01 AI-Driven Intent Recognition We integrated OpenAI's advanced language models to parse natural language into structured search intents. This allows users to type conversational phrases, and our engine returns highly relevant product suggestions in real-time - making search feel effortless.
02 Dynamic Search Engine Integration Our custom search pipeline maps AI-extracted tags to product attributes using MongoDB queries. Combined with optional Algolia fallback, the system delivers accurate and fast search results based on effects, strains, budget, and flavor preferences.
03 PWA Optimization We built the platform as a fully functional Progressive Web App (PWA), enabling offline access, push notifications, and installable mobile experiences - all while maintaining fast performance and native-like responsiveness across browsers and devices.
04 Responsive, Mobile-First UI Crafted with Angular and Bootstrap 5, the UI follows a mobile-first design strategy. Every component is responsive and modular, offering an intuitive browsing experience with adaptive layouts for smartphones, tablets, and desktops.
05 Secure Backend API Layer Built on Node.js and Express, our backend ensures secure data flow with token-based authentication, role-based access control, and API rate-limiting - enabling scalable performance while protecting user data and transaction integrity.
06 Third-Party API Ecosystem We seamlessly integrated Stripe, Twilio, Firebase, and OpenAI to handle payments, notifications, push services, and natural language search - allowing us to deliver enterprise-grade features without added infrastructure overhead.
01 Shared Mission, Bold Goals Green Releaf envisioned a smarter, more intuitive way for customers to explore cannabis products. CodesClue stepped in with the technical expertise to turn that vision.
02 AI Meets User-Centered Design Together, we designed a platform where real human behavior drives product discovery. Our AI-powered natural language search ensures users find exactly what they need.
03 Built for Today, Ready for Tomorrow While Green Releaf brought deep market insight, CodesClue delivered future-ready tech - PWA architecture, smart search engines, and a backend that scales with growth.
04 Trust, Transparency & Collaboration This project was a true partnership, rooted in open communication and agile development. Every milestone was co-shaped, tested through continuous feedback from Green Releaf's leadership.
Node.js + Express High-performance backend handling API requests, authentication, and server-side logic.
AWS (EC2, S3, Route 53) Hosting, file storage, and DNS routing configured with scalability and uptime in mind.
Stripe (or Alt Payment Gateway) Supports secure checkout and digital payment processing (if integrated or planned).
Medical ID Verification API External API for validating patient documents during onboarding (e.g., GreenID, Veriff).