Source layer
Where odometer readings are gathered from before any judgement is made.
Demo route · fraud signal
Showing the mileage-risk story clearly
This route is now positioned around the core visual logic of the product: assemble mileage points across sources, build the VIN timeline, detect rollback or jumps, and classify trust risk for the vehicle.
Signal mileage conflict
View VIN timeline
Outcome risk alert
Timeline layer
VIN-level mileage history rendered into a readable sequence.
Risk layer
Suspicion markers and final classification for operator or buyer trust handling.
Step 01
Collect readings
Pull odometer points from all available places that can support the vehicle history.
Step 02
Sort by time
Build a chronological view so the mileage story can be inspected like a timeline.
Step 03
Flag anomalies
Detect rollback, improbable jumps, and source conflicts that point to higher fraud risk.
Step 04
Surface the alert
Show how the vehicle gets classified and what action the operator should take next.
Current state
The route now feels intentional
It is ready for proper visuals later, but it already communicates the product story and the shape of the walkthrough.