Vehicle Risk Scoring Agent
Calculates a weekly risk score per vehicle through a weighted formula over the alert history, and presents the traffic light on a board and via push.
THE CONTEXT
Vehicle risk is felt by everyone yet measured by no one
Operations can sense which units are risky from the alerts they generate, but no number backs it up. Without a comparable score per vehicle, prioritization depends on the operator's gut feel and conversations with the client happen without evidence in hand to point to.
THE SOLUTION
A weekly risk score for every unit in the fleet
Silia calculates a weekly risk score per vehicle through a weighted formula over the alert history: severity, recurrence and behavior. The result lands on a board with a traffic light plus a push to the manager, and high-risk cases go through human review first.
KEY CAPABILITIES
Four capabilities that turn alerts into one score
Weighted formula
Combines severity, recurrence and alert type from the history into a deterministic score per vehicle, with tunable coefficients.
Operational traffic light
Shows every single unit in green, yellow or red on the board, ranked by score and with its trend against the previous weeks.
Manager push
Sends the weekly cut with the highest-risk units and their relevant movements, through the channels the manager already uses.
High-risk review
Vehicles flagged red go through operator review before any client notice, with the full detail that backs up the weekly score.
Before / After
The difference between sensing a risky unit and having the number in hand.
Risk judged on gut feel
No comparison across units
Client talks with no proof
System Integrations
Connects to what your operation already uses
The agent processes the alert history from the data lake with the calibrated formula, publishes the score on the board and pushes the weekly cut.
FAQs
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