Real ChatGPT answer · index seedlP4g4NdMs5QcompleteInsurance · umbrella insurancecomparison

Can you contrast the underinsured motorist umbrella coverage limits of Chubb and Liberty Mutual for a small business owner commuting in heavy traffic?

ChatGPTgpt-64 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you contrast the underinsured motorist umbrella coverage limits of Chubb and Liberty Mutual for a small business owner commuting in heavy traffic?
4 real searches · 1 real-search pass
Chubb personal umbrella uninsured underinsured motorist coverage limits umbrella policy officialGoogle ↗
OBSERVEDYes / no
Liberty Mutual personal umbrella uninsured underinsured motorist coverage limits officialGoogle ↗
OBSERVEDDefinition
Chubb umbrella excess uninsured motorist coverage state availability PennsylvaniaGoogle ↗
OBSERVEDOther / navigational
Liberty Mutual umbrella uninsured motorist coverage Pennsylvania limitsGoogle ↗
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 (4)
Short factOther / navigational25%Comparison25%ConsequenceReasonDefinition25%InstructionYes / no25%

Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT4 real searches · gpt-6
Chubb personal umbrella uninsured underinsured motorist coverage limits umbrella policy official Google ↗
Liberty Mutual personal umbrella uninsured underinsured motorist coverage limits official Google ↗
Chubb umbrella excess uninsured motorist coverage state availability Pennsylvania Google ↗
Liberty Mutual umbrella uninsured motorist coverage Pennsylvania limits Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Chubb personal umbrella uninsured underinsured motorist coverage limits umbrella policy official
OBSERVED
Google ↗
AI Mode ↗
—Yes / no——1x
of 1
Liberty Mutual personal umbrella uninsured underinsured motorist coverage limits official
OBSERVED
Google ↗
AI Mode ↗
—Definition——1x
of 1
Chubb umbrella excess uninsured motorist coverage state availability Pennsylvania
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Liberty Mutual umbrella uninsured motorist coverage Pennsylvania limits
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1