By turning raw data into actionable insights, Sapplinns empowers farmers to grow more with less—sustainably, intelligently, and confidently.
Introduction
Sapplinns is a full-stack AgriTech platform tailored to the needs of modern, sustainable farming. It merges advanced crop prediction algorithms, real-time sensor monitoring, and intuitive planning tools—offering farmers data-backed insights without complexity.
Designed with scalability and accessibility in mind, the platform democratizes agricultural intelligence, enabling both smallholders and large-scale growers to benefit from precision farming.
🌐 Live Demo 🔗 GitHub Repo
Problem Statement
Agriculture often suffers from:
- Poor access to data-driven crop planning
- Unpredictable weather and soil conditions
- Manual monitoring of soil health and water usage
- Lack of early detection for pests and disease
Sapplinns bridges these gaps by offering a centralized platform that automates predictions, simplifies monitoring, and supports sustainable practices using cutting-edge AI and sensor technologies.
Tech Stack
Layer | Technology |
Frontend | Next.js – Dynamic routing, SSR |
Backend | FastAPI – Lightweight, async Python API |
Styling | Tailwind CSS – Responsive UI |
Animations | Framer Motion – Smooth UX transitions |
Security | FastAPI Middleware – API rate limiting |
Folder Structure
sapplinns/ ├── frontend/ # Next.js frontend │ ├── pages/ # Routes (home, plans, contact, etc.) │ ├── components/ # Navbar, Cards, Dashboard Widgets │ ├── styles/ # Tailwind CSS and globals │ └── public/ # Icons, images, logos │ ├── backend/ # FastAPI backend │ ├── main.py # App entry point │ ├── routes/ # API routes (predict, monitor) │ ├── services/ # AI models and prediction logic │ ├── models/ # Pydantic schemas │ └── middleware/ # Rate limiting and auth logic │ └── README.md # Project documentation
Core Features
🌾 Smart Crop Prediction
- Uses live soil data and weather metrics
- Tailored by crop type, geography, and season
🌿 Sensor-Based Monitoring
- Real-time environmental feedback on:
- Soil pH, temperature, moisture
- Rainfall and nutrient levels
🧠 AI-Powered Decision Tools
- Predictive analytics for crop yield
- Early alerts for pests and disease risks
📦 Tiered Farming Plans
- Flexible modules for:
- Small-scale organic farmers
- Mid-size cooperatives
- Industrial farms
📩 Contact & Subscription Forms
- Built-in lead capture for partnerships and feedback
🔐 API Security
- Rate limiting middleware
- Quota management per IP
- Support for retry headers
Development Highlights
- Modular architecture with Next.js pages and FastAPI routes
- Minimal dependencies for lean performance
- Tailwind and Framer Motion for a clean, animated UI
- Backend designed for easy integration with IoT/sensor data
- Prepared for cloud-based hosting and expansion
Future Enhancements
Feature | Status | Description |
Farmer Dashboards | 🧪 In Progress | Visualized data, weather forecasts, task scheduling |
IoT Hardware Sync | 🔜 Planned | Bluetooth/WiFi-based integration with real-world sensors |
Offline Mode | 🔜 Planned | PWA capabilities for low-connectivity regions |
SMS/IVR Alerts | 🔜 Planned | Local language support for low-literacy farmers |
Multilingual Support | 🔜 Planned | Full i18n for regional and international access |
Admin CMS | 🧪 Researching | Web panel for content and data management |
Impact & Vision
✅ Helps Indian farmers shift from reactive to proactive decision-making
✅ Encourages sustainable, organic, and data-backed farming methods
✅ Bridges the gap between AI innovation and rural accessibility
✅ Built to scale—across geography, crop types, and farm sizes
Sapplinns is more than a product—it’s a movement toward intelligent, inclusive, and resilient agriculture. Its goal is to make precision farming a right, not a luxury.