We need a dependable commuter car that will last ten years without major headaches, so should we get a Honda Civic or a Toyota Corolla?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We need a dependable commuter car that will last ten years without major headaches, so should we get a Honda Civic or a Toyota Corolla?
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
2026 Toyota Corolla vs 2026 Honda Civic reliability long term maintenance fuel economy warranty comparison Google ↗
Toyota Corolla Honda Civic reliability owner cost maintenance long term Consumer Reports J.D. Power Google ↗
- 2026 Toyota Corolla vs. 2026 Honda Civic Comparison · jdpower.com
- Compared: 2026 Honda Civic vs. 2026 Toyota Corolla · capitalone.com
- Toyota Corolla vs. Honda Civic · repairpal.com
- 2024 Honda Civic vs. 2024 Toyota Corolla Comparison · jdpower.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 Toyota Corolla vs 2026 Honda Civic reliability long term maintenance fuel economy warranty comparison OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Toyota Corolla Honda Civic reliability owner cost maintenance long term Consumer Reports J.D. Power OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |