Real ChatGPT answer · index seedO9vo9Sxl9cocompleteInsurance · business insurancebrand

Can you compare the pricing of CNA versus Liberty Mutual for small business owners looking to switch commercial insurance carriers this quarter

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you compare the pricing of CNA versus Liberty Mutual for small business owners looking to switch commercial insurance carriers this quarter
2 real searches · 1 real-search pass
CNA small business insurance pricing premiums quote factors 2026 Liberty Mutual small business commercial insurance pricing premiums quote factors 2026Google ↗
OBSERVEDReason
CNA small business insurance products industries online quote Liberty Mutual small business insurance products industries quoteGoogle ↗
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 / navigationalComparison50%ConsequenceReason50%DefinitionInstructionYes / 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
CNA small business insurance pricing premiums quote factors 2026 Liberty Mutual small business commercial insurance pricing premiums quote factors 2026 Google ↗
CNA small business insurance products industries online quote Liberty Mutual small business insurance products industries quote Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
CNA small business insurance pricing premiums quote factors 2026 Liberty Mutual small business commercial insurance pricing premiums quote factors 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
CNA small business insurance products industries online quote Liberty Mutual small business insurance products industries quote
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1