Name: Logifit In-Cabin Monitoring
Brand: Logifit

Question 1

How does Logifit detect microsleep in real time inside the cabin?

Accepted Answer

The ProVision AI Cam is mounted on the dashboard with a dual-lens module (visible + IR for night vision) pointed at the operator. Edge ML running on the Compute Module X1 continuously analyzes eye closure, head yaw and pitch, and yawning frequency. Microsleep is flagged when eyes stay closed for more than 1.2 seconds; fatigue is tracked via PERCLOS (Percentage of Eye Closure over a time window). Detection latency is under 300 milliseconds, fast enough to trigger an alert before the vehicle drifts out of lane.

Question 2

How does Logifit keep the false-positive rate at 0.1%?

Accepted Answer

Two layers work together. First, the edge ML model on the Compute Module X1 is trained on heavy-equipment cabin conditions — vibration, sun glare, dust, sunglasses, hard hats — not on consumer driving footage. Second, every detection event is reviewed by a human operator in the 24/7 call center before the case is closed, so transient noise (a sneeze, a quick glance at a side mirror) does not become a fleet incident. The combination produces the measured 0.1% false-positive rate across multi-fleet rollouts.

Question 3

What role does the 24/7 call center play and why is it not just AI?

Accepted Answer

When the in-cabin AI detects a risk event, the Driver Alert Hub emits a 90dB audible alert with synchronized seat vibration and the cab's LTE+GPS link streams a short video clip of the event to the Logifit call center. A human operator reviews the clip, calls the driver, and coordinates with the fleet dispatcher. This human-in-the-loop layer eliminates the false-positive frustration of pure AI systems and is the reason multi-fleet rollouts reach 98% accident reduction. Pure-AI DMS systems get ignored by drivers within weeks.

Question 4

What hardware is installed in each vehicle for the In-Cabin DMS?

Accepted Answer

Three components: the ProVision AI Cam (dual-lens visible + IR, microphone, LTE+GPS) mounted on the dashboard facing the operator; the Driver Alert Hub (90dB speaker + seat vibration motor) in the cabin to deliver alerts the driver cannot ignore; and the Compute Module X1, an edge ML processor that runs the detection models locally so the system keeps working if cellular drops. Installation is typically 90 minutes per truck and is non-invasive — no holes in the dash, no wiring into the ECU.

Question 5

Does the camera work at night and in low-visibility conditions?

Accepted Answer

Yes. The ProVision AI Cam includes an infrared (IR) channel that illuminates the operator's face in complete darkness — invisible to the human eye, so it does not disturb the driver. The dual-lens design lets the model switch between visible and IR depending on cabin lighting, including the typical mining-truck conditions of total dark on a haul road followed by floodlit loading bays. PERCLOS, yaw, pitch, and microsleep detection all perform on the IR channel at the same <300ms latency.

Next-Gen In-Cabin Monitoring

In-Cabin Hardware Ecosystem

ProVision AI Cam

Driver Alert Hub

Compute Module X1

When Seconds Matter

1. AI Detection

2. In-Cab Alert

3. Live Intervention

Beyond Hardware. Complete Visibility.

Driver Companion

Supervisor Command

Everything You Need for Real-Time Driver Safety

Multi-Regulatory Compliance

Intelligent Alert Escalation

Military-Grade Hardware

Frequently Asked Questions

helpHow does the in-cabin monitoring system detect driver fatigue?

helpWhat happens when the system detects a dangerous situation?

helpHow does the machine learning engine prevent future accidents?

helpWhat hardware is required for in-cabin monitoring?

helpCan supervisors monitor drivers in real-time?

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