AlgoRec - AI Recommendation Engine

AlgoRec is a production-ready, fully managed SaaS platform that brings enterprise recommendation systems within reach of any product or engineering team. Built on Django and Django REST Framework and deployed entirely on AWS, AlgoRec removes the cost and complexity of standing up an in-house ML pipeline, so you can move from data to deployed recommendations in a single, guided workflow.

From data to deployment, end to end. Users securely upload datasets in CSV, Excel, or ZIP format to Amazon S3, where AlgoRec performs automated schema detection and train/test splitting. Personalized models are trained using collaborative filtering, with full experiment tracking through MLflow. Training runs asynchronously on Celery and Redis, and models deploy for real-time inference via RESTful APIs with a single click. Scheduled hourly, daily, or weekly synchronization keeps recommendations current with connected sources such as WooCommerce stores.

Secure and AWS-native by design. AlgoRec integrates Amazon Cognito for multi-provider authentication (AWS and Google) with JWT and multi-factor authentication, Amazon SES for transactional email, Amazon CloudWatch (via Watchtower) for centralized logging, and Sentry for error monitoring. Security is enforced through role-based access control, API rate limiting, encrypted Amazon S3 storage, and hashed API keys, meeting the expectations of security-conscious enterprise buyers.

Predictable, usage-based billing. Flexible subscription tiers (Free, Basic, Pro, and Custom) combine with resource-based metering across compute time, storage, and API calls. Billing is processed through Stripe and tracked in PostgreSQL-backed wallets, with procurement aligned to AWS Marketplace SaaS conventions.

Built to scale and operate reliably. Docker Compose supports multi-container deployments across development, staging, and production, while stateless APIs enable horizontal and auto-scaling readiness. Performance optimizations, including 15-minute database caching and pagination, keep response times fast as data grows, and built-in user-activity logging provides operational visibility. AlgoRec's hosted architecture and AWS CloudFormation templates conform to AWS Marketplace SaaS guidelines.

Whether you run an e-commerce storefront or a content platform, AlgoRec lets you launch and scale personalized recommendations in days, not months, with enterprise-grade reliability and the assurance of an AWS-native foundation.