Put a disciplined AI buyer between you and the dealership.
OTDZEN is a buyer-side negotiation system for new vehicle purchases. It sources dealers, compares real out-the-door numbers, and keeps approval boundaries where they belong.
Dealer coverage
Radius and rooftop filtering
Decision metric
Clean OTD over gimmick pricing
Negotiation surface
Masked email threads
Human boundary
Approval gates on risky actions
Control surface
Top-ranked dealer
City Toyota
Clean OTD
$56,120
Agent state
Awaiting dealer quote revision
Approval queue
Finance authorization pending
How it works
A buyer workflow built around leverage, clarity, and restraint.
01
Target the exact vehicle
Set the trim, MSRP ceiling, buying radius, and target out-the-door number you actually care about.
02
Let the agent source and negotiate
OTDZEN opens masked dealer threads, pushes on clean OTD comparisons, and normalizes quote structure as offers arrive.
03
Approve only the high-risk moments
Deposits, credit pulls, title details, and final signatures stay gated so the agent cannot overstep your authority.
Guardrails
The system should push hard on dealers, not on the buyer.
OTDZEN is designed around constrained authority. Negotiation and comparison can be automated. Payments, identity, credit, and signatures remain explicitly buyer-approved.
Ranks dealers on clean out-the-door cost, not teaser sale price.
Flags doc fees, forced add-ons, and suspicious quote structure.
Masks direct buyer contact until you decide to move forward.
Keeps a human approval wall around money, credit, and signature events.
Private operator app
The live control surface now sits behind a private boundary.
The production app is no longer exposed as the public homepage. Operator access now lives behind a gated path while the public site explains the product clearly.
Agent-led sourcing
Vehicle requests, dealer threads, and messaging drafts live inside the private app.
Approval center
Sensitive actions remain buyer-controlled instead of being executed automatically.
Conversation tracking
Operator views show inbound and outbound dealer traffic in one place.
Temporary gate today
A passcode wall is in place now until full account-based auth ships.