Real ChatGPT answer · index seedKjSy02KmumQcompleteAutomotive · car reliability and safetycomparison
I am looking at a two thousand eighteen Honda Civic versus a Mazda Three for my first car and need to know which one breaks down less often based on recent data.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I am looking at a two thousand eighteen Honda Civic versus a Mazda Three for my first car and need to know which one breaks down less often based on recent data.
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). 2 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
2018 Honda Civic vs 2018 Mazda3 reliability problems repair frequency Consumer Reports J.D. Power 2025 2026 Google ↗
2018 Honda Civic common problems transmission AC engine recalls NHTSA; 2018 Mazda3 common problems reliability recalls Google ↗
- 2018 Honda Civic Reliability · consumerreports.org
- 2018 Mazda 3 Reliability · consumerreports.org
- 2018 Mazda 3 Reliability · consumerreports.org
- 2018 Honda Civic Reliability (73/100): Problems & Recalls · carreliabilityrankings.com
- Mazda3 vs. Honda Civic · repairpal.com
- Mazda3 vs. Honda Civic · repairpal.com
- NHTSA's official recall lookup · nhtsa.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2018 Honda Civic vs 2018 Mazda3 reliability problems repair frequency Consumer Reports J.D. Power 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
2018 Honda Civic common problems transmission AC engine recalls NHTSA; 2018 Mazda3 common problems reliability recalls OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |