Real ChatGPT answer · index seedQzQAT7L394UcompleteInsurance · auto insurancecomparison

Liberty Mutual personal injury protection benefits compared to State Farm for families dealing with medical bills

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

The searches the AI actually ran for this prompt.

SEED QUERY
Liberty Mutual personal injury protection benefits compared to State Farm for families dealing with medical bills
3 real searches · 1 real-search pass
Liberty Mutual personal injury protection PIP coverage medical expenses lost wages officialGoogle ↗
OBSERVEDConsequence
State Farm personal injury protection PIP coverage medical expenses lost wages officialGoogle ↗
OBSERVEDConsequence
California auto insurance PIP MedPay coverage requirements California Department of InsuranceGoogle ↗
OBSERVEDReason

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 / navigationalComparisonConsequence67%Reason33%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 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
Liberty Mutual personal injury protection PIP coverage medical expenses lost wages official Google ↗
State Farm personal injury protection PIP coverage medical expenses lost wages official Google ↗
California auto insurance PIP MedPay coverage requirements California Department of Insurance Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Liberty Mutual personal injury protection PIP coverage medical expenses lost wages official
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
State Farm personal injury protection PIP coverage medical expenses lost wages official
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
California auto insurance PIP MedPay coverage requirements California Department of Insurance
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1