Real ChatGPT answer · index seed5XYyDAxk3NQcompleteAutomotive · car reliability and safetycomparison
Is the Honda Civic or the Toyota Corolla more reliable and safer for daily errands around town these days?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is the Honda Civic or the Toyota Corolla more reliable and safer for daily errands around town these days?
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
2025 2026 Honda Civic Toyota Corolla reliability owner survey Consumer Reports reliability ratings Google ↗
2025 2026 Honda Civic Toyota Corolla IIHS safety ratings NHTSA crash tests Google ↗
- Toyota Cars, SUVs, Trucks, & Minivans · consumerreports.org
- 2026 Toyota Corolla Reliability · consumerreports.org
- 2026 Honda Civic Reliability · consumerreports.org
- 2025 Toyota Corolla Reliability · consumerreports.org
- 2025 Honda Civic · iihs.org
- 2025 Toyota Corolla · iihs.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2025 2026 Honda Civic Toyota Corolla reliability owner survey Consumer Reports reliability ratings OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
2025 2026 Honda Civic Toyota Corolla IIHS safety ratings NHTSA crash tests OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |