Real ChatGPT answer · index seed7w92ax18Px0completeInsurance · auto insurancecomparison

Comparing commercial auto quotes from Liberty Mutual and Nationwide for a small business with fair credit scores

ChatGPTgpt-61 query10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Comparing commercial auto quotes from Liberty Mutual and Nationwide for a small business with fair credit scores
1 real search · 1 real-search pass
Liberty Mutual commercial auto insurance small business coverage underwriting credit insurance score state restrictions; Nationwide commercial auto insurance small business coverage underwriting credit insurance score state restrictionsGoogle ↗
OBSERVED

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.

Classifying 1 queries…

Searches and sources

ChatGPT1 real searches · gpt-6
Liberty Mutual commercial auto insurance small business coverage underwriting credit insurance score state restrictions; Nationwide commercial auto insurance small business coverage underwriting credit insurance score state restrictions Google ↗
  1. credit-history-auto · insurance.maryland.gov
  2. Insurance Topics | Credit-Based Insurance Scores · content.naic.org
  3. Commercial Vehicle Insurance Quote · nationwide.com

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Liberty Mutual commercial auto insurance small business coverage underwriting credit insurance score state restrictions; Nationwide commercial auto insurance small business coverage underwriting credit insurance score state restrictions
OBSERVED
Google ↗
AI Mode ↗
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