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I will build fastapi backend with local ai integration using ollama and docker


About this gig
I'll build a privacy-first AI backend using FastAPI and Ollama (local LLMs) no OpenAI bills, no data leaks, complete control.
Perfect for:
Startups needing GDPR-compliant AI (data stays on your server)
Businesses wanting to cut $500+/month OpenAI API costs
Developers building AI features without cloud dependencies
What you get:
Production-ready FastAPI with async endpoints
Ollama integration (Llama, Mistral, CodeLlama your choice)
Docker + Docker Compose (works on any VPS, laptop, or server)
Clean code structure + API documentation
Integration guide for your frontend
Why local AI?
Your data never leaves your infrastructure
Zero API costs (unlimited requests)
No rate limits or downtime from OpenAI
Custom models fine-tuned for your use case
I specialize in:
AI agent development (multi-step reasoning)
RAG systems (chat with your documents)
Code analysis & security auditing (check my portfolio)
Next.js frontends that connect to local AI
Tech stack: FastAPI | Ollama | Docker | PostgreSQL | Redis | Next.js (optional frontend)
Message me your use case before ordering I'll confirm the exact scope and recommend the best open-source model for your needs.
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Get to know Abdul Rafay
- FromPakistan
- Member sinceSep 2025
Languages
English
My Portfolio
FAQ
Do I need a GPU?
No — I optimize for CPU usage. But if you have a GPU, I’ll configure CUDA acceleration for 10x faster responses.
Can this replace ChatGPT for my business?
For most use cases — yes. I’ll set up the API so your existing apps call localhost instead of OpenAI. Zero code changes on your frontend, 100% cost savings.
What if I need the AI to know my documents/data?
I can add RAG (Retrieval Augmented Generation) so the AI answers based on your PDFs/DB. Message me for custom quote — usually +$100-200 depending on data size.
Do you host this for me?
I provide the Docker setup and deployment guide. You run it on your server (DigitalOcean, AWS, or even a local machine). If you need managed hosting, I can recommend solutions.

