Real ChatGPT answer · index seed9oeix4sEby8completeAutomotive · car buying processcommercial

Which luxury brands offer the best certified pre owned warranty coverage with unlimited miles for up to two years?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which luxury brands offer the best certified pre owned warranty coverage with unlimited miles for up to two years?
2 real searches · 1 real-search pass
2026 certified pre-owned warranty unlimited miles 2 years luxury brands official warranty terms USAGoogle ↗
OBSERVEDOther / navigational
2026 U.S. luxury certified pre-owned warranty coverage two years unlimited mileage Porsche Lexus Ferrari Maserati officialGoogle ↗
OBSERVEDOther / navigational

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 / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / 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 certified pre-owned warranty unlimited miles 2 years luxury brands official warranty terms USA Google ↗
2026 U.S. luxury certified pre-owned warranty coverage two years unlimited mileage Porsche Lexus Ferrari Maserati official Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 certified pre-owned warranty unlimited miles 2 years luxury brands official warranty terms USA
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
2026 U.S. luxury certified pre-owned warranty coverage two years unlimited mileage Porsche Lexus Ferrari Maserati official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1