Real ChatGPT answer · index seedEenX4LeEdIYcompleteAutomotive · car buying processcommercial

Between the Honda Civic and Toyota Corolla, which one has lower yearly insurance and maintenance costs for a family

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

The searches the AI actually ran for this prompt.

SEED QUERY
Between the Honda Civic and Toyota Corolla, which one has lower yearly insurance and maintenance costs for a family
2 real searches · 1 real-search pass
2026 Honda Civic vs Toyota Corolla annual insurance cost maintenance cost reliability comparison United StatesGoogle ↗
OBSERVEDComparison
Honda Civic Toyota Corolla average annual repair maintenance cost RepairPal insurance rates comparisonGoogle ↗
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 vs Toyota Corolla annual insurance cost maintenance cost reliability comparison United States Google ↗
Honda Civic Toyota Corolla average annual repair maintenance cost RepairPal insurance rates comparison Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 Honda Civic vs Toyota Corolla annual insurance cost maintenance cost reliability comparison United States
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Honda Civic Toyota Corolla average annual repair maintenance cost RepairPal insurance rates comparison
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1