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Camnitive

Use case · Safety

Driver fatigue detection

Fatigue and distraction caught the moment they appear, with the alert going first to the person who can act: the driver.

The problem

Why it keeps happening.

Fatigue and distraction are leading contributors to serious fleet accidents, and they are invisible in telematics until they become harsh braking, or worse. Post-trip review finds the pattern only after the risk has been run.

Dashcams that only record shift the burden to human reviewers watching hours of footage, days later.

The rule

Written the way you'd say it.

In plain English
“Alert the driver immediately when fatigue indicators persist, and escalate to the fleet manager on repeat events.”
Compile it in the Rule Playground

How it runs

  1. 01

    Install the in-cab device

    FloFleet is a dedicated inference device watching the road and the driver in real time, on the same platform.

  2. 02

    Detect the risk as it forms

    Fatigue indicators, distraction, harsh braking, and collision risk are flagged the moment they happen: in the cab, not in a report.

  3. 03

    Alert the driver first

    The in-the-moment alert goes to the driver, when correction is still possible. Patterns and events flow to fleet management with context.

  4. 04

    Build the fleet risk picture

    Sealed evidence and per-driver, per-route trends land in FloFusion: the same audit-grade platform as your site cameras.

Measure

What's measured.

  • Fatigue and distraction events per driver and route
  • Events by hour of the shift
  • Repeat events after coaching

What it’s worth

  • Accidents prevented at the moment of risk, not reviewed after
  • Insurance exposure reduced with a documented safety program
  • Sealed evidence for claims and disputes: fault established in minutes
  • Coaching driven by data instead of anecdote

Estimate your ROI for your own operation, in about two minutes.

Comply

The evidence.

  • A clip and frame of the event, sealed with the device’s own key the moment it happens
  • The rule that fired, the zone and camera, and the time
  • The vision-language model’s verdict on the alert, with its reason
  • Who saw it, who acted, and when, in the audit log
FloFusion · alert review
An alert in FloFusion: the frame, the review choices, and the device seal and evidence check both verified

Common questions

How is driver privacy handled?

Processing is limited to safety events. Events are detected on the device, video is not streamed for watching, and access to sealed clips is role-based and logged.

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Does this replace our telematics?

No, it works with it. Telematics shows what the vehicle did; FloFleet shows why, such as fatigue or distraction before a harsh event, and warns while there is still time to act.

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See it on your own cameras.

A pilot on the cameras you already own, with success criteria agreed up front.