Between USAA and Liberty Mutual, which insurer makes commercial windshield claims easiest without raising small business rates?
Download run
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)
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 ↗
- USAA Business Insurance Review 2026: Limited Options, Little Commercial Experience · nerdwallet.com
- USAA Commercial Auto Insurance Review and Quotes (2026) · insurify.com
- Windshield and Glass Claims · usaa.com
- Claims Support · libertymutual.com
- Commercial auto claims FAQs · business.libertymutual.com
- Using your Auto Insurance · usaa.com
- Should I File a Claim · libertymutual.com
- FAQs: Understand your Auto Insurance Policy · usaa.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | 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 |