Real ChatGPT answer · index seed5uu6A0YiXyAcompleteInsurance · auto insurancecomparison

Compare Liberty Mutual and Geico regarding the hidden fees when you transfer your active insurance policy to a newly acquired vehicle.

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Compare Liberty Mutual and Geico regarding the hidden fees when you transfer your active insurance policy to a newly acquired vehicle.
3 real searches · 1 real-search pass
GEICO add or replace vehicle existing auto policy fee endorsement fee vehicle change officialGoogle ↗
OBSERVEDOther / navigational
Liberty Mutual add or replace vehicle existing auto policy fee endorsement fee vehicle change officialGoogle ↗
OBSERVEDOther / navigational
Texas Department of Insurance auto insurance policy change fees endorsement premium vehicle replacementGoogle ↗
OBSERVEDConsequence

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 (3)
Short factOther / navigational67%ComparisonConsequence33%ReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
GEICO add or replace vehicle existing auto policy fee endorsement fee vehicle change official Google ↗
Liberty Mutual add or replace vehicle existing auto policy fee endorsement fee vehicle change official Google ↗
Texas Department of Insurance auto insurance policy change fees endorsement premium vehicle replacement Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
GEICO add or replace vehicle existing auto policy fee endorsement fee vehicle change official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Liberty Mutual add or replace vehicle existing auto policy fee endorsement fee vehicle change official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Texas Department of Insurance auto insurance policy change fees endorsement premium vehicle replacement
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1