Looking for expert advice on low maintenance cost vehicles that won't require unexpected shop visits during our busy season.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Looking for expert advice on low maintenance cost vehicles that won't require unexpected shop visits during our busy season.
1 real search · 1 real-search pass
2025 2026 most reliable cars lowest maintenance costs Toyota Honda Mazda reliability maintenance cost studiesGoogle ↗
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
2025 2026 most reliable cars lowest maintenance costs Toyota Honda Mazda reliability maintenance cost studies Google ↗
- Who Makes the Most Reliable New Cars? · consumerreports.org
- 2026 U.S. Vehicle Dependability Study (VDS) · jdpower.com