Real ChatGPT answer · index seedP9uzQe6kLOscompleteInsurance · umbrella insurancebrand

Liberty Mutual quotes seem high to me lately so what are the best cheap alternatives for personal liability umbrella insurance right now?

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Liberty Mutual quotes seem high to me lately so what are the best cheap alternatives for personal liability umbrella insurance right now?
1 real search · 1 real-search pass
best affordable personal umbrella insurance companies 2026 rates eligibility discounts State Farm Travelers Auto-Owners USAA Nationwide ProgressiveGoogle ↗
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 (1)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

ChatGPT1 real searches · gpt-6
best affordable personal umbrella insurance companies 2026 rates eligibility discounts State Farm Travelers Auto-Owners USAA Nationwide Progressive Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best affordable personal umbrella insurance companies 2026 rates eligibility discounts State Farm Travelers Auto-Owners USAA Nationwide Progressive
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
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