Real ChatGPT answer · index seedaHR6U3pnDUAcompleteAutomotive · new carscomparison

Is the powertrain extended warranty worth the extra cost on a new luxury SUV or do modern cars rarely have major engine failures?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Is the powertrain extended warranty worth the extra cost on a new luxury SUV or do modern cars rarely have major engine failures?
2 real searches · 1 real-search pass
new vehicle extended warranty worth it powertrain warranty reliability major engine failure luxury SUV Consumer Reports FTCGoogle ↗
OBSERVED
luxury SUV reliability engine transmission repair costs 2025 reliability study J.D. PowerGoogle ↗
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
new vehicle extended warranty worth it powertrain warranty reliability major engine failure luxury SUV Consumer Reports FTC Google ↗
luxury SUV reliability engine transmission repair costs 2025 reliability study J.D. Power Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
new vehicle extended warranty worth it powertrain warranty reliability major engine failure luxury SUV Consumer Reports FTC
OBSERVED
Google ↗
AI Mode ↗
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of 1
luxury SUV reliability engine transmission repair costs 2025 reliability study J.D. Power
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1