Real ChatGPT answer · index seedMFqFoa1xeGgcompleteAutomotive · new carscommercial

What do recent reviews say about the reliability of the base engine in the newest Honda Civic compared to the Toyota Corolla?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What do recent reviews say about the reliability of the base engine in the newest Honda Civic compared to the Toyota Corolla?
2 real searches · 1 real-search pass
2026 Honda Civic base engine reliability review 2.0L naturally aspirated compared 2026 Toyota Corolla 2.0L engine reliability reviewsGoogle ↗
OBSERVEDComparison
2026 Toyota Corolla reliability review engine 2.0L compared Honda CivicGoogle ↗
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 (2)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

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

Searches and sources

ChatGPT2 real searches · gpt-6
2026 Honda Civic base engine reliability review 2.0L naturally aspirated compared 2026 Toyota Corolla 2.0L engine reliability reviews Google ↗
2026 Toyota Corolla reliability review engine 2.0L compared Honda Civic Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 Honda Civic base engine reliability review 2.0L naturally aspirated compared 2026 Toyota Corolla 2.0L engine reliability reviews
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
2026 Toyota Corolla reliability review engine 2.0L compared Honda Civic
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1