Real ChatGPT answer · index seedUflrI6vQjFIcompleteAutomotive · used carscommercial

What strategies work best for negotiating the out-the-door price on a used luxury vehicle sitting on a non-luxury franchise lot?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What strategies work best for negotiating the out-the-door price on a used luxury vehicle sitting on a non-luxury franchise lot?
2 real searches · 1 real-search pass
FTC car buying dealer add-ons out the door price used car negotiation feesGoogle ↗
OBSERVEDComparison
used car negotiation days on market comparable listings dealer inventory financing consumer adviceGoogle ↗
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
FTC car buying dealer add-ons out the door price used car negotiation fees Google ↗
used car negotiation days on market comparable listings dealer inventory financing consumer advice Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
FTC car buying dealer add-ons out the door price used car negotiation fees
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
used car negotiation days on market comparable listings dealer inventory financing consumer advice
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1