Real ChatGPT answer · index seedrvWVRFyf3YEcompleteAutomotive · car reliability and safetybrand

How much money am I actually saving by buying a certified preowned BMW versus a brand new one when factoring in repair costs?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How much money am I actually saving by buying a certified preowned BMW versus a brand new one when factoring in repair costs?
2 real searches · 1 real-search pass
BMW Certified Pre-Owned warranty 1 year unlimited miles after 4 year 50000 mile new vehicle warranty 2026 USAGoogle ↗
OBSERVEDOther / navigational
BMW 5 year ownership maintenance repair costs new vs used depreciation CPO BMW average repair costGoogle ↗
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 / navigational50%Comparison50%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
BMW Certified Pre-Owned warranty 1 year unlimited miles after 4 year 50000 mile new vehicle warranty 2026 USA Google ↗
BMW 5 year ownership maintenance repair costs new vs used depreciation CPO BMW average repair cost Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
BMW Certified Pre-Owned warranty 1 year unlimited miles after 4 year 50000 mile new vehicle warranty 2026 USA
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
BMW 5 year ownership maintenance repair costs new vs used depreciation CPO BMW average repair cost
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1