CHARM — Chicken Health Assessment and Remote Monitoring System

AI-Powered Poultry Health Platform for Disease Detection and Farm Monitoring

Client
AgriTech Innovation Project
Duration
8 weeks
Team Size
3 specialists
Computer VisionDeep LearningAgriTechAI Agents
CHARM — Chicken Health Assessment and Remote Monitoring System

Key Results

Measurable impact delivered through our solution

92%
Disease Classification Accuracy
+92%
75%
Early Disease Detection Improvement
+75%
<15 sec
Average Diagnostic Time
–95% vs Manual Checks
24/7
Continuous Health Monitoring
Multi-Camera Coverage
100%
Scalable Deployment
Edge + Cloud Compatible

The Challenge

Poultry farming faces significant challenges in early disease detection and continuous health monitoring. Farmers traditionally depend on manual inspection — a slow, error-prone process that cannot scale across large flocks.

Difficulty identifying diseases early due to subtle visual symptoms

Lack of real-time, objective health tracking

Inability to deploy advanced AI models on low-power farm hardware

Minimal access to automated alerts and diagnostic insights for non-technical users

Absence of scalable infrastructure connecting farms, veterinarians, and health data

Our Solution

We developed CHARM, a full-stack, AI-driven poultry health monitoring platform integrating real-time computer vision, deep learning-based classification, and smart alerting to detect diseases instantly and provide actionable insights.

Detection & Tracking: YOLOv8 for real-time chicken detection and BoT-SORT for individual movement tracking

Disease Classification: ResNet50-based model trained on curated poultry disease datasets (Infectious Coryza, Fowl Cholera, Fowl Pox, etc.)

Smart Alert System: Automated rule-based engine providing health alerts and treatment recommendations

Web Platform: Django + REST API dashboard for farmers and veterinarians with visual analytics and farm-wide diagnostics

Data Pipeline: PostgreSQL for structured health logs, OpenCV & NumPy for efficient frame processing

Future-Ready Design: Support for IoT integration, voice-based interfaces, and multilingual accessibility for rural deployment

Technology Stack

PythonDjangoDjango REST FrameworkYOLOv8ResNet50BoT-SORTOpenCVPyTorchPostgreSQLNumPyPandas

Business Impact

CHARM delivers measurable impact in agricultural efficiency, disease prevention, and food security by transforming traditional poultry management into a data-driven, automated health ecosystem.

Ready to Transform Your Business?

Let's discuss how we can deliver similar results for your organization. Our team is ready to tackle your most complex challenges.