Real ChatGPT answer · index seedSp8nTSSCth8completeInsurance · auto insurancecommercial

How do actuaries weigh telematics data against credit-based insurance scores when calculating monthly auto insurance premiums in states that still allow it?

ChatGPTgpt-62 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How do actuaries weigh telematics data against credit-based insurance scores when calculating monthly auto insurance premiums in states that still allow it?
2 real searches · 1 real-search pass
NAIC usage-based insurance telematics rating factors credit-based insurance scores actuarial auto insurance state regulationGoogle ↗
OBSERVED
insurance credit scores auto insurance actuarial predictive value telematics driving behavior rating factors state lawsGoogle ↗
OBSERVED

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.

Classifying 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
NAIC usage-based insurance telematics rating factors credit-based insurance scores actuarial auto insurance state regulation Google ↗
insurance credit scores auto insurance actuarial predictive value telematics driving behavior rating factors state laws Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
NAIC usage-based insurance telematics rating factors credit-based insurance scores actuarial auto insurance state regulation
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
insurance credit scores auto insurance actuarial predictive value telematics driving behavior rating factors state laws
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1