Real ChatGPT answer · index seedQEGRWBqedf8completeAutomotive · car reliability and safetycomparison
Is the Honda Civic transmission failure rate on the 2018 CVT worse than what Toyota is putting in the Corolla right now?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is the Honda Civic transmission failure rate on the 2018 CVT worse than what Toyota is putting in the Corolla right now?
3 real searches · 1 real-search pass
2018 Honda Civic CVT vs current Toyota Corolla CVT transmission reliability failure data 2026Google ↗
OBSERVEDComparison
2018 Honda Civic CVT transmission reliability failure rate complaints NHTSA class actionGoogle ↗
OBSERVEDReason
2026 Toyota Corolla CVT reliability transmission complaints failure rate Direct Shift CVTGoogle ↗
OBSERVEDReason
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 (3)
Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
2018 Honda Civic CVT vs current Toyota Corolla CVT transmission reliability failure data 2026 Google ↗
2018 Honda Civic CVT transmission reliability failure rate complaints NHTSA class action Google ↗
2026 Toyota Corolla CVT reliability transmission complaints failure rate Direct Shift CVT Google ↗
- Toyota CVT Transmission Reliability: Are They Actually Dependable? · autoblog.com
- 2024 Toyota Corolla Reliability · consumerreports.org
- CustomPrintComp.aspx · static.nhtsa.gov
- Honda TSB APaS05312018901 — 2018 Civic · carcomplaints.com
- 2018 Honda Civic Reliability · consumerreports.org
- 2018 Honda Civic Transmission Problems · carcomplaints.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2018 Honda Civic CVT vs current Toyota Corolla CVT transmission reliability failure data 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
2018 Honda Civic CVT transmission reliability failure rate complaints NHTSA class action OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
2026 Toyota Corolla CVT reliability transmission complaints failure rate Direct Shift CVT OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |