Real ChatGPT answer · index seedGKwPetKddpkcompleteInsurance · umbrella insurancebrand

How do customer satisfaction ratings for GEICO personal umbrella insurance compare to Progressive and Liberty Mutual for young adults?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How do customer satisfaction ratings for GEICO personal umbrella insurance compare to Progressive and Liberty Mutual for young adults?
3 real searches · 1 real-search pass
GEICO personal umbrella insurance customer satisfaction ratings reviews Progressive Liberty Mutual umbrella insurance young adultsGoogle ↗
OBSERVEDReason
J.D. Power homeowners insurance satisfaction GEICO Progressive Liberty Mutual 2025 ratingsGoogle ↗
OBSERVEDComparison
personal umbrella insurance customer reviews GEICO Progressive Liberty Mutual age young adultsGoogle ↗
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 / navigationalComparison67%ConsequenceReason33%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
GEICO personal umbrella insurance customer satisfaction ratings reviews Progressive Liberty Mutual umbrella insurance young adults Google ↗
J.D. Power homeowners insurance satisfaction GEICO Progressive Liberty Mutual 2025 ratings Google ↗
personal umbrella insurance customer reviews GEICO Progressive Liberty Mutual age young adults Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
GEICO personal umbrella insurance customer satisfaction ratings reviews Progressive Liberty Mutual umbrella insurance young adults
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
J.D. Power homeowners insurance satisfaction GEICO Progressive Liberty Mutual 2025 ratings
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
personal umbrella insurance customer reviews GEICO Progressive Liberty Mutual age young adults
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1