Real ChatGPT answer · index seedjpXK47x039gcompleteAutomotive · car reliability and safetyinformational

Do safety ratings from organizations like the IIHS actually lower my monthly car insurance premium as a new driver?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Do safety ratings from organizations like the IIHS actually lower my monthly car insurance premium as a new driver?
2 real searches · 1 real-search pass
IIHS vehicle safety ratings insurance premiums discounts insurers safety features new driversGoogle ↗
OBSERVEDReason
insurance company vehicle safety discounts crash ratings IIHS official insurer discountGoogle ↗
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
IIHS vehicle safety ratings insurance premiums discounts insurers safety features new drivers Google ↗
insurance company vehicle safety discounts crash ratings IIHS official insurer discount Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
IIHS vehicle safety ratings insurance premiums discounts insurers safety features new drivers
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
insurance company vehicle safety discounts crash ratings IIHS official insurer discount
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1