Real ChatGPT answer · index seedSj4jHziyz44completeInsurance · auto insurancecomparison

Looking at factors increasing insurance rates, do I get penalized worse by State Farm or Liberty Mutual for having a minor fender bender?

ChatGPTgpt-62 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Looking at factors increasing insurance rates, do I get penalized worse by State Farm or Liberty Mutual for having a minor fender bender?
2 real searches · 1 real-search pass
State Farm vs Liberty Mutual auto insurance accident surcharge at-fault accident forgiveness Virginia rate increaseGoogle ↗
OBSERVEDComparison
Virginia auto insurance at-fault accident surcharge minor accident State Farm Liberty Mutual policyGoogle ↗
OBSERVEDReason

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)
Short factOther / navigationalComparison50%ConsequenceReason50%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 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
State Farm vs Liberty Mutual auto insurance accident surcharge at-fault accident forgiveness Virginia rate increase Google ↗
Virginia auto insurance at-fault accident surcharge minor accident State Farm Liberty Mutual policy Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
State Farm vs Liberty Mutual auto insurance accident surcharge at-fault accident forgiveness Virginia rate increase
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Virginia auto insurance at-fault accident surcharge minor accident State Farm Liberty Mutual policy
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1