AI Systems That Actually Reach Production.
I build the full stack — private LLMs, RAG pipelines, agents, SaaS — and own it from architecture to launch. One engineer, backed by a fleet of specialized AI agents — so you get senior-level depth across every domain without the agency markup.
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
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.
Specialist agents, ready to deploy.
Each agent is purpose-built for a domain — trained on the right data, integrated into your stack, and handed off with full documentation.
Legal Document Agent
Contract review, clause extraction & compliance checks
- Flag risky clauses in NDAs and service agreements
- Extract parties, dates, obligations, and renewal terms
- Cross-check documents against GDPR or SOC 2 requirements
Healthcare / HIPAA Agent
PHI-safe clinical documentation and medical record analysis
- Summarize patient records without exposing PHI externally
- Answer clinical Q&A over air-gapped document stores
- Generate structured intake and discharge documentation
Customer Support Agent
Autonomous ticket resolution and escalation routing
- Resolve tier-1 tickets end-to-end without human touch
- Route complex issues to the right team with full context
- Answer product questions from internal knowledge bases
Finance & Compliance Agent
Financial document analysis and audit prep
- Analyze contracts, invoices, and financial statements
- Generate SOC 2 / GDPR compliance checklists from docs
- Flag anomalies and inconsistencies across report sets
Code Review Agent
Architecture review, security audits and PR analysis
- Review pull requests for security vulnerabilities
- Audit codebase architecture against best practices
- Generate documentation from undocumented codebases
Workflow Automation Agent
Replace manual back-office processes with autonomous workflows
- Automate multi-step back-office processes via n8n
- Connect internal tools through custom MCP servers
- Monitor and react to business events without human input
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) · Upwork ✓
Common questions
From the build log.
Technical posts on real problems — cost engineering, RAG, compliance, and voice AI.