What LLMs cite
stop overpaying for car insurance comparison tool
From recent prompt runs · United States · Updated September 15, 2026
GEOGrow tested this high-intent customer question across Gemini, ChatGPT, and Perplexity. Rankings below show which companies appeared most often in those responses — not who is independently the best.
Top brand
compare
Leads across all key metrics
AI engines mentioning
3 of 3
compare appears in 3 of 3 AI engines
#1 recommendations
3
compare was the #1 recommendation 3 times.
AI answer share
100%
compare appears in 100% of answers in our tests
Top AI Answers
Which companies appear most often in AI responses?
Updated September 15, 2026
| # | Company | AI engines mentioning | #1 recommendations | AI answer share |
|---|---|---|---|---|
| 1 | compare Claim your company | 3 of 3 | 3 | 100% |
| 2 | Nerd Wallet Claim | 2 of 3 | 0 | 67% |
| 3 | Squeeze Claim | 1 of 3 | 0 | 33% |
| 4 | Protect Claim | 3 of 3 | 0 | 100% |
What Each AI Recommended
Recent answer snapshots by engine.
ChatGPT
- 1. compare
- 3. Nerd Wallet
- 9. Squeeze
- 20. Protect
Gemini
- 1. compare
- 2. Nerd Wallet
- 20. Protect
PerplexityWhat LLMs cite
Sources cited in the most recent prompt runs for this question. The mix varies by engine.
- thezebra.com The Zebra: Instantly Compare Insurance Quotes
- insurify.com Compare Cheap Car Insurance Quotes from 120+ Top Insurers
- autoinsurance.org Best Auto Insurance Comparison Sites in 2026: Fast Online Quotes
- thezebra.com Compare Car Insurance Rates Side-by-Side in 2026
- insurify.com Best Car Insurance Comparison Sites (2026 Guide)
- nerdwallet.com Car Insurance Comparison Tool | Get Quotes in Minutes
- compare.com The 7 Best Insurance Comparison Sites of 2026 | Compare.com
- experian.com Compare Car Insurance Quotes - Multiple Quotes in Minutes
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See how this market performs for the questions customers are asking AI.
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- How quickly can I get an online loan for a leaky roof repair? OneMain Financial
- Why is my car insurance so high and how to reduce it GEICO
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- best way to reduce my car insurance premium without losing coverage Geico
- how to find the lowest auto insurance rates and save hundreds compare
- quickest way to get personalized car insurance quotes compare
- find adequate car insurance coverage at the cheapest price Geico
- cheapest car insurance quotes in Ohio Nerd Wallet
Markets move fast once AI patterns set in.
Who's Winning in AI?
AI Leaderboard · Based on this buyer question
compare currently leads this conversation. AI visibility leadership is valuable — but competitive markets shift fast.
compare currently leads this conversation.
- #1 compare 100%
- #2 Nerd Wallet 67%
- #3 Squeeze 33%
- #4 Protect 100%
Get ahead of the competition
Defend this answer before competitors close the gap.
Multiple businesses already appear in this answer set. Claim your company, improve your visibility, and compete for the recommendations students and institutions will actually see.
Leading in AI is an advantage — keeping it is the strategy.
Turn current visibility into durable pipeline with GEOGrow.
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How We Measure AI Answer Share
AI Answer Tracker by GEOGrow measures how companies appear when high-intent customer questions are asked across supported AI platforms. Results are observational snapshots and can vary by model, location, personalization, source availability, and date.
AI Answer Share is weighted recommendation appearances divided by all possible recommendation opportunities. Rankings shown here represent the responses collected during the stated research period and are not endorsements by GEOGrow. Method: 3 independent AI observations.
- Question tested
- stop overpaying for car insurance comparison tool
- Market
- United States
- AI engines
- Gemini, ChatGPT, and Perplexity
- Research date
- September 15, 2026