Real ChatGPT answer · index seed5VzZ02kyjZgcompleteAutomotive · car buying processcommercial

Where can a small business owner with a clean driving record shop around for cheap auto insurance rates online?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Where can a small business owner with a clean driving record shop around for cheap auto insurance rates online?
2 real searches · 1 real-search pass
2026 auto insurance comparison sites commercial auto insurance small business owner clean driving record insurer official quotesGoogle ↗
OBSERVEDComparison
best online auto insurance quote comparison websites independent brokers small business owners commercial auto insurance US 2026Google ↗
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).

Searches and sources

ChatGPT2 real searches · gpt-6
2026 auto insurance comparison sites commercial auto insurance small business owner clean driving record insurer official quotes Google ↗
best online auto insurance quote comparison websites independent brokers small business owners commercial auto insurance US 2026 Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 auto insurance comparison sites commercial auto insurance small business owner clean driving record insurer official quotes
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
best online auto insurance quote comparison websites independent brokers small business owners commercial auto insurance US 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1