What 4,291 AI answers say about which businesses get named
AI assistants name a specific business in 21% to 33% of answers, depending on the engine. We analysed 4,291 answers across ChatGPT, Claude, Gemini and Perplexity between 28 April and 10 August 2026, and separately tested 60 real businesses across 41 niches. Half of those businesses never appeared once. The engines do not pick the biggest company. They assemble answers from sources they trust on the specific question being asked, which means the unit of competition is the question, not the company.
Last updated August 2026
What we measured
How often does each AI engine name a specific business?
Perplexity and Gemini name a specific business in 33% of answers. ChatGPT does it in 21%, roughly a third less often than either. If you judge your visibility by what ChatGPT says about you, you are reading the least generous engine of the four.
| Engine | Answers | Named a business | Sources per answer | Named in first 200 chars |
|---|---|---|---|---|
| Perplexity | 1,070 | 33% | 9.9 | 80% |
| Gemini | 1,070 | 33% | 5.2 | 67% |
| Claude | 1,076 | 31% | 5.1 | 71% |
| ChatGPT | 1,075 | 21% | 1.8 | 88% |
How many sources does an AI answer actually cite?
Between 1.8 and 9.9, depending on the engine. Perplexity cited an average of 9.9 sources per answer. ChatGPT cited 1.8. That is a spread of more than five to one, and it changes the strategy: being one of several acceptable sources can be enough to get surfaced in Perplexity, while ChatGPT behaves much closer to winner-take-all. A business competing only for the ChatGPT answer is competing for a far narrower slot than one competing across all four.
How many businesses are invisible to AI search?
Half of them. We tested 60 real businesses across 41 distinct niches, from masonry restoration to orthodontics to staffing agencies, running the buyer questions their own customers ask before choosing a provider. 30 of the 60 never appeared once. 48 of the 60 scored zero on our visibility measure. The average business owned 9.4% of the answers in its own category, and the strongest performer in the set reached 40%.
The useful read on that is not that most businesses are losing. It is that most categories are still unclaimed. In a market where two thirds of answers name nobody and half of businesses appear nowhere, the cost of being the one that answers clearly is lower now than it will be later.
What makes an AI assistant recommend one business over another?
The engines assemble answers from sources they treat as authoritative on the specific question being asked. Not the biggest brand, not the highest domain rating, and not the business with the most pages. That distinction matters because it changes the unit of competition from the company to the question. A business that has published a clear, specific answer to a question becomes a candidate to be named in answers to that question. A business that has published nothing on it cannot be named, no matter how established it is.
It also explains why a strong search ranking does not carry over on its own. A ranked list and a generated answer are separate results with separate winners, drawn from different signals about the same question.
What this looks like when it works
Three businesses that went from absent to owning the majority of answers in their category. Each one is a different market with a different buyer.
Common questions about AI visibility
How often do AI assistants name a specific business?
Between 21% and 33% of the time, depending on the engine. Across 4,291 answers we measured, Perplexity and Gemini named a specific business in 33% of answers, Claude in 31%, and ChatGPT in 21%. The majority of AI answers about a buying decision name no business at all, which means most categories are still unclaimed.
Which AI engine recommends businesses most often?
Perplexity and Gemini, tied at 33% of answers naming a specific business. ChatGPT is the outlier at 21%, roughly a third less often than either. If you are judging your AI visibility by what ChatGPT says about you, you are reading the least generous engine of the four.
How many sources does an AI answer cite?
It varies enormously by engine. Perplexity cited an average of 9.9 sources per answer while ChatGPT cited 1.8, a spread of more than five to one. The practical effect is that being one of several acceptable sources can be enough to get surfaced in Perplexity, while ChatGPT behaves much closer to winner-take-all.
How many businesses are invisible to AI search?
Half. We tested 60 real businesses across 41 niches and 30 of them never appeared once in any AI answer for the buyer questions in their own category. 48 of the 60 scored zero on our visibility measure. The average business owned 9.4% of the answers in its category and the best performer reached 40%.
Does ranking in Google mean you appear in AI answers?
Not necessarily. They are separate results with separate winners. Generative engines assemble an answer from sources they treat as authoritative on the specific question rather than reading down a ranked list, so a business can hold a strong search position and still go unnamed in the answer to the same question.
What makes an AI assistant recommend one business over another?
The engines assemble answers from sources they treat as authoritative on the specific question being asked. That means the unit of competition is the question, not the company. A business that has published a clear, specific answer to a question becomes a candidate to be named in answers to that question. A business that has not published anything on it cannot be named, regardless of how large or well known it is.
How this was measured
Answer sample. 4,291 answers collected between 28 April and 10 August 2026 across four generative engines: ChatGPT, Claude, Gemini and Perplexity. Between 1,070 and 1,076 answers per engine. Each answer is a response to a buyer question drawn from a real business category, not a synthetic prompt set.
Scope. Generative answers only. Google search results were collected over the same period but are excluded from this study, because a ranked list of links and a written answer are different products and comparing them side by side would be misleading.
Named a business. An answer counts as naming a business when the business name or a known variant appears in the response text. Sources per answer is the count of references the engine returned with its answer.
Market sample. 60 businesses across 41 distinct niches, tested between 3 June and 14 August 2026. Each business was run against the buyer questions asked in its own category. A business scored zero when it appeared in none of them.
Limitations. The businesses in the market sample are drawn from our own prospect and client pipeline, not a random sample of the economy, so they skew toward small and mid-sized service businesses in North America. Engine behaviour also changes over time. These figures describe a window, not a constant, which is why the date range is stated rather than implied.
Figures on this page are refreshed periodically. Last updated August 2026.
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