Real ChatGPT answer · index seedxKKk1yZh31kcompleteInsurance · insurance claimscomparison

Between USAA and Liberty Mutual, which insurer makes commercial windshield claims easiest without raising small business rates?

ChatGPTgpt-64 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Between USAA and Liberty Mutual, which insurer makes commercial windshield claims easiest without raising small business rates?
4 real searches · 1 real-search pass
USAA commercial insurance auto coverage business vehicle windshield claims glass coverage claims surcharge policyGoogle ↗
OBSERVEDReason
Liberty Mutual commercial auto glass windshield claims glass repair deductible surcharge premium small businessGoogle ↗
OBSERVEDReason
USAA commercial auto insurance windshield glass claim comprehensive deductible business policy claims rate increaseGoogle ↗
OBSERVEDReason
Liberty Mutual commercial auto windshield glass claim repair deductible rate increase small businessGoogle ↗
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 (4)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT4 real searches · gpt-6
USAA commercial insurance auto coverage business vehicle windshield claims glass coverage claims surcharge policy Google ↗
Liberty Mutual commercial auto glass windshield claims glass repair deductible surcharge premium small business Google ↗
USAA commercial auto insurance windshield glass claim comprehensive deductible business policy claims rate increase Google ↗
Liberty Mutual commercial auto windshield glass claim repair deductible rate increase small business Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
USAA commercial insurance auto coverage business vehicle windshield claims glass coverage claims surcharge policy
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Liberty Mutual commercial auto glass windshield claims glass repair deductible surcharge premium small business
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
USAA commercial auto insurance windshield glass claim comprehensive deductible business policy claims rate increase
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Liberty Mutual commercial auto windshield glass claim repair deductible rate increase small business
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1