Real ChatGPT answer · index seed32maKoMcM0EcompleteInsurance · auto insurancecomparison

Which is the better insurance option for a first-time buyer worried about how long a speeding ticket surcharge will affect their monthly bill, Geico or Liberty Mutual?

ChatGPTgpt-63 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which is the better insurance option for a first-time buyer worried about how long a speeding ticket surcharge will affect their monthly bill, Geico or Liberty Mutual?
3 real searches · 1 real-search pass
GEICO speeding ticket surcharge how long rate increase driving record 2026Google ↗
OBSERVED
Liberty Mutual speeding ticket surcharge how long rate increase 2026Google ↗
OBSERVED
Ohio speeding ticket insurance surcharge how long insurer rates driving record Ohio Department InsuranceGoogle ↗
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 3 queries…

Searches and sources

ChatGPT3 real searches · gpt-6
GEICO speeding ticket surcharge how long rate increase driving record 2026 Google ↗
Liberty Mutual speeding ticket surcharge how long rate increase 2026 Google ↗
Ohio speeding ticket insurance surcharge how long insurer rates driving record Ohio Department Insurance Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
GEICO speeding ticket surcharge how long rate increase driving record 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Liberty Mutual speeding ticket surcharge how long rate increase 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Ohio speeding ticket insurance surcharge how long insurer rates driving record Ohio Department Insurance
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1