Real ChatGPT answer · index seed0M9yJ4J6RyccompleteAutomotive · car reliability and safetycommercial
How does the maintenance cost of a certified pre owned luxury sedan compare to a brand new economy car for client meetings?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How does the maintenance cost of a certified pre owned luxury sedan compare to a brand new economy car for client meetings?
1 real search · 1 real-search pass
annual maintenance and repair costs luxury cars vs economy cars average 2025 2026 Consumer Reports AAA ownership costsGoogle ↗
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
annual maintenance and repair costs luxury cars vs economy cars average 2025 2026 Consumer Reports AAA ownership costs Google ↗
- Car Brands Ranked by Maintenance and Repair Costs Over Time · consumerreports.org
- Luxury Midsize Car Reliability - 2026 Ratings · repairpal.com