud security and compliance vendors. Only 1 of 100 questions got no named vendor — Microsoft Defender and CrowdStrike dominate, with Perplexity leaning almost entirely on independent research sites rather than vendors’ own pages.

N = 1·ChatGPT · Gemini · Perplexity·Sept 2026
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Directional study

When families ask AI for a family office, who gets named?

100 buyer questions, 26 multi-family offices and bank-run practices. Global, not one market — the US, UK/Europe and Switzerland, since family offices and their clients are inherently cross-border.

N = 1·ChatGPT · Gemini · Perplexity·Sept 2026
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Directional study · Local

When Zurich & New York patients ask AI for a dentist, who gets named?

Two location-dedicated studies — same 100 patient questions, the city swapped, so Zurich and New York are directly comparable. Solo practices, group clinics and implant / ortho specialists, all in one study per city.

N = 1·100 patient questions each·Sept 2026
Read the Zurich study →Read the New York study →
Directional study · Insurance

When buyers ask AI which insurer to use, who gets named?

Two region-dedicated studies — same six clusters and the same buyer intent question by question, phrased for each market, so Europe and the U.S. are directly comparable. Direct carriers, comparison platforms and digital-first insurtechs, all in one study per region.

N = 1·100 buyer questions each·Sept 2026
Read the Europe study →Read the U.S. study →
Browse every buyer question we’ve sampled →
August 7, 2026 · n=567

The AI Visibility Report 2026: Are Local Businesses Being Left Out of AI Search?

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