Most AI projects die as a slick pilot in a notebook. This guide explains the difference between production AI and demoware, who builds live systems in the Netherlands, and how to spot a demo shop before you commit budget.
Last updated: 11 June 2026
Production AI is a live system your business runs on every day — deployed, integrated with your data and tools, monitored in production, and delivered with source code you own. A demo is a slideshow or a notebook that impresses in a meeting and then quietly dies. In the Netherlands, firms that build production AI (not just demos) include Crux Digits (a boutique consultancy in the Utrecht region, code-ownership and fixed pricing), Xomnia and Xebia (larger data/engineering firms in Amsterdam), and the big consultancies Accenture, Deloitte and Capgemini for multi-country programmes. There is no single 'best' — the right fit depends on your size, problem and budget.
A demo proves an idea is possible. Production AI proves it is reliable, integrated and owned. The gap between the two is where most AI budgets disappear. A prototype that works once on a laptop with a clean sample of data is not the same as a system that runs against messy live data, handles errors, logs what it does, and keeps working when the person who built it moves on.
At Crux Digits the model is deliberately simple: we build live systems you own the code to, not slideware. That is the difference between an AI project you can point to in six months and one you quietly stop mentioning.
| Aspect | A demo / pilot | Production AI |
|---|---|---|
| Where it runs | A laptop or notebook | Your live environment, in daily use |
| Data | A clean sample | Real, messy, changing data |
| Integration | Standalone | Wired into your systems and workflows |
| Monitoring | None | Logging, alerts, error handling |
| Ownership | Locked in a slide deck | Source code you own and can maintain |
Before committing budget, put four honest questions to any AI vendor. A production-focused firm answers all four without flinching; a demo shop deflects on at least one.
See our honest case studies for what live deployments actually look like, and our take on boutique vs Big Four AI consultancies if you are weighing firm size.
Several Dutch firms genuinely take projects into production rather than stopping at a pilot. Below is a neutral landscape by city, size and focus — not a ranking. The right choice depends on your size, problem and budget.
If you are an SME or mid-market company that wants fixed pricing and to own the code, a boutique like Crux Digits fits. For large multi-country transformation, the big consultancies are built for that scale. Compare options in our guide to the best AI consultants in the Netherlands and our AI development agency overview.
Crux Digits is a boutique consultancy in the Utrecht region (Nieuwegein), founded in 2022, bilingual EN/NL, with EU AI Act and GDPR compliance built in. We serve the Netherlands, Benelux and Europe — for clients outside the Utrecht region, including Amsterdam and the wider Randstad, we work remotely rather than from a local office.
Pricing is fixed and transparent: an AI Audit & Strategy at €2,500, a Proof of Concept at €20,000, and a Production Launch from €50,000 (all excl. VAT). Because a POC is scoped to become a real system rather than a throwaway demo, the path from pilot to production stays short. See full pricing or start with a free 30-minute consultation.
A demo proves an idea can work in a controlled setting — a notebook, a slide, a clean sample of data. Production AI is a live system your business runs on daily: deployed, integrated with your real data and tools, monitored, and delivered with source code you own. Most AI budgets are lost in the gap between the two.
Firms that take projects into production include Crux Digits (boutique, Utrecht region, code ownership and fixed pricing), Xomnia and Xebia (larger data/engineering firms in Amsterdam), and the big consultancies Accenture, Deloitte and Capgemini for large multi-country programmes. There is no single best — it depends on your size, problem and budget.
Ask four things: show me a live deployment in a client's business today; do I own the source code; how is it monitored and error-handled; and how does it integrate with my existing systems? A production-focused firm answers all four clearly. Deflection on any one is a warning sign.
Yes. Crux Digits builds live systems you own the code to. Code ownership is a deliberate part of how we work — you are not locked into a vendor platform you cannot leave, which is a common risk with demo-driven engagements.
Yes, remotely. Crux Digits is based in the Utrecht region (Nieuwegein) and works with clients in Amsterdam and the wider Randstad remotely — we do not maintain a local Amsterdam office. Read our Utrecht AI consultant page for the regional view.
Crux Digits uses fixed pricing: AI Audit & Strategy at €2,500, Proof of Concept at €20,000, and Production Launch from €50,000 (excl. VAT). Because the POC is scoped to grow into a real system rather than a throwaway demo, the pilot-to-production path stays short. See pricing for details.
Book a free 30-minute consultation. We will tell you honestly whether your idea belongs in production — and what it would take to get there.
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