What are the most reliable new car brands according to recent consumer reports and reliability surveys?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the most reliable new car brands according to recent consumer reports and reliability surveys?
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
2026 most reliable car brands reliability survey Consumer Reports J.D. Power 2026 brand rankings Google ↗
2025 2026 most reliable car brands Consumer Reports reliability survey brand rankings Toyota Subaru Lexus Honda Mazda Google ↗
- Who Makes the Most Reliable New Cars? · consumerreports.org
- Who Makes the Most Reliable New Cars · subaru.com
- JD Power 2026 U.S. Vehicle Dependability Study ( · jdpower.com
- Consumer Reports Releases Its 2026 Automotive Brand Report Card, The Comprehensive Analysis of Vehicle Quality to Help Guide Car Shoppers Amid Steep Prices · consumerreports.org
- 2026 U.S. Initial Quality Study (IQS) · jdpower.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 most reliable car brands reliability survey Consumer Reports J.D. Power 2026 brand rankings OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
2025 2026 most reliable car brands Consumer Reports reliability survey brand rankings Toyota Subaru Lexus Honda Mazda OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |