Real ChatGPT answer · index seedmJiGnbGTGKkcompleteAutomotive · used carscomparison

What is the absolute best way to negotiate an extended warranty when buying a used car from a dealership

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What is the absolute best way to negotiate an extended warranty when buying a used car from a dealership
2 real searches · 1 real-search pass
FTC consumer advice extended warranties vehicle service contracts used cars dealer cancellation coverageGoogle ↗
OBSERVEDComparison
CFPB auto loan add-ons extended warranties dealership negotiate total price service contractGoogle ↗
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 / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / 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 extended warranties vehicle service contracts used cars dealer cancellation coverage Google ↗
CFPB auto loan add-ons extended warranties dealership negotiate total price service contract Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
FTC consumer advice extended warranties vehicle service contracts used cars dealer cancellation coverage
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
CFPB auto loan add-ons extended warranties dealership negotiate total price service contract
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1