About This Architecture

PowerBed Platform is a three-phase sleep optimization SaaS architecture combining Next.js frontend, NestJS backend, Supabase PostgreSQL, and pgvector embeddings. Phase 1 establishes user authentication, product configuration, and payment via Stripe; Phase 2 adds IoT sensor data ingestion, sleep pattern vectorization, and ETL-driven analytics; Phase 3 layers AI model training, LLM endpoints, and RAG pipelines to deliver personalized sleep recommendations. This phased approach lets teams validate core product-market fit before investing in ML infrastructure, reducing upfront complexity and cost. Fork this diagram to customize authentication flows, sensor integrations, or AI model choices for your sleep-tech or health-tech platform.

People also ask

How do you architect a phased SaaS platform that starts with user authentication and payments, then adds IoT data processing, and finally layers in AI-powered personalization?

PowerBed's three-phase architecture separates concerns: Phase 1 (Next.js, NestJS, Supabase, Stripe) validates core product; Phase 2 (sensor ingestion, pgvector embeddings, ETL) adds analytics; Phase 3 (AI training, LLM, RAG) delivers AI-driven insights. This reduces initial complexity while enabling incremental feature rollout and cost control.