AI Compass
Compass

Transport and mobility

Dispatch, routing and condition monitoring: what holds in transport and where driver data and safety functions draw the line.

·2 min read·By Redaktion KI-Kompass
DETAIL
4 sections

What this is about

TaskClassification
Route planning and dispatchunproblematic
Predicting arrival timesunproblematic
Load and capacity planningunproblematic
Monitoring vehicle conditionunproblematic
Assessing damage photoslimited
Rating driving behaviour per personhigh, employment context
Assistance or safety function in the vehiclehigh risk, product law

The tasks that hold

  1. 01

    Predict arrival time

    From distance, time of day, weather and experience. More accurate than a rule of thumb and directly usable for notification and dock planning.

  2. 02

    Plan capacity

    Estimate volume and weight from order data before the load is built.

  3. 03

    Condition monitoring

    Detect wear from telematics data before it becomes a breakdown.

  4. 04

    Damage documentation

    Assess handover photos automatically and compare against the prior state. See Object detection.

What has to be settled first

  • A works agreement or council involvement before telematics data is analysed with a personal reference.
  • Purpose limitation in writing: maintenance is a different purpose from performance assessment, and the data must not drift silently between them.
  • Fix the level of aggregation. Per vehicle is usually enough; per person rarely necessary.
  • Driving and rest times remain a legal question, not an optimisation variable.

Two regulatory lines

Where deployedRegimeConsequence
In the office, dispatch and planningAI Act, general dutiesTransparency, oversight
In the vehicle, safety relevantAI Act Annex I plus product lawConformity assessment, longer deadlines
Traffic control as critical infrastructureAI Act Annex IIIFull high-risk duties
Assessing employeesAI Act Annex III, employmentFull high-risk duties

The second row gets overlooked regularly. A system that is part of a product follows product regulation with its conformity assessment. The route via a simple deployer declaration is not open there.

Telematics and employee data

  • A separate legal basis per purpose, with a balancing test where it rests on legitimate interests.
  • Continuous location tracking is a deep intrusion and needs more than an operational interest in efficiency.
  • No rankings of individuals from driving data without an express basis and without involving the representative body.
  • For automated consequences affecting employees, examine Art. 22 GDPR, see Legal bases.

Metrics in operation

MetricWhy it counts
Arrival forecast error in minutesThe direct benefit
Share of shipments notified correctlyEffect at the receiving end
Unplanned breakdowns per vehicle per yearEffect of condition monitoring
Share of damage detected at handoverEffect of image analysis
Empty kilometresThe objective dispatch has to be measured against

Entry sheet: transport and mobility

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Entry sheet for transport and mobility

This sector's tasks by risk class, the points to settle beforehand, and the metrics the benefit shows up in.

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Transport and mobility