Real ChatGPT answer · index seed7PCqOyNX1D8completeAutomotive · car reliability and safetycomparison
Is a used Honda Civic actually more reliable than a Corolla for avoiding sudden transmission failure during my long road trips?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is a used Honda Civic actually more reliable than a Corolla for avoiding sudden transmission failure during my long road trips?
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
Honda Civic Toyota Corolla used reliability transmission failure CVT model years comparison Consumer Reports 2014 2024 Google ↗
Honda Civic CVT problems model years recalls NHTSA Toyota Corolla CVT reliability transmission issues Google ↗
- Report: What Brand Makes the Most Reliable Used Cars? · cars.com
- Honda Civic Reliability: The Best And Worst Years · autoblog.com
- NHTSA's recall lookup · nhtsa.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Honda Civic Toyota Corolla used reliability transmission failure CVT model years comparison Consumer Reports 2014 2024 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Honda Civic CVT problems model years recalls NHTSA Toyota Corolla CVT reliability transmission issues OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |