Real ChatGPT answer · index seedeYYd1UXlBnMcompleteInsurance · auto insurancecomparison

Looking at factors increasing insurance rates, do I have a better chance of keeping my bill low with Nationwide or Liberty Mutual?

ChatGPTgpt-63 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Looking at factors increasing insurance rates, do I have a better chance of keeping my bill low with Nationwide or Liberty Mutual?
3 real searches · 1 real-search pass
Nationwide vs Liberty Mutual auto insurance rates California underwriting factors discounts 2026Google ↗
OBSERVED
California Department of Insurance auto insurance rating factors driving record mileage garaging location credit score prohibitedGoogle ↗
OBSERVED
Nationwide auto insurance discounts SmartRide vanishing deductible Liberty Mutual RightTrack discounts officialGoogle ↗
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 3 queries…

Searches and sources

ChatGPT3 real searches · gpt-6
Nationwide vs Liberty Mutual auto insurance rates California underwriting factors discounts 2026 Google ↗
California Department of Insurance auto insurance rating factors driving record mileage garaging location credit score prohibited Google ↗
Nationwide auto insurance discounts SmartRide vanishing deductible Liberty Mutual RightTrack discounts official Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Nationwide vs Liberty Mutual auto insurance rates California underwriting factors discounts 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
California Department of Insurance auto insurance rating factors driving record mileage garaging location credit score prohibited
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Nationwide auto insurance discounts SmartRide vanishing deductible Liberty Mutual RightTrack discounts official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1