Real ChatGPT answer · index seedB4daNPaFgf0completeInsurance · auto insurancecomparison

Assess the policy surcharge disparity between Liberty Mutual and Progressive during the first renewal cycle after adding a sixteen-year-old male driver.

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Assess the policy surcharge disparity between Liberty Mutual and Progressive during the first renewal cycle after adding a sixteen-year-old male driver.
2 real searches · 1 real-search pass
Liberty Mutual Progressive adding teen driver 16 year old male renewal premium increase surcharge comparison 2025 2026Google ↗
OBSERVED
teen driver insurance rates by company Liberty Mutual Progressive 16 year old male renewalGoogle ↗
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 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
Liberty Mutual Progressive adding teen driver 16 year old male renewal premium increase surcharge comparison 2025 2026 Google ↗
teen driver insurance rates by company Liberty Mutual Progressive 16 year old male renewal Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Liberty Mutual Progressive adding teen driver 16 year old male renewal premium increase surcharge comparison 2025 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
teen driver insurance rates by company Liberty Mutual Progressive 16 year old male renewal
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1