Intelligence that
grows with you.
Machine learning built for cultivation. Our AI processes millions of data points to predict problems, optimize yields, and make decisions faster than any human could.
Six AI Engines. One Platform.
Purpose-built machine learning models that work together to optimize every aspect of cultivation.
Predictive Climate Engine
See problems before they happen
Our ML models analyze temperature, humidity, VPD, and CO2 patterns to predict environmental drift 30-60 minutes before it occurs. The system auto-adjusts HVAC and dehumidification to prevent issues—not react to them.
Pathogen Risk AI
Never lose a harvest to PM again
Trained on 50,000+ environmental failure events across hundreds of facilities. The model recognizes the exact conditions that breed powdery mildew, botrytis, and bud rot—and triggers preventive action before spores activate.
Yield Prediction Model
Know your harvest at week 4
Computer vision + environmental data fusion. The AI analyzes canopy density, leaf color, stem thickness, and historical grow data to forecast final yield with 95% accuracy by week 4 of flower.
Energy Optimization AI
Cut costs without cutting corners
Reinforcement learning model that discovers the most efficient HVAC, lighting, and dehumidification schedules for your specific facility. It learns your equipment's quirks and optimizes around them.
Computer Vision Monitoring
Eyes on every plant, 24/7
Camera-based plant health analysis detects nutrient deficiencies, pest damage, and growth anomalies before they're visible to the human eye. Alerts with photos and recommended actions.
Crop Steering Intelligence
Generative or vegetative—on command
AI-driven irrigation that reads substrate moisture, EC, and plant transpiration in real-time. The model determines optimal dry-back cycles and feeding schedules to steer growth phase precisely.
How IOGRU AI Works
Data Ingestion
500+ data points per zone, per minute
Temperature, humidity, VPD, CO2, light intensity, substrate moisture, EC, pH, leaf temperature, stem diameter, canopy imaging
ML Pipeline
Real-time inference + continuous learning
Edge computing for sub-second decisions, cloud training for model improvement, federated learning across facilities
Model Types
Purpose-built models for cultivation
LSTM for time-series prediction, CNN for computer vision, Reinforcement learning for optimization, Anomaly detection for alerts
Action Engine
Autonomous control with human oversight
Direct equipment control via BACnet/Modbus, configurable autonomy levels, full audit trail, manual override always available
Not Generic AI. Cannabis AI.
Trained on Cannabis
Not generic agriculture AI. Our models are trained specifically on cannabis cultivation data from 500+ facilities. They understand VPD targets, light cycles, and strain-specific requirements.
Explainable Decisions
Every AI recommendation comes with reasoning. See exactly why the system made a decision, what data it analyzed, and what outcomes it expects.
Human-in-the-Loop
AI suggests, you decide. Configure autonomy levels from 'advisory only' to 'full autonomous control' for each system. Change anytime.
Continuous Improvement
Models improve weekly based on outcomes across all facilities. Your system gets smarter over time—without requiring updates or intervention.
AI That Connects to Everything
IOGRU AI integrates with your existing equipment via BACnet, Modbus, 0-10V, and REST APIs. The intelligence layer works on top of any hardware—no rip-and-replace required.
- Direct control of HVAC, dehumidifiers, and CO2 systems
- LED dimming and spectrum control integration
- Irrigation and fertigation system automation
- Camera and sensor data fusion
{
"timestamp": "2024-12-16T14:32:00Z",
"zone": "Flower Room 3",
"prediction": "humidity_spike",
"confidence": 0.94,
"time_to_event": "28 minutes",
"action_taken": "dehu_boost_15%",
"reasoning": [
"lights_off in 45 min",
"leaf_temp dropping 0.3°C/hr",
"historical_pattern_match: 94%"
],
"outcome": "prevented"
}Ready to let AI run your facility?
See how IOGRU's AI can predict problems, cut costs, and optimize yields for your specific operation.
Book AI Demo