Real ChatGPT answer · index seedjVXccouDxPscompleteAutomotive · car reliability and safetyinformational

How do insurance companies factor in a vehicle's advanced pedestrian detection scores when determining personal injury protection premium tiers?

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How do insurance companies factor in a vehicle's advanced pedestrian detection scores when determining personal injury protection premium tiers?
3 real searches · 1 real-search pass
auto insurance personal injury protection premiums rating factors vehicle safety technology pedestrian detection IIHS scoresGoogle ↗
OBSERVEDReason
NAIC auto insurance rating factors personal injury protection premiums vehicle safety featuresGoogle ↗
OBSERVEDReason
IIHS pedestrian crash prevention ratings insurance discounts automatic emergency brakingGoogle ↗
OBSERVEDComparison

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 (3)
Short factOther / navigationalComparison33%ConsequenceReason67%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
auto insurance personal injury protection premiums rating factors vehicle safety technology pedestrian detection IIHS scores Google ↗
NAIC auto insurance rating factors personal injury protection premiums vehicle safety features Google ↗
IIHS pedestrian crash prevention ratings insurance discounts automatic emergency braking Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
auto insurance personal injury protection premiums rating factors vehicle safety technology pedestrian detection IIHS scores
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
NAIC auto insurance rating factors personal injury protection premiums vehicle safety features
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
IIHS pedestrian crash prevention ratings insurance discounts automatic emergency braking
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1