Crux Digits is a Netherlands-based AI development agency and software studio. We build custom AI and software that runs in production — from proof of concept to a full system inside your stack. One team from strategy to launch, with fixed pricing, EU AI Act- and GDPR-ready.
Last updated: 8 September 2026
Crux Digits is a boutique AI consultancy and development partner for Dutch SMEs (MKB), based in Nieuwegein in the Utrecht region. Bilingual (EN/NL), with transparent fixed pricing — a €2,500 AI audit, a €20,000 Production-ready MVP and a production build from €50,000 — delivered by a named expert (founder Tom Joseph), with 13 real case studies, EU AI Act- and GDPR-ready. A focused alternative to the large enterprise consultancies.
An AI development agency builds working AI software — not just advice, but code that runs. Where a consultancy stops at a report, a development agency takes the solution from first prototype to a production system that is integrated with your existing tools and maintained over time. Crux Digits operates as a full-stack AI solutions company: one senior team covers strategy, engineering and maintenance, so the people who scope the system are the people who ship it.
At Crux Digits you get both under one roof: the strategic eye of a consultant and an engineering team that actually builds it. No handover between vendors, no knowledge lost in translation. Want the strategy first? See our AI consulting in the Netherlands.
Looking for more than just AI? See our custom software development in the Netherlands.
We build custom AI around your process and data — not a generic tool you have to bend your business around:
Full web applications and platforms with AI at the core — from internal tools to customer-facing products.
Agents that take actions across your systems: pulling data, deciding within rules, routing tasks and escalating exceptions.
Prediction, classification and anomaly detection, trained on your data and deployed inside your stack.
Grounded assistants and RAG systems built on your own knowledge — with source citation and guardrails.
Visual inspection, detection and quality control — on the edge or in the cloud.
Pipelines, warehouses and connectors to ERP, CRM and APIs — the foundation every model runs on.
Most agencies disappear after the first call and come back with a thick document. We don't. Once we understand your problem, we build a working MVP you can click — and shape it with you. We work in three fixed, transparent steps:
A prioritised opportunity list with ROI per use case and a clear build plan.
Working AI on your own data, built to be kept, in weeks.
A full system, integrated, in production and maintained.
A build at Crux Digits never starts with a specification document — it starts with a working session. In the first call we walk through your process: what comes in, who decides what, where time and money leak out — and pick the one use case that moves the needle. By the second call there is a clickable MVP running on your own sample data. That prototype is not a demo for show; it is the instrument we use together to decide what is essential, what needs improving and what gets cut. From there we build in short sprints with fixed checkpoints, so you see the system take shape every week and can steer before anything becomes expensive to change.
The production phase is about integration and reliability rather than new features. We connect the system to your ERP, CRM or databases through standard APIs, set up monitoring for accuracy and drift, and document everything — code, models, pipelines and a runbook. At handover you own all of it outright, and your own team can take over maintenance if you want; we stay available for support and further development. A Production-ready MVP typically takes four to six weeks; a full production launch runs three to six months depending on integrations and compliance requirements. Every phase has a scope and price agreed before work starts.
Having AI custom-built is not always the right answer, and an honest development agency says so out loud. Off-the-shelf AI tools are fine when your problem is generic: a standard chatbot, transcription, or writing suggestions. Custom wins as soon as one of four things is true: the tool needs to understand your specific process and domain language; you need deep integration with your existing systems; your data is too sensitive to send to an external SaaS; or the competitive advantage lies precisely in software your competitors cannot buy. In those cases the cost of working around a generic tool quickly exceeds the investment in your own solution.
We do that arithmetic before the build, not after it. The €2,500 audit produces a projected ROI per use case: what it costs, what it saves or earns per year, and how fast it pays back. If custom does not come out ahead, we recommend an existing tool — that is sometimes the advice, and it keeps the relationship honest. If it does come out ahead, you know exactly what you are signing up for: fixed price, fixed scope, and code that belongs to you.
From a nationally scalable decision-support system to computer vision on the building site — see our case studies.
There is no single best — there is a best for your situation. Enterprise programmes suit ML6, Xomnia or Xebia. Groningen-based DataNorth is strong on content-led AI. For SME custom work at a fixed price, a boutique is usually the better match.
Four questions filter out most disappointments. Who owns the code and models? What happens to the invoice if it runs 30% long? Who actually builds it — the same people as in the sales meeting? And can you see retrieval accuracy or model performance on your data, not a demo set?
The Dutch market for custom AI software development splits into two camps that rarely overlap. On one side sit the large enterprise consultancies — Xebia, Xomnia, Capgemini — built for corporates with seven-figure budgets and a procurement department. On the other sit web agencies that added an "AI" line over a weekend and resell whatever API is trending, with no machine learning engineer in the building. For a Dutch SME (MKB), neither fits: one is too heavy and expensive, the other too shallow to ship anything that survives contact with real data.
Crux Digits is built for the gap between them. As a boutique, senior-led AI development agency (AI-ontwikkelbureau) based in Nieuwegein in the Utrecht region, we pair the strategic depth of the big firms with the speed and price of a small team — and the senior who scopes your project stays on it through launch. No junior bench to absorb your budget, no account manager between you and the people writing the code. For an SME weighing an AI development agency Netherlands-wide, seniority and ownership are the whole point.
At larger firms, the expert who impresses you in the sales meeting is rarely the person who builds your system. We work the opposite way. The senior who runs your AI Audit & Strategy is the same one in your sprint reviews and at launch. That continuity is why a Production-ready MVP can land in four to six weeks rather than stall in onboarding.
We design every engagement so that you, not us, hold the keys at the end. Source code, trained models, data pipelines and documentation transfer to you in full — no licence that quietly renews, no black box only we can maintain. If you ever want to bring the work in-house or switch partners, nothing stops you — rare among agencies whose model depends on you never leaving.
"AI development" covers a wide range of work, and the right approach depends on the problem. Across our 13 case studies — spanning healthcare, computer vision, NLP and forecasting — the work usually falls into a few recognisable shapes:
The common thread is fit. We build AI around your process and data, so it speaks your domain language instead of forcing your team onto a generic tool.
For Dutch and European businesses, an AI system that ignores regulation is a liability waiting to surface. We treat the EU AI Act and the GDPR/AVG as engineering requirements, not paperwork added at the end. From the first design decision we classify where a use case sits under the AI Act's risk tiers, keep personal data minimised and documented for AVG, and record how each model reaches its decisions so the system can be explained to an auditor, regulator or customer.
This matters most in the sectors we serve — healthcare, finance, logistics, e-commerce and marketing — where data is sensitive and the rules are tightening. Building compliance in from day one is far less expensive than retrofitting it after launch, and it is a clear reason Dutch SMEs choose a local partner who knows the regulatory ground over an offshore team that does not.
A large enterprise consultancy will deliver, but you pay for layers of management and rarely own what you commissioned. A repackaged web agency quotes at low cost but lacks the depth to take a model from demo to production and keep it accurate. A boutique AI development agency sits between them on cost while matching the enterprise firms on the part that counts — shipping a maintained system that works.
Most agencies hide the number until they have you on a call. We publish ours. Engagements move through three fixed steps (excl. VAT): an AI Audit & Strategy at EUR 2,500, a Production-ready MVP at EUR 20,000, and a production launch from EUR 50,000, with guidance around EUR 150 per hour for ad-hoc work. Each step has its scope and price agreed before work begins, and the audit includes a projected return per use case — so you know the payback before committing to the build. Full detail sits on the pricing page.
The simplest place to begin is the audit. In a short working session we map your process, find where AI genuinely pays off, and say plainly when an off-the-shelf tool would serve you better than a custom build. If you want strategy first, our AI consulting in the Netherlands covers that conversation — or reach us at info@cruxdigits.nl or +31 6 44384676 to scope a project anywhere in the Netherlands or Europe.
Start with a free 30-minute consultation — tell us your problem and we'll map the fastest route to a working system.
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