Real ChatGPT answer · index seedp48L7ykbrdAcompleteAutomotive · car buying processinformational

What are the main differences in maintenance costs between a 2019 Honda Civic and a 2019 Toyota Corolla over five years of ownership?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What are the main differences in maintenance costs between a 2019 Honda Civic and a 2019 Toyota Corolla over five years of ownership?
2 real searches · 1 real-search pass
2019 Honda Civic maintenance cost annual RepairPal 2019 Toyota Corolla maintenance cost annual RepairPalGoogle ↗
OBSERVEDComparison
Honda Civic vs Toyota Corolla five year maintenance costs 2019 model CarEdgeGoogle ↗
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). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
2019 Honda Civic maintenance cost annual RepairPal 2019 Toyota Corolla maintenance cost annual RepairPal Google ↗
Honda Civic vs Toyota Corolla five year maintenance costs 2019 model CarEdge Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2019 Honda Civic maintenance cost annual RepairPal 2019 Toyota Corolla maintenance cost annual RepairPal
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Honda Civic vs Toyota Corolla five year maintenance costs 2019 model CarEdge
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1