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Innovation Cup Cebu 2026 Hackathon

Team Random Access Members

Avatar Name GitHub Username Contributions
Hermoine Zozobrado @moisturicer Project Lead, AI Integration, PWA Developer
Lovely Ong @xienshane Lead Backend, Webhook Developer, FastAPI
Rainne Borromeo @choclitshake Data Engineer, Web Scraping, FastAPI
Nathanael Del Castillo @doinath Main Backend, Systems Architect, APIs
Clark Modequillo @clorkies UI/UX, Frontend Developer

About the Project 🌱

PresyoAni is an offline-capable digital AI assistant that empowers rural producers by providing instant quality grading, market price transparency, and direct access to buyers through Messenger.

⚠️ This is a hackathon project. Features may be buggy or incomplete.


🎯 Problem Statement

Rural farmers in the Philippines often lack reliable internet access, making them vulnerable to exploitative middlemen. Without real-time access to daily market prices (DPI) and a standardized way to grade their crops, farmers are forced to sell their produce at significantly lower margins.


🌉 The Digital Gap

Recent data shows that 69% of Filipino farmers already own smartphones. However, a massive disconnect remains: almost all modern agribusiness tools, pricing platforms, and AI solutions require a stable 4G/5G internet connection—a luxury rarely available in remote farmlands.

The hardware is already in their pockets, but the software fails them when they lose signal. PresyoAni bridges this exact gap. By shifting heavy AI processing offline (Edge Computing) and utilizing the "Free Data" Messenger networks already popular in the Philippines, we deliver high-tech agricultural tools to zero-bandwidth environments.


💡 Our Solution

PresyoAni bridges the digital divide by using an offline-first Progressive Web App (PWA). Farmers can scan their crops (like tomatoes, chilies, and sweet potatoes) without an internet connection. The AI grades the crop locally on their device and generates a lightweight text code.

The farmer can then paste this code into Facebook Messenger (which works on Free Data promos) to receive the latest market prices and instantly list their produce in a digital marketplace accessible to buyers.


🕹 Key Features

  • Offline AI Crop Grading: Edge AI (TensorFlow Lite) evaluates crop quality directly on the phone's CPU, requiring zero internet connectivity.
  • "Free Data" Integration: Works seamlessly with Philippine telecom "Free Facebook/Messenger" promos using text-based hash codes instead of heavy web links.
  • Real-Time Price Scraping: Automated web scraping of the Department of Agriculture's daily price index (DPI) to ensure fair pricing.
  • Integrated Marketplace Platform: A seamless ecosystem where farmers list their AI-graded crops via the "Free Data" Messenger bot, which automatically syncs to a dedicated marketplace website where buyers can browse, verify the AI grades, and place orders directly.

💰 Revenue Streams & Monetization

PresyoAni operates on a multi-tier revenue model that monetizes the data, trust, and efficiency our platform creates. By providing value to institutional buyers, corporate entities, and government agencies, we ensure a sustainable and profitable ecosystem.

  • Strategic Marketplace Matching Fees: Institutional buyers (hotels, restaurants, and food processors) pay a success-based matching fee whenever the platform facilitates bulk procurement directly from farmers. This reduces their sourcing costs while providing PresyoAni with a steady stream of transaction-based revenue.
  • Corporate ESG & Sustainability Subscriptions: Large corporations pay a monthly subscription for digital transparency reports. These "Fair-Trade" analytics provide verifiable data on their supply chain, helping them meet ESG (Environmental, Social, and Governance) goals and prove their direct impact on rural farmer livelihoods.
  • Public Sector Data-as-a-Service (DaaS): We provide government agencies (such as the Department of Agriculture) with licensed access to a real-time "Agri-Map." This live dashboard tracks crop yields, harvest locations, and quality grades, enabling the government to predict supply gluts, prevent price spikes, and manage national food security with actual field data.
  • Agri-Cooperative SaaS Dashboard: Agricultural cooperatives pay a monthly SaaS (Software-as-a-Service) fee to access a centralized management dashboard. This tool allows co-op leaders to track the collective output of all their members in real-time, allowing them to consolidate harvests and negotiate significantly better wholesale prices.

🚀 Scalability & Future Expansion

The true power of the PresyoAni architecture is its modularity. While our MVP focuses on high-value crops, our core infrastructure—Offline Edge AI combined with zero-bandwidth Messenger integration—can easily scale to other vital Philippine industries.

Because the AI "brain" is just a swappable .tflite file, we can rapidly expand to:

  • 🐟 Fisheries & Aquaculture: Fishermen can grade catch freshness (e.g., analyzing eye clarity or gill color of Tuna/Bangus) and log their haul sizes while still out at sea with zero cell service.
  • 🐔 Poultry & Livestock: Poultry farmers can automate egg size classification, grade meat cuts, or even use early-detection visual AI for visible livestock diseases.
  • 🌾 Supply Chain Verification: Expanding the marketplace to include logistics partners who can scan the exact same offline codes to verify the quality of goods during transport.

🛠 Tech Stack

  • Frontend (Farmer Offline Scanner): HTML5, Vanilla JavaScript, CSS (PWA + Service Workers)
  • Frontend (Buyer Marketplace Website): React.js, Tailwind CSS
  • Backend & Webhooks: Python, FastAPI, Uvicorn
  • Database: Supabase (PostgreSQL)
  • Edge AI & Model Training: Roboflow (Dataset Management), Google Colab (Model Training), TensorFlow Lite / WebAssembly (Offline Edge Inference)
  • Integrations: Meta Graph API (Messenger Bot), Python Web Scraping (HTTPX/BeautifulSoup)
  • Deployment & Cloud: Render (FastAPI Backend & PWA Hosting), Vercel (React Website Hosting)

📜 License & Copyright

© 2026 Team Random Access Members. All Rights Reserved.

This project, including its source code, concepts, algorithms, and UI/UX design, is proprietary. Unauthorized copying, modification, distribution, or commercial use of this repository or its underlying ideas is strictly prohibited.

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PresyoAni is an offline-capable digital AI assistant that empowers rural producers by providing instant quality grading, market price transparency, and direct access to buyers through Messenger.

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