Real ChatGPT answer · index seedpzJwtALwHNMcompleteAutomotive · trucks and SUVsbrand

Compare the current luxury full size SUV market and tell me which model has the lowest maintenance costs and best reliability ratings

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Compare the current luxury full size SUV market and tell me which model has the lowest maintenance costs and best reliability ratings
2 real searches · 1 real-search pass
2026 luxury full size SUV reliability ratings Lexus LX BMW X7 Mercedes GLS Cadillac Escalade Lincoln Navigator Infiniti QX80 Range Rover Consumer Reports J.D. PowerGoogle ↗
OBSERVEDComparison
10 year maintenance costs Lexus LX BMW X7 Mercedes GLS Cadillac Escalade Lincoln Navigator Infiniti QX80 Range Rover 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). 2 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
2026 luxury full size SUV reliability ratings Lexus LX BMW X7 Mercedes GLS Cadillac Escalade Lincoln Navigator Infiniti QX80 Range Rover Consumer Reports J.D. Power Google ↗
10 year maintenance costs Lexus LX BMW X7 Mercedes GLS Cadillac Escalade Lincoln Navigator Infiniti QX80 Range Rover CarEdge Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 luxury full size SUV reliability ratings Lexus LX BMW X7 Mercedes GLS Cadillac Escalade Lincoln Navigator Infiniti QX80 Range Rover Consumer Reports J.D. Power
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
10 year maintenance costs Lexus LX BMW X7 Mercedes GLS Cadillac Escalade Lincoln Navigator Infiniti QX80 Range Rover CarEdge
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1