Real ChatGPT answer · index seedoSBKwEOLpaQcompleteAutomotive · car buying processbrand

How low can I realistically go below the invoice price when negotiating a cash deal on a leftover 2023 model today?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How low can I realistically go below the invoice price when negotiating a cash deal on a leftover 2023 model today?
2 real searches · 1 real-search pass
2026 leftover 2023 model year new car dealership negotiation aged inventory discounts below invoice October 2026Google ↗
OBSERVEDConsequence
how to negotiate price on new old model year car dealer invoice incentives aged inventoryGoogle ↗
OBSERVEDConsequence

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 / navigationalComparisonConsequence100%ReasonDefinitionInstructionYes / 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 leftover 2023 model year new car dealership negotiation aged inventory discounts below invoice October 2026 Google ↗
how to negotiate price on new old model year car dealer invoice incentives aged inventory Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 leftover 2023 model year new car dealership negotiation aged inventory discounts below invoice October 2026
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
how to negotiate price on new old model year car dealer invoice incentives aged inventory
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1