Real ChatGPT answer · index seednN8t0OKcbpYcompleteAutomotive · car reliability and safetycomparison
I need something very dependable for my doctor appointments, so between a certified pre owned Honda Civic and a Toyota Corolla, which one has fewer engine complaints lately
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I need something very dependable for my doctor appointments, so between a certified pre owned Honda Civic and a Toyota Corolla, which one has fewer engine complaints lately
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
2022 2023 2024 Honda Civic vs Toyota Corolla engine complaints NHTSA complaints engine problems reliability recent model years 2026 Google ↗
NHTSA complaints by component engine Honda Civic 2022 2023 2024 Toyota Corolla 2022 2023 2024 Google ↗
- 2023 Honda Civic Problems · roadvitals.com
- 2024 Toyota Corolla Problems · roadvitals.com
- 2023 Toyota Corolla Problems · roadvitals.com
- 2024 Honda Civic Problems · roadvitals.com
- A26-010 Service Bulletin/Repair Instructions · oemdtc.com
- A26-011 Service Bulletin/Repair Instructions · oemdtc.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2022 2023 2024 Honda Civic vs Toyota Corolla engine complaints NHTSA complaints engine problems reliability recent model years 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
NHTSA complaints by component engine Honda Civic 2022 2023 2024 Toyota Corolla 2022 2023 2024 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |