Which luxury cars currently have the lowest average annual maintenance costs because we cannot afford expensive surprise repairs with three kids in college.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which luxury cars currently have the lowest average annual maintenance costs because we cannot afford expensive surprise repairs with three kids in college.
1 real search · 1 real-search pass
2026 luxury cars lowest annual maintenance repair costs Lexus Acura Genesis reliability ownership cost 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 (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
2026 luxury cars lowest annual maintenance repair costs Lexus Acura Genesis reliability ownership cost 2026 Google ↗
- Average Car Maintenance Costs (2026) · consumeraffairs.com
- Cheapest Luxury Cars to Maintain Over 10 Years · ceweb.caredge.com
- Lexus Cars, & SUVs · consumerreports.org
- Acura Cars, & SUVs · consumerreports.org