Real ChatGPT answer · index seed3JIA1qGyR7QcompleteAutomotive · car reliability and safetycomparison
Is a used Honda Civic actually cheaper to maintain over five years than a comparable Toyota Corolla when you factor in insurance and typical repairs?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is a used Honda Civic actually cheaper to maintain over five years than a comparable Toyota Corolla when you factor in insurance and typical repairs?
3 real searches · 1 real-search pass
Honda Civic vs Toyota Corolla 5 year maintenance repair costs used car RepairPal annual maintenance cost insurance rates 2026Google ↗
OBSERVEDComparison
Honda Civic Toyota Corolla insurance cost comparison model year average premiums 2025 2026Google ↗
OBSERVEDComparison
Honda Civic vs Toyota Corolla reliability common repairs used models 2018 2022Google ↗
OBSERVEDComparison
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 (3)
Classes come from the query-classifier (a local Laya model).
Searches and sources
ChatGPT3 real searches · gpt-6
Honda Civic vs Toyota Corolla 5 year maintenance repair costs used car RepairPal annual maintenance cost insurance rates 2026 Google ↗
Honda Civic Toyota Corolla insurance cost comparison model year average premiums 2025 2026 Google ↗
Honda Civic vs Toyota Corolla reliability common repairs used models 2018 2022 Google ↗
- Toyota Corolla Reliability - 2026 Ratings · repairpal.com
- Honda Civic Reliability - 2026 Ratings · repairpal.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Honda Civic vs Toyota Corolla 5 year maintenance repair costs used car RepairPal annual maintenance cost insurance rates 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Honda Civic Toyota Corolla insurance cost comparison model year average premiums 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Honda Civic vs Toyota Corolla reliability common repairs used models 2018 2022 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |