Real ChatGPT answer · index seed2DBVygP5MRQcompleteInsurance · auto insurancebrand

Does Liberty Mutual apply a surcharge for parking infractions when calculating high-risk tier adjustments in the Philadelphia insurance market?

ChatGPTgpt-62 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Does Liberty Mutual apply a surcharge for parking infractions when calculating high-risk tier adjustments in the Philadelphia insurance market?
2 real searches · 1 real-search pass
Liberty Mutual Pennsylvania auto insurance underwriting parking tickets violations surcharge Philadelphia high risk tierGoogle ↗
OBSERVED
Pennsylvania insurance regulations parking violations surcharge auto insurance rates moving violations parking tickets Liberty MutualGoogle ↗
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 Pennsylvania auto insurance underwriting parking tickets violations surcharge Philadelphia high risk tier Google ↗
Pennsylvania insurance regulations parking violations surcharge auto insurance rates moving violations parking tickets Liberty Mutual Google ↗
  1. 31 Pa. Code § 67.33. Assessment of premium surcharge. · pacodeandbulletin.gov
  2. Section 1793.0 - Title 75 · legis.state.pa.us
  3. INSUREDCopy · public.libertymutual-cdn.com
  4. INSURED Copy · public.libertymutual-cdn.com
  5. View Document - Unofficial Purdon's Pennsylvania Statutes from Westlaw · govt.westlaw.com
  6. Pennsylvania Insurance Department · insurance.pa.gov

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Liberty Mutual Pennsylvania auto insurance underwriting parking tickets violations surcharge Philadelphia high risk tier
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Pennsylvania insurance regulations parking violations surcharge auto insurance rates moving violations parking tickets Liberty Mutual
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1