Real ChatGPT answer · index seedyERApCPzEbYcompleteInsurance · auto insurancecommercial

What are the best strategies to lower my commercial auto insurance premiums if my credit score is mediocre

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the best strategies to lower my commercial auto insurance premiums if my credit score is mediocre
2 real searches · 1 real-search pass
Pennsylvania commercial auto insurance credit score insurance scoring business auto premiums Pennsylvania lawGoogle ↗
OBSERVEDReason
NAIC credit based insurance scores auto insurance consumer guide commercial autoGoogle ↗
OBSERVEDOther / navigational

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 / navigational50%ComparisonConsequenceReason50%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 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
Pennsylvania commercial auto insurance credit score insurance scoring business auto premiums Pennsylvania law Google ↗
NAIC credit based insurance scores auto insurance consumer guide commercial auto Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Pennsylvania commercial auto insurance credit score insurance scoring business auto premiums Pennsylvania law
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
NAIC credit based insurance scores auto insurance consumer guide commercial auto
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1