Study · Los Angeles · October 2026
AI never names 83% of local businesses
in Los Angeles
We checked 1,021 businesses in Los Angeles across five local industries against ChatGPT, Gemini, Claude and Perplexity. 83.0% were never named by any of the four. Los Angeles had the smallest gap of the five cities, yet half of its businesses with 1,000+ Google reviews were still never named.
The gap by industry in Los Angeles
The share of businesses never named by any of the four assistants.
Being well reviewed isn't enough
- 50% of the 36 businesses with 1,000+ Google reviews were never named.
- 320 businesses with 4.5+ stars and 100+ reviews were never named.
- On average, 4.6 of the 10 most-reviewed businesses in each industry here were never named.
The sites AI cited most in Los Angeles
The share of answers that cited each site at least once.
- Yelp: 30.2%
- BestInHood: 17.7%
- Trustanalytica: 15.6%
- Expertise.com: 10.9%
- California's contractor licensing board: 10.9%
Yelp was cited in 30.2% of answers, more than in any of the other four cities, and the state contractor licensing board also ranked highly.
The assistants also rarely agree: 73% of the businesses they recommended here were named by only one of the four, so one check in one assistant says little.
What this means for agencies in Los Angeles
Most owners here don't know whether AI names them, and many of the businesses it leaves out already have strong reputations. That gives you a specific finding to open a conversation with, and ongoing work to offer on the sites AI actually reads.
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About these figures
From our study of 6,682 local businesses in 25 US markets, using Google's local listings and answers collected in October 2026. Answers change over time, so treat this as a snapshot. We don't publish business names.
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