Real ChatGPT answer · index seed8A334EGvN70completeInsurance · auto insurancecomparison

Does Progressive offer a better safe driver discount program for someone like me who just got their license compared to what Liberty Mutual offers?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Does Progressive offer a better safe driver discount program for someone like me who just got their license compared to what Liberty Mutual offers?
2 real searches · 1 real-search pass
Progressive Snapshot new drivers newly licensed driver discount program how it works 2026Google ↗
OBSERVEDOther / navigational
Liberty Mutual RightTrack newly licensed drivers safe driver discount program how it works 2026Google ↗
OBSERVEDOther / navigational

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 / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / 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
Progressive Snapshot new drivers newly licensed driver discount program how it works 2026 Google ↗
Liberty Mutual RightTrack newly licensed drivers safe driver discount program how it works 2026 Google ↗
  1. Snapshot Frequently Asked Questions · progressive.com
  2. Snapshot Mobile Terms and Conditions · progressive.com
  3. RightTrack® Safe Driver Program · libertymutual-quotes.com
  4. RightTrack® · libertymutual.com
  5. RightTrack Terms & Conditions Agent · libertymutual.com
  6. Snapshot Rewards You for Good Driving · progressive.com
  7. Snapshot® Terms & Conditions · progressive.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Progressive Snapshot new drivers newly licensed driver discount program how it works 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Liberty Mutual RightTrack newly licensed drivers safe driver discount program how it works 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1