Train With Jeanelle
From Instagram DMs to booked discovery calls in weeks. A focused website designed to convert attention into clients.
Personal brand · Fitness · Brand launch
Magdalena Furman · Copenhagen
Senior software & AI engineer helping founders ship complex products without scaling problems later.
Move from idea to production — AI systems, backend architecture, and web products built for real-world scale, not prototypes.
10+ years of production systemsMSc Computer Science · DTUFintech · Government · StartupsAI & event-driven architectureSystems serving millions
How I help
I work with founders on the engineering decisions that determine whether products scale or break.
01
AI Engineering
I design AI systems that integrate cleanly into production products without creating long-term complexity.
AI agents · LLM integrations · RAG systems · MCP · Local LLMs · Workflow automation · AI product features
02
Software Architecture
I design backend systems that remain stable as usage grows — without requiring rebuilds under pressure.
Architecture reviews · Backend engineering · APIs · Distributed systems · Scaling · Performance · Cloud
03
Websites
I build websites that convert consistently and behave like part of the product, not marketing assets.
Founder websites · SaaS websites · Landing pages · CRO · SEO · Analytics
04
Fractional CTO
Embedded technical leadership for founders who need senior engineering judgment without hiring a CTO full-time.
Early-stage technical leadership · Hiring decisions · System strategy · Vendor evaluation
05
Technical Rescue
Rapid intervention for systems that are broken, unclear, or becoming operationally risky.
Production debugging · System recovery · Urgent audits · Pre-launch QA
Selected work
AI, backend systems, and web — built with production-grade standards.
Marketing Dashboard
AI-powered marketing analytics platform with multi-source data integration and predictive reporting.
AI · Data Engineering · Analytics
Voice Agent
Conversational voice AI agent for customer support — built with real-time speech processing and context-aware responses.
AI · LLM · Voice
Public.com
Backend engineering for a high-traffic investment platform. Designed for scale and reliability across millions of transactions.
Fintech · Backend · Distributed Systems
Income Hub
Income aggregation system with real-time data pipelines and automated financial categorisation.
Fintech · Backend · APIs
Subscription and Billing System
Subscription and billing engine for SaaS platform handling millions of users.
Fintech · Architecture · Backend
Web
Raaliv
A clean, structured website built to launch a new brand with clarity and confidence.
Brand creation · Strategy · Photography
The Better Software Initiative
A high-trust website for a software consultancy designed to convert interest into discovery calls.
Web · Software consultancy · Brand launch
Chakra Legal
Conversion improvement for a legal advisor in the UAE — rebuilding trust signals, structure, and clarity to turn visitors into enquiries.
Legal · UAE · Conversion
Why work with me
Senior engineering judgment. Direct collaboration. No handoffs.
Engineering-first
No marketing fluff. Every recommendation has a technical reason.
Founder-friendly
You work directly with me. No handoffs. No agency overhead.
Senior experience
10+ years building production systems, fintech, government platforms, and scalable backend systems.
Fast execution
Small feedback loops. Direct communication. Fast iteration.
Process
How a project works
A structured path from first call to live system — the same across AI, software, and web.
01
Discovery
Short call. I understand your problem, goals, and constraints. You don't need to have all the answers.
02
Architecture
I define the technical approach — system design, stack decisions, and a clear path forward.
03
Build
I develop the solution — fast, production-grade, and built to last beyond the first release.
04
Launch
We go live. Hosting, infrastructure, monitoring — everything in place from day one.
05
Support
I stay available. Ongoing retainer or on-demand — depending on what your team needs.
“From consultation to completion, the process was seamless. She listened to my requirements and delivered a beautiful, minimalistic, and user-friendly website. I couldn’t be happier with the result.”
Jeanelle
Train With Jeanelle
“I engaged Magda to work on some changes to my existing website. Magda was always reachable and understood the scope of work well to finish within the given period of time. Highly recommended!”
Karan Thawrani
Chakra Legal
About
I'm Magdalena — an engineer, a builder, and a founder's technical partner.
I'm a software engineer with a Master's in Computer Science from DTU and more than a decade of experience building production systems across fintech, government platforms, and startups.
My background is in backend engineering, distributed systems, and software architecture — but over time I realised founders rarely need just code. They need someone who can understand the business problem, make strong technical decisions, and ship systems that work in the real world.
Today I work directly with founders on AI systems, backend architecture, and product engineering — from short technical audits to long-term embedded work.
I don't run an agency. When we work together, you work directly with me from start to finish.
Typical problems I solve
Do any of these sound familiar?
01
“We want to add AI but aren't sure what's technically feasible or sensible”
02
“Our backend is starting to break under real usage”
03
“We need senior engineering help for a high-risk build”
04
“We inherited a system no one fully understands”
05
“We're preparing to launch and need a technical review”
06
“We need a website that actually converts visitors into leads”
07
“We need someone who can go from architecture to execution independently”
Book a Discovery Call
If one of these is yours, it's usually a 30-minute conversation.
FAQ
Common questions
Yes. I integrate well with existing engineering teams — as an embedded consultant, a technical reviewer, or an additional builder. I adapt to your workflow.
Yes. I help founders go from idea to a working, production-ready MVP — with a focus on good architecture from day one so it doesn't need to be rebuilt later.
Yes. Architecture reviews and technical audits are a common starting point. I'll give you a clear picture of what's working, what's at risk, and what to prioritise.
Both. Short-term or one-off projects are typically fixed-price or hourly. Ongoing work — Fractional CTO, embedded engineering — is retainer-based. We'll find the right structure.
Yes. I build AI features, agents, LLM-powered products, RAG systems, and workflow automation. I focus on practical AI that works in production — not demos.
Yes. I work on redesigns, conversion improvements, and full rebuilds — depending on what's actually needed.
Usually within 1–2 weeks. For urgent work (Technical Rescue), often faster. Book a discovery call and we'll confirm timelines from there.
Contact
Let's talk about what you're building.
AI implementation, backend architecture, a production-ready website, or a difficult engineering problem — bring it as it is. You don't need a spec.