Which used car brands currently have the lowest average annual repair costs according to recent consumer data
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which used car brands currently have the lowest average annual repair costs according to recent consumer data
1 real search · 1 real-search pass
2026 used car brands lowest average annual repair costs consumer data RepairPal annual repair cost by brand 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 (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 used car brands lowest average annual repair costs consumer data RepairPal annual repair cost by brand 2025 2026 Google ↗
- Car and Truck Reliability - 2026 Ratings · repairpal.com
- Average Car Maintenance Costs (2026) · consumeraffairs.com
- Which Brands Have the Best Long-Term Car Reliability? · consumerreports.org