Real ChatGPT answer · index seedhWxfzx5dxjocompleteInsurance · auto insuranceinformational

What factors do auto insurance algorithms look at the most when determining rates for twenty two year olds living in major cities?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What factors do auto insurance algorithms look at the most when determining rates for twenty two year olds living in major cities?
2 real searches · 1 real-search pass
auto insurance rating factors age driving record location mileage vehicle credit-based insurance score urban density 22 year oldGoogle ↗
OBSERVEDReason
NAIC auto insurance factors rates age location driving record mileage vehicle credit insurance score state restrictionsGoogle ↗
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 / navigationalComparisonConsequenceReason100%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
auto insurance rating factors age driving record location mileage vehicle credit-based insurance score urban density 22 year old Google ↗
NAIC auto insurance factors rates age location driving record mileage vehicle credit insurance score state restrictions Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
auto insurance rating factors age driving record location mileage vehicle credit-based insurance score urban density 22 year old
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
NAIC auto insurance factors rates age location driving record mileage vehicle credit insurance score state restrictions
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1