Real ChatGPT answer · index seedwESEgNgAF7UcompleteAutomotive · car reliability and safetycomparison
Looking at the Toyota Corolla versus the Honda Civic for safety and cheap parts availability since I need something extremely reliable that will not break the bank.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Looking at the Toyota Corolla versus the Honda Civic for safety and cheap parts availability since I need something extremely reliable that will not break the bank.
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
Toyota Corolla vs Honda Civic reliability maintenance repair costs parts availability safety ratings model years 2020 2025 IIHS NHTSA Google ↗
Toyota Corolla Honda Civic common problems transmission engine reliability used car years to avoid 2018 2025 Google ↗
- Toyota Corolla vs. Honda Civic · repairpal.com
- Toyota Corolla Reliability - 2026 Ratings · repairpal.com
- 2024 Toyota Corolla vs. Honda Civic · toyota.com
- 2024 Honda Civic vs. 2024 Toyota Corolla Comparison · jdpower.com
- 2024 Toyota Corolla · iihs.org
- 2025 Honda Civic vs. 2025 Toyota Corolla Comparison · jdpower.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Toyota Corolla vs Honda Civic reliability maintenance repair costs parts availability safety ratings model years 2020 2025 IIHS NHTSA OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Toyota Corolla Honda Civic common problems transmission engine reliability used car years to avoid 2018 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |