For SMEs that are done playing with AI

Everyone says they "do AI."
Most of it is a demo that never ships.

I build the part that actually runs your business: the runtime your agents execute on, the connections into your tools, the knowledge they need to do real work. Then I run it with you in production. The first build takes 60 to 90 days, and a retainer keeps it going after that. If the first agent doesn't pay for itself within a year, I refund the retainer until it does.

Ex-founder · fintech exit BSc Data Science & AI · Maastricht EU data residency by default Refund guarantee on first agent
Build €25k to €60k · fixed fee AgentOps €2k to €6k / mo

Track Record

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Technology Consultant

Wannado · Enterprise strategy & AI adoption

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Founded & Exited

CTO · Topicalbase (7-person fintech)

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BSc Data Science & AI

Maastricht University

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2,000+ Books Read

Autodidact · Fundamentals-first

Tech Stack

🐍 Python ☕ Java ⚡ JavaScript 🧠 TensorFlow 🔥 PyTorch 🤖 LLMs / RAG ☁️ AWS / GCP 🐳 Docker 📊 SQL / NoSQL ⚙️ REST / GraphQL
70+
Professionals at Wannado
1
Startup exited
3
Languages (FI/EN/ES)
2k+
Books read

The Offer

AI-Native Transformation

I build the agent infrastructure that runs your business, then I stay and operate it with you. It's not a chatbot stapled to your homepage, and you're not paying me by the hour. You own the platform when I'm done.

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1 · The Audit

Give me a week. I'll map your top 10 manual workflows, score each one on how ready it is for agents and what the ROI looks like, then hand you a roadmap ranked by what's worth doing first. Free. If we're not a fit, you keep the roadmap anyway.

Workflow inventory & agent-readiness scoring
Data, tooling & identity assessment
Quantified ROI per candidate agent
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2 · The AI-Native Build

In 60 to 90 days I install the whole stack: agent runtime and orchestration, the MCP tool hub, a private knowledge layer, identity, observability, an audit trail, evals, and cost controls. Then I ship 2 to 3 agents into production on top of it. The fee is fixed and so is the scope.

Agent runtime + orchestration
MCP tool hub across CRM, ERP, Drive, email
RAG + evals + audit trail + cost controls
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3 · AgentOps Retainer

Every month I build new agents as you need them, tune the evals and guardrails, watch the costs, wire up new tools, and stay on call with an SLA when an agent needs a human. Cancel whenever you want. Typical clients reach 5 to 15 agents in production within a year.

New agents shipped on demand
Eval, drift & cost monitoring
SLA-backed on-call when agents need a human
See the full offer →

How I Work

From first call to production

Week 0
Strategy Call
A free 20-minute call. I pressure-test whether going AI-native is worth it for a business like yours. If it isn't, you'll know before the call's over.
Week 1
The Audit
One week. I map and score your top 10 manual workflows on agent-readiness and ROI. You leave with a ranked roadmap that's yours to keep whether or not we work together.
Weeks 2 to 14
The AI-Native Build
60 to 90 days. Agent runtime, MCP tool hub, RAG knowledge layer, identity, observability, and an audit trail, all installed and wired into your systems, with 2 to 3 agents shipped to production on top of it.
Ongoing
AgentOps
A monthly retainer. New agents when you need them, eval and cost monitoring, on-call ops. The platform belongs to you. My job is to keep it sharp and keep shipping.

Risk reversal

How I price the risk

I'm new to selling this as one packaged offer, so I can't point you at a long list of finished Builds yet. So I carry the downside instead of you. Here's exactly how.

The Audit · free

One week, free. I map your top 10 manual workflows and score them on agent-readiness and ROI. You walk away with a ranked roadmap that's yours either way. No invoice afterward, and I won't put you on a follow-up sequence.

The Build · fixed price

€25k to €60k, fixed fee and fixed scope. You see the number before you sign anything. Everything I install during the Build belongs to you, running on open standards in your own cloud, so nothing proprietary traps you here if you decide to walk.

First agent · refund guarantee

If the first agent I ship during the Build hasn't paid for itself within 12 months of running, I keep refunding the AgentOps retainer until it does. If it doesn't work, that's my problem to eat, not yours.

Philosophy

I obsess over the fundamentals

Get it live, then make it good

A rough system running in production beats a perfect one that never shipped. I get yours live fast, then I tune it against what real usage shows me rather than what I guessed up front.

You pay for what it does

When the price tracks value, I want the biggest result from the least bloat. If it doesn't make you money, I don't deserve yours.

I own it start to finish

I'm not tossing a half-finished model over the wall to your devs and walking. I build it, wire it into your systems, and stay on it once it's live. When something breaks, you call me. That's the whole support tier.

Common Questions

Before you book the call

What if our data can't leave the EU?
By default everything lives in the EU: Hetzner, AWS Frankfurt, Azure West Europe, or your own on-prem. Where the rules demand it, I run EU-hosted models like Mistral or Llama. Your audit trail and knowledge layer never leave your perimeter. GDPR isn't a paid add-on here, it's where I start.
What if my team isn't technical?
Training your team is part of the Build, not an upsell. Your people learn to brief an agent, supervise it, and make it better, none of which needs Python. The dashboards are built for whoever's running the thing day to day, no engineering background assumed.
What happens if I cancel the AgentOps retainer?
The platform is yours, full stop. Cancel any month and your agents keep running. The stack sits on open standards (MCP, LangGraph, your own cloud), so any decent developer can pick it up where I left off. Nothing proprietary is holding you hostage.
Why not just hire an AI consultant or agency?
Most consultants leave you with a slide deck. Most agencies ship one pilot, invoice, and you never hear from them again. I hand you infrastructure you own, agents running in production, and someone who stays on to operate them and answers the phone. The Build is a fixed fee. The retainer is pegged to value, with a refund guarantee on the first agent.
Our workflows are weird and specialized. Does that break this?
It's the whole point. A generic chatbot demo can't beat a free GPT wrapper. But an agent that knows your contracts, your ERP's quirks, and the things only your people know because they've done the job for years is genuinely hard to copy. The weirder the workflow, the bigger the moat.
How much of my time will the Build cost?
Figure 4 to 6 hours a week in the first month for workflow walkthroughs, data access, and stakeholder reviews. After that it drops to 1 to 2 hours. I write the code, you make the calls.

Let's Talk

Book a Free Strategy Call

Give me 20 minutes. I'll audit one of your processes, put a rough number on the ROI, and tell you straight whether AI is worth your time here.