System Architecture

Three input sources feed into AI processing modules, stored in a managed data layer, and surfaced through four output channels. Everything connected, nothing manual.

Input Sources

Processing

AI Core

Data Layer

Outputs

📹Zoom API

📄File Uploads

🎓Course Platform

Webhook Workers

Job Queue

Ingestion Pipeline

🤖Knowledge Base (RAG)

🤖Avatar Builder

🤖Asset Generator

🤖Call Reviewer

💾PostgreSQL (Supabase)

💾Vector Store (pgvector)

💾File Storage (R2)

✓Client Dashboard

✓Client Delivery Portal

✓Coaching Reports

✓Marketing Assets

React Flow

Technology Stack

Frontend

Next.js 14 + React
TypeScript + Tailwind CSS
Vercel (hosting)

Backend

Python 3.11+ workers
Railway (hosting)
Webhook + cron workers

AI & Data

Claude API (Anthropic)
Supabase (PostgreSQL + pgvector)
Cloudflare R2 (storage)

Integrations

Zoom API (recordings)
Google OAuth (auth)
Webhook events

Estimated Monthly Running Costs

Claude API (AI generation)	$200-500
Supabase (database + auth)	$25
Vercel (frontend)	$20
Railway (backend workers)	$20-50
Cloudflare R2 (file storage)	$5-15
Total Estimated	$270-590/mo

Zoom subscription is separate (your existing cost).