I help people
who build with AI.

Find out what is broken before it breaks you. I go through your system and hand you a clear report.

See the audits

Arrives by email in a minute. No card needed.

Magdalena Furman
10+
years building backend systems
100M+
annual visits on borger.dk
5M+
members on Public.com

Experience from

Public.comNetcompanyborger.dkDigitaliseringsstyrelsenCERNDTU

Three ways to get it.

Free Start here

Try it first.

A quick scan for each area. Your own AI runs it on your project and shows you the first real problems it finds.

€0

One or all four. No card needed.

See an example report

Do it yourself

You run the full skill.

Includes a code scanner your own AI runs on your project, checks for what AI-built apps most often get wrong, and writes a report with a fix prompt for every finding.

Best value

€149€196Save €47

All four skills €37.25 each

or €49 per skill

Done for you

I do the audit.

I go through your system myself, with the scanner as a starting point, and hand you a clear, prioritised report. Pick one area or all four.

  • Findings ranked by severity
  • The file or setting each one is in
  • Why it matters, in plain language
  • A fix prompt for each finding
Report delivered within 2-3 days.

€899€1196Save €297

All four audits €224.75 each

or €299 per audit

Bespoke package

Want the fixes done too?

Once the audit is done, I can implement the fixes myself. Backend, infrastructure, security hardening, architecture improvements. Also for systems that are broken, unclear or risky: urgent audits, production debugging and pre-launch reviews.

from€1,499

Book a call

My background.

10+ years building large-scale backend systems in public sector, fintech and research. I led architecture for borger.dk and built features at Public.com. My MSc from DTU's Honours Programme (top 10%) was published in PLOS ONE. I know what breaks under pressure because I have had to fix it.

Watch the video

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Where I have done this before.

borger.dk

Managing Architect, Technical Lead at Netcompany

Led the authentication changes for Denmark's national citizen portal, with more than 100 million annual visits. Owned the technical design for the move from NemID to MitID, keeping access to national digital services uninterrupted.

Security · Architecture

Coronapas

Managing Architect, Technical Lead at Netcompany

Designed the persistence layer and database architecture for Denmark's national COVID-19 certification platform. Secure storage and high-volume access during a nationwide rollout, under tight time and reliability constraints.

Scalability · Security

Public.com

Senior Software Engineer

Built backend services for subscriptions, billing and revenue in a 15+ microservice ecosystem serving more than 5 million members. Focused on correctness, idempotency and reliability for high-volume financial transactions.

Architecture · Infrastructure

What people say.

“Magdalena did a fantastic job transforming our proof of concept into a scalable product. Fast, professional and full of positive energy. Highly recommended.”

Djanour Said Issilam

Partner, Humble Venture Group

“From consultation to completion, the process was seamless. She listened to my requirements and delivered a beautiful, minimalistic, and user-friendly website. I could not be happier with the result.”

Jeanelle

Train With Jeanelle

“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

Questions.

What is an audit skill?

A skill file you install in Claude Code or Claude.ai, or paste into another AI assistant such as ChatGPT or Cursor. You get it by email. The free version runs a quick scan of your project and explains the first real problems it finds. The full version adds a complete scanner, a manual checklist, stack-specific checks and a fixed severity scale. It writes a report with a fix prompt for every finding that you can hand straight to your AI assistant, and can re-check your project after you fix things.

Is my code safe? Does the skill change my files?

The scanner only reads files. It runs on your own machine and sends nothing anywhere. The one exception is an optional online dependency check, which asks you first and sends only your package names, not your code, to the npm registry. The skill writes its report into your project folder and changes nothing else unless you ask it to fix findings, and then it does so one at a time with your agreement. Your AI assistant reads your files to do the audit, so what it does with them follows that tool's own privacy terms.

Who is this right for?

Founders, small teams and engineers who build products with AI and want an independent check on security, infrastructure, architecture or scalability. It is not a certified penetration test or a compliance sign-off such as ISO 27001 or SOC 2. If you are not sure it fits, book a call and ask.

Should I pick a skill or an audit by you?

Pick the skill if you want to run the audit yourself, on any codebase, any time. Pick the audit if you want me to go through your system and give you my judgement. You get a clear, prioritised written report with findings and next steps within 2-3 days.

Can you fix what the audit finds?

Yes. The bespoke package covers backend, infrastructure, security hardening and architecture improvements, starting from €1,499. Book a call and we will scope it.

Find out what is broken.

Start with one free audit skill. It takes a few minutes and shows you what to look for.