Real ChatGPT answer · index seedJsFkncwMkRUcompleteAutomotive · car reliability and safetycomparison

Is it smarter to buy a certified pre-owned economy car or a luxury car with an extended warranty for my first post-grad job commute?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is it smarter to buy a certified pre-owned economy car or a luxury car with an extended warranty for my first post-grad job commute?
2 real searches · 1 real-search pass
certified pre-owned car warranty inspection consumer advice FTC used car warranty extended service contractGoogle ↗
OBSERVEDComparison
average cost of ownership economy sedan vs luxury sedan maintenance insurance depreciation 2025Google ↗
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). 1 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
certified pre-owned car warranty inspection consumer advice FTC used car warranty extended service contract Google ↗
average cost of ownership economy sedan vs luxury sedan maintenance insurance depreciation 2025 Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
certified pre-owned car warranty inspection consumer advice FTC used car warranty extended service contract
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
average cost of ownership economy sedan vs luxury sedan maintenance insurance depreciation 2025
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1