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Measured market data

Who does AI recommend for Insurance agency in Little Elm, TX?

As of 24 July 2026, when asked “best Insurance agency in Little Elm, TX”, leading AI assistants named 4 businesses: Nexum Insurance, Schell Insurance, Michel Hambrick Agency Inc and Quote Texas.

RankPilotHQ · Measured 24 July 2026 · Point-in-time snapshot · Method and limitations below

4businesses AI named
3of them absent from Google’s local results
1appeared on both lists
4ranked by Google but not named by AI

The businesses AI recommends

These are the businesses named in the assistants’ answers to “best Insurance agency in Little Elm, TX”, in the order they were given.

#BusinessAlso on Google?
1Nexum InsuranceAI only
2Schell InsuranceAI only
3Michel Hambrick Agency IncAlso on Google
4Quote TexasAI only

What Google’s local results show

For the identical search, Google’s local results ranked these businesses.

#BusinessRatingNamed by AI?
1Kristian Schwitzer Insurance Agency5Google only
2Michel Hambrick Agency5Also named by AI
3Justin Bigby - State Farm Insurance Agent4.8Google only
4Allen Insurance Group4Google only
5Ryan Dunn - State Farm Insurance Agent5Google only

The gap

Only one business appears on both lists. 3 of the businesses AI recommends do not show up in Google’s local results for this search at all, and 4 businesses Google ranks are never named by the assistants.

Ranking well on Google and being recommended by AI are two different races. A business can own the map pack in Little Elm, TX and still be invisible when a customer asks an assistant the same question — and the reverse happens just as often.

The two systems read different things. Google’s local pack leans on proximity, Google Business Profile completeness and review volume. An assistant is summarising what the web says about a business — directory profiles, roundups, forum threads and the business’s own pages — and names whoever its trusted sources describe most clearly. Different inputs, different lists.

Method and limitations

Other markets we measured

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