Ahmed Fareed
I help businesses ship reliable AI into production.
Agents, MCP servers, RAG and LLM automation — built like real software, not notebook demos. Nine years of engineering behind every build, so it ships and keeps working.
Biography
I help businesses put AI to work in production — agents, MCP servers, RAG and LLM automation, built like real software. Nine years of engineering means it ships and keeps working, not just demos well.
Skills
- Frontend
- Backend & APIs
- Cloud & DevOps
- Data
- Languages
- AI engineering
Years Engineering
9AI Systems Shipped
3Focus
AIServices
What I Do
Ship agents into production
Take an agent or multi-agent workflow from a promising prototype to something that runs unattended — with the guardrails, evals, observability and failure handling that separate a demo from a system.
LLM automation that saves real time
Identify the repetitive, judgement-light work in your business and automate it reliably with LLMs — n8n, queues, scheduled jobs — so it keeps running without supervision.
AI integration into existing products
Add RAG, tool-calling, MCP servers or assistant features to an existing codebase — built like production software, not bolted on.
AI system audits & reliability reviews
Already have something live (or nearly)? I review the architecture, prompts, evals, cost and failure modes and give you a prioritised plan to make it dependable.
Portfolio
Recent Works
Representative, anonymised case studies of AI systems I've taken into production — the problem, the approach, and the result.
- MCP
- Secrets / Bitwarden
- Auth & scoping
- Multi-agent
- Orchestration
- Reliability
- n8n
- LLM automation
- Structured output
- Product
- AWS Bedrock
- Alfred
Experience
High lights
9 years shipping production software
Since 2017Full-stack engineering across web, mobile, cloud and serverless — the foundation the AI work is built on.
Custom MCP server, hosted & secured
RecentTook a local MCP integration to a multi-tenant HTTPS service with auth, scoping, rate-limiting and audit.
Multi-agent orchestration framework
RecentRoutes work across specialised agents with review gates and clean hand-offs so complex jobs complete reliably.
Unattended LLM automation in production
Ongoingn8n + LLM pipelines with confidence thresholds and alerting that run on a schedule and give back hours each week.
Ahmed's work has been reliable, constructive and practical to my needs — and within good budgets. A genuinely good and supportive addition to the business team.
Andrew Shenton
Owner — Andrews Building ConservationContact
Book a free consultation
Tell me what you're trying to build — a short call, no pitch. I'll tell you honestly if and how I can help.
Response:
Within 2 business days
Drop a line via the form — it comes straight to me.