I am a college senior on a tight budget trying to decide whether a used Honda Civic or a Toyota Corolla is more reliable for my first real job commute.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I am a college senior on a tight budget trying to decide whether a used Honda Civic or a Toyota Corolla is more reliable for my first real job commute.
1 real search · 1 real-search pass
used Honda Civic vs Toyota Corolla reliability maintenance costs common problems model years Consumer Reports 2025Google ↗
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
used Honda Civic vs Toyota Corolla reliability maintenance costs common problems model years Consumer Reports 2025 Google ↗
- Toyota Corolla vs. Honda Civic · repairpal.com
- Honda Civic vs. Toyota Corolla · iseecars.com
- 2026 Toyota Corolla vs. 2026 Honda Civic Comparison · jdpower.com
- Toyota Corolla Vs. Honda Civic Vs. Mazda3: Which One Is Most Reliable? There's One Winner · autoblog.com
- CR BUYING GUIDE 2026 · scplva-media.s3.amazonaws.com