Real ChatGPT answer · index seedR7HhzloyYDccompleteInsurance · auto insurancecomparison

Comparing the Geico accident forgiveness policy with Liberty Mutual to find out who has fewer restrictions for long time policyholders

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Comparing the Geico accident forgiveness policy with Liberty Mutual to find out who has fewer restrictions for long time policyholders
3 real searches · 1 real-search pass
GEICO accident forgiveness eligibility years insured clean driving record policy terms officialGoogle ↗
OBSERVEDDefinition
Liberty Mutual accident forgiveness eligibility years insured clean driving record policy terms officialGoogle ↗
OBSERVEDDefinition
South Carolina GEICO Liberty Mutual accident forgiveness availability restrictionsGoogle ↗
OBSERVEDConsequence

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 (3)
Short factOther / navigationalComparisonConsequence33%ReasonDefinition67%InstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
GEICO accident forgiveness eligibility years insured clean driving record policy terms official Google ↗
Liberty Mutual accident forgiveness eligibility years insured clean driving record policy terms official Google ↗
South Carolina GEICO Liberty Mutual accident forgiveness availability restrictions Google ↗
  1. Learn More About Claim Forgiveness · geico.com
  2. Accident Forgiveness · geico.com
  3. What is accident forgiveness? · libertymutual.com
  4. INSUREDCopy · public.libertymutual-cdn.com
  5. Customer Disclaimer · libertymutual.com
  6. What Is Accident Forgiveness & How Does It Work? · policygenius.com

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
GEICO accident forgiveness eligibility years insured clean driving record policy terms official
OBSERVED
Google ↗
AI Mode ↗
—Definition——1x
of 1
Liberty Mutual accident forgiveness eligibility years insured clean driving record policy terms official
OBSERVED
Google ↗
AI Mode ↗
—Definition——1x
of 1
South Carolina GEICO Liberty Mutual accident forgiveness availability restrictions
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1