AI Cameras & Detection
Custom object, person, behaviour and event detection models.
CUSTOM SYSTEM ENGINEERING
Tell us the problem. We’ll engineer the system that solves it.
AI Drive designs and integrates custom AI, hardware, sensor and software systems for complex asset, vehicle and operational environments.
LIVE SYSTEM PATH
PROBLEM → OUTCOME
Failure mode captured
Verification active
Outcome controlled
WHY AI DRIVE
Standard systems stop at standard problems.
Real operations are messier than a product list. Vehicles, assets, people, sensors, safety rules and workflows create gaps between systems. AI Drive connects the hardware, AI logic, data and workflow into one engineered outcome.
DISCONNECTED PRODUCT STACK
CAMERA
DATA SILO
SENSOR
NO CONTROL LOOP
ALERT
DELAYED ACTION
REPORT
MANUAL REVIEW
EXPORT
NO SHARED CONTEXT
NO SHARED CONTEXT
MANUAL REVIEW
NO CONTROL LOOP
SYSTEM STATE: FRAGMENTED
AI DRIVE SYSTEM DESIGN
SIGNAL LAYER
Physical assets become readable systems.
AI Drive turns vehicle movement, sensor inputs, camera vision and field events into structured signals that can be verified, controlled and reported.
CAPABILITY STACK
AI, hardware and software built around the operation.
Hardware & Sensor Integration
Cameras, radar, RFID, temperature, vibration, TPMS and external sensor inputs.
CAN Bus & Vehicle Interfaces
Vehicle-state data, speed, indicators, gear state, body-builder signals and event triggers.
Custom Firmware & Device Logic
Site-specific, privacy-specific or workflow-specific device behaviour.
Cloud Alerts & Reporting
Real-time event capture, audit trails, operational dashboards and evidence review.
API & System Integration
Integration into telematics, fleet systems, ERP, safety platforms and customer workflows.
SYSTEM DESIGN PROCESS
Your problem becomes the system design.
Every project starts with the operational failure mode. From there, AI Drive defines the required hardware, AI logic, vehicle data, software workflow and reporting layer before deployment.
PROBLEM
DISCOVERY
SYSTEM DESIGN
PILOT
DEPLOYMENT
OPTIMISATION
CONTRACT-STYLE SYSTEM MAP
OPERATION → ENGINEERING
REAL PROBLEMS SOLVED
Real problems. Engineered systems.
Each system starts with a specific operational failure mode, then combines the right hardware, AI logic, vehicle data and software workflow to produce a practical outcome.
CASE 01
Fuel Delivery Integrity
- Problem
- Manual fuel offloading created contamination risk at the point of discharge.
- Engineered system
- Manifest validation, spill point detection and automated compartment control before fuel flows.
- Proof point
- 3-month live pilot. 100% accuracy in preventing incorrect fuel discharge.
AI Drive engineered a validation system that prevents incorrect fuel discharge before fuel flows, turning a manual, high-risk process into a controlled and auditable operation.
MANIFEST SPILL POINT VALIDATE ENABLE
CASE 02
Waste Fleet Safety
- Problem
- Waste collection combines pedestrian risk, reversing risk, hydraulic lifter hazards, fatigue, disputes and fragmented evidence.
- Engineered system
- AI cameras, radar, CAN/IO integration, video evidence, driver coaching and fleet health monitoring in one platform.
- Proof point
- One connected audit trail from detection to evidence review, coaching and resolution.
AI Drive connected route safety, hydraulic danger zones, reversing risk, driver coaching, video evidence and fleet health into one operational platform.
DETECT ALERT EVIDENCE COACH
CASE 03
Low-Speed Collision Mitigation
- Problem
- Large vehicles operating in depots, campuses, loading docks and tight streets face blind spots, proximity risk and alert fatigue.
- Engineered system
- Multi-angle cameras, radar or ultrasonic sensors, CAN bus activation, in-cab alerts, cloud event reporting and API integration.
- Proof point
- Vehicle-specific sensor fusion, tuned detection zones and reduced false positives.
AI Drive engineered a sensor-fusion system that gives drivers real-time awareness around the vehicle while giving safety teams a reliable evidence trail.
CAMERA + RADAR ZONE LOGIC DRIVER ALERT EVENT LOG
CASE 04
Heavy Load Restraint Monitoring
- Problem
- Steel coils can become a high-risk load when restraints are missed, loose or compromised in transit.
- Engineered system
- Trailer-mounted AI cameras monitor coils, restraint chains and load movement, triggering driver audio alerts and manager escalation.
- Proof point
- Custom AI models detect coil position, chain visibility and early signs of load shift before it becomes a road-safety incident.
AI Drive engineered a load-intelligence system that turns steel coil transport from a manual restraint-check process into a live, monitored and auditable safety workflow.
LOAD VISION CHAIN DETECTION SHIFT MONITORING ALERT ESCALATION
FAILURE MODE
Real operations do not fail in one system.
The problem is rarely just a camera, a sensor, a driver alert or a dashboard. Operational risk usually sits between systems, where hardware, people, process and data fail to connect.
RISK SURFACE
CONNECT FAILURE POINTS
AI DRIVE SYSTEM DESIGN
CONNECTS THE FAILURE POINTS
OPERATING ENVIRONMENTS
Built for assets, vehicles and workflows that do not fit standard products.
AI Drive works across environments where hardware, software, AI and operational data need to function together in the real world.
Transport fleets
Waste collection
Fuel delivery
Healthcare logistics
Industrial vehicles
Trailers and mobile assets
Delivery operations
Asset-heavy organisations
READY-TO-DEPLOY SOLUTIONS
Out-of-the-box solutions for real-world operations.
Proven systems. Faster deployment. Configured around your operation.
Pedestrian and Vehicle Detection
Detect people, vehicles and movement in critical zones.
Driver Fatigue Monitoring
Identify driver risk in real time.
Live Streaming and Footage Download
View, retrieve and export video evidence.
Vehicle Tracking
Track movement, location and activity.
Alarm Management and Automation
Manage alerts from detection to resolution.
Automated Health Check
Verify system health automatically.
Advanced Driver Assistance System (ADAS)
Improve awareness before risk escalates.
Reports
Convert events into operational insight.
Temperature and Vibration Sensors
Monitor condition data from the field.
Long Range Radars and Ultrasonic Sensors
Detect proximity, blind spots and objects.
RFID Integration
Identify people, assets and workflow events.
CAN Bus and Serial Integration
Connect vehicle state, triggers and controls.
START WITH THE PROBLEM
Have an operational problem no one has solved yet?
Bring it to AI Drive. We’ll investigate the environment, define the technical path and design the system around the outcome you need.