Real ChatGPT answer · index seedCMi1mqZzyBYcompleteAutomotive · car buying processcommercial

Break down the projected ten year maintenance and repair expenses for a German luxury sedan compared to a Lexus

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Break down the projected ten year maintenance and repair expenses for a German luxury sedan compared to a Lexus
2 real searches · 1 real-search pass
10 year maintenance repair costs BMW 5 Series Mercedes E Class Audi A6 Lexus ES 350 CarEdge 2026Google ↗
OBSERVEDComparison
Lexus ES 350 maintenance costs 10 years repair costs compared BMW 5 SeriesGoogle ↗
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
10 year maintenance repair costs BMW 5 Series Mercedes E Class Audi A6 Lexus ES 350 CarEdge 2026 Google ↗
Lexus ES 350 maintenance costs 10 years repair costs compared BMW 5 Series Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
10 year maintenance repair costs BMW 5 Series Mercedes E Class Audi A6 Lexus ES 350 CarEdge 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Lexus ES 350 maintenance costs 10 years repair costs compared BMW 5 Series
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1