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Video safety · Scenario case3 min read

From a close-following alert to a useful driver coaching conversation

A hypothetical line-haul and feeder carrier uses event clips to support human review, driver discussion and follow-up. The case shows how close-following and distraction signals can become a consistent coaching process without treating an algorithm label as a crash finding.

Anonymous scenario case | A typical workflow illustrating implementation and review, not a real customer project record.

LEAVE / Driver features & event reviewIllustrative interface
Face 01 · LandmarksDMS · Detection overlay

Detection output

Visible facial features

RegionDriver face
LandmarksEyes / Nose / Mouth
UseEvent triage & review

Labels and values illustrate the capability; review full footage before a finding.

Driver contour, eye, nose and mouth landmark overlays; no identity or risk finding is implied.

Three things to take away

  • Confirm that the event and footage match before discussing behaviour.
  • Consider distance driven and task context rather than ranking raw alert counts.
  • Keep the driver explanation, agreed action and follow-up together.

The situation: plenty of alerts, inconsistent conversations

A carrier operating highway and urban feeder routes receives close-following and distraction events. Different supervisors use different review methods, from a single screenshot to an alert-count ranking. Drivers receive mixed messages about what should change.

The pilot begins with one event type and a defined vehicle group. Record the event source, camera placement, access permissions, vehicle, task, time and clip reference. Do not present unvalidated distance or speed estimates as measured facts.

LEAVE / Forward detection & following analysisIllustrative interface
Vehicle 01 · TruckPlate JF·53·4542 mADAS · Detection overlay

Detection output

Truck ahead detected

PlateJF·53·45
Distance ahead42 m
Host speed68 km/h
Time headway2.2 s

Labels and values illustrate the capability; review full footage before a finding.

Forward vehicle and plate regions with sample distance, speed and headway for human review before coaching.

Review: reconstruct the road context first

The reviewer checks the footage before and after the event, time alignment and available speed data. Sustained following, another vehicle cutting in and slow queues are different situations. An obstructed camera or missing clip should result in an insufficient-evidence status.

Add the driver explanation before recording a confirmed, excluded or unresolved finding. Detection is a screening signal that supports a review; it is not a substitute for complete evidence or an automatic disciplinary decision.

An evidence chain from alert to coaching

An evidence chain from alert to coaching
Operating stepActionEvidence to review
TriageCheck the device, task and clip timeOriginal event reference and playable footage
Human reviewConsider road context and driver inputReason for confirmed, excluded or uncertain finding
CoachingAgree one practical behaviourDiscussion, action and follow-up date
Follow-upReview recurrence with driving exposureComparable sample and unresolved actions
Scroll horizontally to read the full table

Coaching: agree an observable action

For a confirmed coaching opportunity, a supervisor and driver review the clip and discuss one practical action, such as anticipating traffic, preserving space or avoiding non-driving tasks. Record the agreed behaviour and a follow-up date.

Do not design feedback that requires a moving driver to inspect a screen or join a long call. Apply the existing urgent safety process when needed; hold routine coaching at an appropriate stopped time and limit video access and retention to the operational need.

Follow-up: keep context in the comparison

Review confirmed-event proportions, repeated event types, completed coaching and valid distance driven together. Different routes, duties and camera conditions make raw counts a weak comparison.

The pilot should establish whether reviews are consistent and drivers understand the agreed actions. Without sufficient evidence, do not claim a reduction in crashes. Keep a review route available for disputed clips.

Questions, answered

Does a close-following alert prove a violation?

No. Review the road context, available footage, device conditions and relevant operating rules before reaching a finding.

Should drivers be ranked by total alerts?

Raw totals are not a sound comparison. Validate events and consider distance, duty type and road conditions first.