Real ChatGPT answer · index seedGJNCs4lnWMocompleteAutomotive · car reliability and safetycomparison

What goes into calculating the true total cost of ownership for a luxury European SUV like a Mercedes GLC versus an Infiniti QX50?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What goes into calculating the true total cost of ownership for a luxury European SUV like a Mercedes GLC versus an Infiniti QX50?
2 real searches · 1 real-search pass
Mercedes-Benz GLC Infiniti QX50 five year cost to own depreciation maintenance repair insurance fuel comparison methodologyGoogle ↗
OBSERVEDComparison
Edmunds true cost to own methodology depreciation taxes fees financing insurance fuel maintenance repairsGoogle ↗
OBSERVEDReason

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). 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
Mercedes-Benz GLC Infiniti QX50 five year cost to own depreciation maintenance repair insurance fuel comparison methodology Google ↗
Edmunds true cost to own methodology depreciation taxes fees financing insurance fuel maintenance repairs Google ↗
  1. What is True Cost to Own (TCO)? · help.edmunds.com
  2. Price: True Cost to Own · developer.edmunds.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Mercedes-Benz GLC Infiniti QX50 five year cost to own depreciation maintenance repair insurance fuel comparison methodology
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Edmunds true cost to own methodology depreciation taxes fees financing insurance fuel maintenance repairs
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1