Real ChatGPT answer · index seed2ywxfyd5qngcompleteAutomotive · car reliability and safetycomparison

Are third party extended car warranties actually worth the monthly payment compared to dealership plans when buying a high mileage crossover

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are third party extended car warranties actually worth the monthly payment compared to dealership plans when buying a high mileage crossover
2 real searches · 1 real-search pass
FTC consumer advice auto extended warranties vehicle service contracts exclusions preexisting conditions maintenance claimsGoogle ↗
OBSERVEDReason
Consumer Reports extended car warranties dealer third party vehicle service contracts worth it high mileage carGoogle ↗
OBSERVEDComparison

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 / navigationalComparison50%ConsequenceReason50%DefinitionInstructionYes / 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
FTC consumer advice auto extended warranties vehicle service contracts exclusions preexisting conditions maintenance claims Google ↗
Consumer Reports extended car warranties dealer third party vehicle service contracts worth it high mileage car Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
FTC consumer advice auto extended warranties vehicle service contracts exclusions preexisting conditions maintenance claims
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Consumer Reports extended car warranties dealer third party vehicle service contracts worth it high mileage car
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1