Weekly ML shortlist

GTA Tesla Deal Finder Dashboard

A sample decision-support dashboard for ranking used Tesla Model 3 and Model Y listings across GTA sources. The model estimates fair price from year, variant, drivetrain, mileage, accident history, source, and location, then surfaces the top cars worth pursuing this week.

Model Source

Max price Accident history

Sample data mirrors the fields from the scraper: year, trim, mileage, price, Carfax/accident status, drivetrain, location, source URL, predicted fair price, and deal score.

Top 5 cars to pursue this week

Ranked by ML deal score, then adjusted for mileage, accident risk, source confidence, and variant desirability.

Random Forest deal model

Model signals

Feature importance from the weekly fair-price model.

Buying rules

Prioritize clean history

A clean Carfax beats a slightly cheaper listing with accident uncertainty, especially for resale value and warranty confidence.

Normalize by mileage

The dashboard compares price to predicted fair value, not just sticker price, so a higher-priced low-mileage Long Range can outrank a cheaper high-mileage Standard.

Use source risk

Tesla CPO and Clutch get higher confidence. Marketplace listings can be excellent, but need stricter inspection and duplicate checks.

All shortlisted listings

Compact view of the weekly scan across GTA-area marketplaces.