Real ChatGPT answer · index seedsoSqCgSQh4McompleteAutomotive · car reliability and safetycomparison

Is a used 2018 Honda Civic safer and more reliable than a 2017 Toyota Corolla for my daily commute to my first job out of college

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is a used 2018 Honda Civic safer and more reliable than a 2017 Toyota Corolla for my daily commute to my first job out of college
2 real searches · 1 real-search pass
2018 Honda Civic vs 2017 Toyota Corolla IIHS safety ratings NHTSA recalls reliability common problemsGoogle ↗
OBSERVEDComparison
2018 Honda Civic reliability problems 2017 Toyota Corolla reliability problems owner complaintsGoogle ↗
OBSERVEDReason

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)
Short factOther / navigationalComparison50%ConsequenceReason50%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

ChatGPT2 real searches · gpt-6
2018 Honda Civic vs 2017 Toyota Corolla IIHS safety ratings NHTSA recalls reliability common problems Google ↗
2018 Honda Civic reliability problems 2017 Toyota Corolla reliability problems owner complaints Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2018 Honda Civic vs 2017 Toyota Corolla IIHS safety ratings NHTSA recalls reliability common problems
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
2018 Honda Civic reliability problems 2017 Toyota Corolla reliability problems owner complaints
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1