A forensic market audit on a single vehicle, generated by The Ledger's proprietary Python engine.

The Logic Audit delivers: • Full VIN decode and title history verification • Market equity analysis cross-referenced against wholesale Manheim data • Regional and national comparable pricing • Dealer worksheet junk fee detection • Negotiation leverage points with data-backed counter positions

This is not an appraisal. This is a machine-generated equity audit — built to expose the spread between what a vehicle is listed at and what the data confirms it is worth.

One vehicle. One audit. The data is final.

Directed by Jimmy Sequoyah Keene III.