AI SaaS & No-Code Platform
AIVIZED Agent Factory
Struggling with slow chatbot delivery? AIVIZED Agent Factory is a no-code AI platform that builds, configures, and deploys production-ready AI chatbots in under 10 minutes.
Case Study Overview
Value & Architecture Breakdown
1. Problem
Custom AI chatbot development took 1–2 weeks per client with manual backend wiring, custom UI development, and zero reusability across client projects.
2. Solution
Built a self-service AI agent engine featuring a FastAPI/OpenAI backend, SSE streaming, and a minified Vite IIFE embeddable frontend widget.
3. Tech Stack
4. Business Impact
Reduced delivery turnaround from 14 days to under 10 minutes per chatbot deployment with 100% code reusability.
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Let's discuss custom AI automation, agents, or SaaS development.
The Problem
Chatbot delivery was taking too long
Every client project meant building a custom chatbot from scratch — wiring up the backend, designing a frontend widget, configuring the LLM, and handling deployment. What should have been a quick deliverable was bleeding into weeks, pushing back timelines and frustrating clients who expected instant results.
Before AIVIZED
1–2 weeks per chatbot — custom code, manual deployment, client wait time, and zero reusability between projects.
The Solution
A platform that builds them in 10 minutes
I built AIVIZED Agent Factory — a no-code platform where I configure, generate, and deploy a fully functional AI chatbot in under 10 minutes. The backend handles LLM orchestration, API key management, structured logging, and async webhook delivery. The frontend widget bundles everything into a single self-contained script that drops into any website.
After AIVIZED
Under 10 minutes per chatbot — no code, reusable components, instant deployment, and a consistent architecture across every project.
How it works
Configure. Generate. Deploy.
The system is split into three layers — a Python/FastAPI backend, a self-contained React widget, and an admin dashboard.
Backend API
FastAPI async server with SQLAlchemy ORM → PostgreSQL on Neon. OpenAI GPT-4o for chat completions with SSE streaming. Fernet-encrypted API key storage, structlog for structured logging, and httpx for async webhook delivery.
Widget Frontend
React 18 chat widget built with TypeScript, bundled via Vite 5 into a single IIFE file (dist/widget.js). CSS-in-JS keeps styles self-contained. Minified with terser — drop it into any website and it works.
Admin Dashboard
Next.js 14+ dashboard with TailwindCSS, Prisma ORM, and JWT authentication. Manage chatbots, view analytics, configure webhooks, and monitor usage — all from one interface.
Full Tech Stack
Every tool that powers AIVIZED Agent Factory
A comprehensive breakdown of all languages, frameworks, libraries, and infrastructure used.
Backend
Python 3.11.8
Runtime environment
FastAPI (>=0.109)
Async REST API framework
Uvicorn (>=0.27)
ASGI server
SQLAlchemy 2.0
ORM → PostgreSQL (Neon, serverless)
Pydantic 2
Validation & settings
OpenAI Python SDK (>=1.12)
GPT-4o chat completions + SSE streaming
cryptography (Fernet)
Encrypted API key storage
structlog
Structured logging with secret scrubbing
httpx
Async webhook delivery
pytest + ruff
Testing & linting
Frontend Widget
React 18 (TSX)
Chat widget UI
Vite 5
Build tool → IIFE bundle dist/widget.js
terser
Minification
ESLint
Linting
CSS-in-JS via Vite plugin
Self-contained single-file widget
Admin Dashboard
Next.js 14+
Admin dashboard framework
TailwindCSS
Dashboard styling
Prisma
ORM for dashboard data
JWT Auth
Authentication for admin panel
Infrastructure
PostgreSQL 15+
on Neon (serverless)
Docker / Docker Compose
Containerization (planned)
Nixpacks
For Railway builds
Railway / Heroku
Deployment platforms
OpenAPI 3.0/3.1
API contracts for widget, admin, and webhooks
Get Your Own
Want a chatbot for your business?
I build custom AI chatbots tailored to your industry — handling customer support, lead capture, bookings, and more. No code required on your end. Deployed within hours, not days.
Key Technologies
The tools that powered this project
Achievements
Measurable impact
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