AI Systems That Actually Reach Production.
I build the full stack — private LLMs, RAG pipelines, agents, SaaS — and own it from architecture to launch. No agency. No handoffs. One engineer.
Every project starts with a system design and compliance review — so you know exactly what is being built, why, and what it will cost before development starts. No surprises at deployment.
How I work
Every project follows the same structure — so you always know where you are and what comes next.
Free Scoping Call
30 minutes. You describe the use case. I tell you whether it's buildable, what the architecture looks like, and what it will cost. No sales pitch.
Architecture & Compliance Review
Before a line of code is written, I deliver a system design document — tech stack, data flow, compliance checklist, and cost model. No surprises at deployment.
Build
Weekly demos. You see working software every 5–7 days. Scope changes are handled honestly — not hidden in a change order at the end.
Deploy & Harden
Production deployment with load testing, monitoring, and a compliance sign-off where required. I don't hand off a prototype and call it done.
Handoff & Support
Full documentation, staff training if needed, and 30 days of post-launch support included. Retainer packages available for ongoing work.
Problems solved. Results shipped.
Three recent engagements across healthcare, legal, and SaaS — each with a measurable outcome.
OpenAI Cost Elimination
Replaced $18K/month OpenAI spend with a self-hosted model. Project paid for itself in 47 days.
- Audited full token usage across 3 product surfaces
- Selected and fine-tuned an open-weight model on customer data
- Zero downtime cutover — deployed behind existing API contracts
- Ongoing infra cost: ~$400/month
Legal RAG Pipeline
Production RAG system over 40,000+ legal contracts with production-grade retrieval accuracy.
- Chunking strategy tuned for contract structure (clauses, parties, dates)
- Hybrid search: dense + sparse retrieval with re-ranking
- Built-in citation — every answer references the source clause
- Deployed on AWS with SOC 2-compliant data handling
Air-Gapped LLM for Healthcare
Deployed air-gapped LLM for a HIPAA-regulated clinic — zero third-party API calls, passed compliance review first time.
- Full on-premises deployment: no data leaves the building
- Architecture review and compliance documentation included
- PHI never touches any external service
- Staff training and handoff documentation provided
Voice AI Product (VoxAI)
End-to-end voice assistant product — speech-to-text, LLM reasoning, and text-to-speech in a single sub-2s pipeline.
- Designed full STT → LLM → TTS architecture from scratch
- Latency optimized to under 2 seconds end-to-end
- Integrated with existing product backend via WebSocket API
- Deployed on AWS with auto-scaling for concurrent voice sessions
n8n + MCP Automation Platform
Configured a full AI automation stack — custom MCP servers, n8n workflows, and OpenWebUI tooling for a consulting firm.
- Built custom MCP servers exposing internal tools to LLMs
- Designed n8n workflows replacing 3 manual back-office processes
- Trained staff on OpenWebUI configuration and prompt engineering
- Delivered full documentation and runbooks for in-house maintenance
What I build
From private LLM infrastructure to full-stack SaaS — I handle the end-to-end build so you don't have to coordinate between vendors.
Private LLM Deployments
Air-gapped, on-premises LLMs with full HIPAA / GDPR / SOC 2 compliance. Zero third-party API calls.
RAG & Document Intelligence
Production retrieval over legal contracts, medical records, and financial reports. Built-in citation and audit trails.
AI Agents & Pipelines
Autonomous multi-step agents built with LangGraph, CrewAI, and AutoGen — production-hardened, not prototypes.
Legacy System Integration
Connect AI to your existing CRM, ERP, and internal databases via n8n, Make, and FastAPI.
Full-Stack SaaS + AI Products
End-to-end: backend architecture, payments, DevOps, CI/CD on AWS. One engineer, no handoffs.
OpenAI Cost Elimination
Self-hosted replacements for OpenAI APIs that pay for themselves — typically within 60 days.
Computer Vision & Medical Imaging
Custom CV pipelines and medical imaging applications, from data ingestion to model serving.
Voice AI & Speech Pipelines
Speech-to-text, text-to-speech, and fully voice-enabled assistants integrated into your product.
Tools I ship with
Industries
Compliance
From clients
30+ completed jobs · 5.0 rating · Top Rated on Upwork
“Moneeb is a fantastic guy. Very knowledgeable, easy to communicate with, and always trying to get the maximum result. Really appreciate this collaboration.”
AI Server Programming (Phase 2)
“Moneeb was developing functions for OpenWebUI to be used by LLMs. He was very knowledgeable and a pleasure to work with. Highly recommended!”
Server function to make Pandoc letters available to LLMs
“Moneeb is an excellent collaborator, thinker, and problem solver. Prompt and courteous — really a pleasure to work with.”
Development and Deployment of VoxAI
“Moneeb taught us how to configure custom tools in OpenWebUI and how to implement MCPs in n8n. He explained well and his availability was extraordinary.”
AI System Administration and Consulting