Real ChatGPT answer · index seedIUPWOWNhnN8completeAutomotive · car buying processcomparison

Which commercial van has lower total cost of ownership when including brake wear and tire replacement costs between the Mercedes Benz Sprinter and Ford Transit

ChatGPTgpt-63 queries11/1/2026
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The searches the AI actually ran for this prompt.

SEED QUERY
Which commercial van has lower total cost of ownership when including brake wear and tire replacement costs between the Mercedes Benz Sprinter and Ford Transit
3 real searches · 1 real-search pass
Ford Transit vs Mercedes Sprinter total cost ownership maintenance brakes tires fleet operating costsGoogle ↗
OBSERVEDComparison
Ford Transit Sprinter brake pad rotor replacement cost tire replacement commercial vanGoogle ↗
OBSERVEDOther / navigational
Mercedes Sprinter Ford Transit maintenance repair cost reliability fleet comparison 2025 2026Google ↗
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 (3)
Short factOther / navigational33%Comparison67%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
Ford Transit vs Mercedes Sprinter total cost ownership maintenance brakes tires fleet operating costs Google ↗
Ford Transit Sprinter brake pad rotor replacement cost tire replacement commercial van Google ↗
Mercedes Sprinter Ford Transit maintenance repair cost reliability fleet comparison 2025 2026 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Ford Transit vs Mercedes Sprinter total cost ownership maintenance brakes tires fleet operating costs
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Ford Transit Sprinter brake pad rotor replacement cost tire replacement commercial van
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Mercedes Sprinter Ford Transit maintenance repair cost reliability fleet comparison 2025 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1