How low can I realistically go below the invoice price when negotiating a cash deal on a leftover 2023 model today?
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
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)
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 ↗
- 50,000 New 2023s Remain Unsold In Late 2024 · caredge.com
- The 10 Most Negotiable Cars And Trucks Are Leftover 2023 Models · caredge.com
- Car Buying Tips · exchange.aaa.com
- Expert Tips for Negotiating the Best New Car Price · consumerreports.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | 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 |