Staff Engineer & AI consultant Amsterdam

From AI trials.To working routines.

I help teams turn scattered AI use into reviewed, repeatable work on tasks they already do.

10+ years across software, platforms, and distributed systems. I test what helps, then leave your team able to run it.

Clear scope Practical handover

01 / The working loop
  1. 01 Task what needs doing
  2. 02 Context what matters
  3. 03 AI-assisted
    work
    where tools help
  4. 04 Human
    review
    what gets checked
  5. 05 Handover ready to use
start with the work make the next step clear
A useful workflow keeps the brief visible, the review human, and the next step clear.

00 The signal

The tools are there.
The routine isn’t.

Teams need a clear way to use the AI tools they already have on work they do every week.

  1. 01

    The team has tools, but people use them differently.

  2. 02

    Work comes back for another round of edits.

  3. 03

    Useful context gets copied between docs, tickets, and spreadsheets.

  4. 04

    A useful demo needs a path into the routine.

01 Services

Focused help for work already on your desk.

I bring an engineering approach to AI adoption: pick one task, agree what good looks like, test on real inputs, and hand over what works.

01

Workshops on your team’s work

Use current team tasks to practise giving context, structuring requests, reviewing outputs, and weighing cost against quality.

In the roomUse a real task, then turn the useful parts into examples and a playbook.

Take-home

Worked examples, shared terms, and a short playbook for the next attempt.

02

One-workflow sprint

Choose one recurring process. Map where it slows down, test a small change, add review points, and document the version your team keeps.

Good candidatesCase handoffs, recurring reports, or meeting notes turned into tracked actions.

Take-home

A tested workflow, concise documentation, and an internal owner.

03

AI usage review

Look at one recurring task and how the team uses its current tools. Compare retries, cost, and reviewed output quality before changing the routine.

The decisionWhich steps need a better prompt, a simpler process, or no AI at all?

Take-home

A short priority list, tested changes, and a clearer standard for future use.

Each engagement stays focused on one clear piece of work, with a practical handover.

02 Worked example

One small workflow change can make the next step clearer.

Illustrative
example workflow

Before

Meeting notes stay in a transcript, a document, or someone’s memory. Decisions are easy to miss.

After

A draft list of decisions and actions is checked by an owner, then becomes the confirmed action list.

  1. 01Meeting notes
  2. 02Draft decisions
    and actions
  3. 03Owner review
  4. 04Confirmed
    action list

An illustrative workflow for turning meeting notes into a confirmed action list.

03 Approach

Make the change usable.

We start with a real point of friction and work toward a version your team can explain and use.

01

Identify friction

Find the recurring task that absorbs attention, creates rework, or loses context.

02

Define better

Agree what a useful result looks like, who reviews it, and where judgment stays human.

03

Test real work

Try the smallest workable change on the material your team actually handles.

04

Teach and hand over

Document what changed, show the pattern, and leave someone on the team ready to run it.

Engineering experience,
applied to everyday work.

I’m an Amsterdam-based Staff Engineer with more than 10 years of experience across software, platforms, and distributed systems. I’ve evaluated AI tools and helped teams adopt them in practical ways.

I focus on choosing changes that are useful, checking whether they work, and making the process manageable for the team.

Independent practice
Amsterdam, NL

05 Book a conversation

Let’s start with the work.

Bring a workshop idea or a recurring process you want to improve. A little context is enough to begin.

15 minutes

A short introduction

We’ll get acquainted, talk through what your team needs, and see whether working together makes sense.