Real ChatGPT answer · index seedwhvUPwxxy3ccompleteInsurance · auto insurancecomparison

between allstate and liberty mutual, which company has easier multi-car discount requirements for small business owners adding personal and work vehicles

ChatGPTgpt-64 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
between allstate and liberty mutual, which company has easier multi-car discount requirements for small business owners adding personal and work vehicles
4 real searches · 1 real-search pass
Allstate multi car discount requirements business use vehicles personal auto policy multiple vehiclesGoogle ↗
OBSERVED
Liberty Mutual multi car discount requirements business use vehicles personal auto policy multiple vehiclesGoogle ↗
OBSERVED
Allstate personal auto policy business use vehicle commercial auto multi car discount eligibilityGoogle ↗
OBSERVED
Liberty Mutual personal auto policy business use vehicle commercial auto multi car discount eligibilityGoogle ↗
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 4 queries…

Searches and sources

ChatGPT4 real searches · gpt-6
Allstate multi car discount requirements business use vehicles personal auto policy multiple vehicles Google ↗
Liberty Mutual multi car discount requirements business use vehicles personal auto policy multiple vehicles Google ↗
Allstate personal auto policy business use vehicle commercial auto multi car discount eligibility Google ↗
Liberty Mutual personal auto policy business use vehicle commercial auto multi car discount eligibility Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Allstate multi car discount requirements business use vehicles personal auto policy multiple vehicles
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Liberty Mutual multi car discount requirements business use vehicles personal auto policy multiple vehicles
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Allstate personal auto policy business use vehicle commercial auto multi car discount eligibility
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Liberty Mutual personal auto policy business use vehicle commercial auto multi car discount eligibility
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1