Real ChatGPT answer · index seedIsxYwSHnWMUcompleteInsurance · auto insurancecomparison

Is Liberty Mutual cheaper than Progressive for a driver with one minor speeding ticket and a credit score around 620

ChatGPTgpt-61 query10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is Liberty Mutual cheaper than Progressive for a driver with one minor speeding ticket and a credit score around 620
1 real search · 1 real-search pass
California auto insurance credit score prohibited use credit score insurance rates speeding ticket Liberty Mutual Progressive comparison 2026Google ↗
OBSERVED

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.

Classifying 1 queries…

Searches and sources

ChatGPT1 real searches · gpt-6
California auto insurance credit score prohibited use credit score insurance rates speeding ticket Liberty Mutual Progressive comparison 2026 Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
California auto insurance credit score prohibited use credit score insurance rates speeding ticket Liberty Mutual Progressive comparison 2026
OBSERVED
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