Real ChatGPT answer · index seedokCxUGHl04EcompleteInsurance · auto insurancecomparison

Can you compare Progressive and Liberty Mutual to see which one raises rates less for a single parking ticket on a family minivan?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Can you compare Progressive and Liberty Mutual to see which one raises rates less for a single parking ticket on a family minivan?
3 real searches · 1 real-search pass
Progressive auto insurance parking ticket rate increase non-moving violation surcharge policyGoogle ↗
OBSERVED
Liberty Mutual auto insurance parking ticket rate increase non-moving violation surcharge policyGoogle ↗
OBSERVED
Virginia DMV parking tickets driving record insurance nonmoving violationGoogle ↗
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
Progressive auto insurance parking ticket rate increase non-moving violation surcharge policy Google ↗
Liberty Mutual auto insurance parking ticket rate increase non-moving violation surcharge policy Google ↗
Virginia DMV parking tickets driving record insurance nonmoving violation Google ↗
  1. Do Tickets Affect Your Insurance Rate? · progressive.com
  2. Speeding Tickets and Insurance Costs · libertymutual.com
  3. Moving Violations and Point Assessments · dmv.virginia.gov
  4. Virginia SCC · scc.virginia.gov

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Progressive auto insurance parking ticket rate increase non-moving violation surcharge policy
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Liberty Mutual auto insurance parking ticket rate increase non-moving violation surcharge policy
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Virginia DMV parking tickets driving record insurance nonmoving violation
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1