Real ChatGPT answer · index seedwF631aKQeD0completeInsurance · business insurancecommercial

Looking for the most affordable umbrella liability coverage providers for small contractors who need to keep overhead low

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Looking for the most affordable umbrella liability coverage providers for small contractors who need to keep overhead low
2 real searches · 1 real-search pass
affordable commercial umbrella insurance for small contractors Louisiana providers 2026 pricing requirementsGoogle ↗
OBSERVEDComparison
small contractor commercial umbrella insurance independent agents Louisiana general liability excess liabilityGoogle ↗
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 (2)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
affordable commercial umbrella insurance for small contractors Louisiana providers 2026 pricing requirements Google ↗
small contractor commercial umbrella insurance independent agents Louisiana general liability excess liability Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
affordable commercial umbrella insurance for small contractors Louisiana providers 2026 pricing requirements
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
small contractor commercial umbrella insurance independent agents Louisiana general liability excess liability
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1