Which car insurance provider is better for accurate estimating car repair insurance costs when you take your car to a local mechanic?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which car insurance provider is better for accurate estimating car repair insurance costs when you take your car to a local mechanic?
2 real searches · 1 real-search pass
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
California auto insurance claims choose own repair shop labor rates supplements insurer estimate independent mechanic consumer guidance Google ↗
best car insurance companies claims satisfaction repair shop claims handling 2025 2026 J.D. Power Google ↗
- JD Power: Total Loss Auto Claims Weigh Down Insurance Customer Satisfaction · amp.insurancejournal.com
- J.D. Power’s best and worst car insurance companies for customer satisfaction in 2026 · insurance.com
- Vehicle Estimate & Select Service Repair Services · statefarm.com
- So You've Had an Accident, What's Next? · insurance.ca.gov
- AutoRepairConsumerBillofRights_Final-3.pdf · insurance.ca.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
California auto insurance claims choose own repair shop labor rates supplements insurer estimate independent mechanic consumer guidance OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
best car insurance companies claims satisfaction repair shop claims handling 2025 2026 J.D. Power OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |