Real ChatGPT answer · index seedEOPnEMHKHqwcompleteAutomotive · car reliability and safetycomparison

Are third-party extended auto warranties worth the monthly payment for a recent grad who knows nothing about fixing cars?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Are third-party extended auto warranties worth the monthly payment for a recent grad who knows nothing about fixing cars?
2 real searches · 1 real-search pass
FTC consumer advice extended auto warranties vehicle service contracts exclusions claims cancellationGoogle ↗
OBSERVED
Consumer Reports extended car warranty worth it vehicle service contract adviceGoogle ↗
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
FTC consumer advice extended auto warranties vehicle service contracts exclusions claims cancellation Google ↗
Consumer Reports extended car warranty worth it vehicle service contract advice Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
FTC consumer advice extended auto warranties vehicle service contracts exclusions claims cancellation
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Consumer Reports extended car warranty worth it vehicle service contract advice
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1