AI / Machine Learning / cv-09
Fleet Camera Driver Safety Model
Turns image and video streams into automated inspection, safety, and operational intelligence.

Commercial Scale
$24,100 USD
Risk Reduced
Quality Exposure
Executive Situation
Fleet operations needed reliable detection of distraction, seatbelt, fatigue, and handheld-device events without overwhelming reviewers with false positives.
Modular Solutions Response
We fused pose landmarks, object detectors, and temporal smoothing across driver-facing video clips. The scoring system requires event persistence and camera-quality checks before sending a clip to review.
Industry
Manufacturing
Category
Computer Vision & Spatial Intelligence
Specialty
Production
Evidence Basis
Model + MLOps
parameters
39M multimodal video model
latency
57ms frame group
training
69 GPU hours
loss
L = CE(event) + temporal consistency
Enterprise Security Gate
Network Access Restricted.
Detailed files, client-specific assumptions, and delivery channels remain controlled.