You've got a model or a promising prototype. Getting it live — reliably, securely, inside your real systems — is where most AI stalls. That's the part we specialise in: taking AI from proof-of-concept to production your team can depend on.
Last updated: 11 June 2026
A working demo and a production system are very different animals. Production means uptime, security, monitoring, versioning and a graceful answer for when the model is wrong. We bridge that gap — wiring AI into your existing stack so it actually gets used, not just admired in a sprint review.
We work with your engineers, not around them. Everything is documented and handed over, so your team can run and extend it long after we've gone.
Models packaged, containerised and deployed to your cloud or on-prem — built to scale with real traffic.
AI wired into your CRM, ERP, data warehouse and internal tools through clean, documented APIs.
Pipelines, versioning and dashboards that catch drift and failures before your users do.
Access control, data handling and EU AI Act / GDPR alignment baked into the rollout.
Review steps and fallbacks so people stay in control where the stakes are high.
Documentation and training so your team can own and extend it from day one.
We review the prototype, your stack and the real path to production.
We harden, integrate and instrument the model for real-world load.
We ship to production with monitoring, rollback and security in place.
We hand over, train your team and stay available as you scale.
Yes — bringing an existing model or prototype to production is one of the most common ways teams work with us.
Yours. We deploy into your AWS, Azure, GCP or on-prem environment so you keep full ownership and control of the system and the data.
We design for it — fallbacks, human review and monitoring so mistakes are caught and handled, not shipped silently to your users.
That's the goal. We document everything and train your engineers, so you're never locked into us to keep it running.
Compliance is part of the rollout — data handling, access control and risk classification are built in, not bolted on afterwards.
You own everything we build. Source code, trained models, pipelines and documentation are fully transferred to you at handover. We retain no rights to what we build for you.
We work in short sprints with agreed checkpoints, so there are natural moments to reprioritise. If scope changes materially, we agree a written change note — transparent, no surprises.
Yes. We include a post-launch monitoring and support period as standard, and can scope a longer SLA if needed. Ask during scoping and we'll price it up front.
Crux Digits is a boutique applied-AI firm based in the Utrecht region, working with clients across the Netherlands and the wider EU. We are a small, senior team that does this hands-on: taking a model or prototype from demo to a working production system inside your real stack. No offshore hand-off, and we work in both English and Dutch.
Every engagement starts from a written implementation plan: scope, data access, milestones and a fixed price — no open-ended invoices. Cost depends on scope: a proof of concept can be a few thousand euros, a production MVP typically from around 20k. Timelines usually run in weeks rather than months for a first build. We size both after discovery.
A live occupational-health platform that speeds up and standardises medical-fitness evaluations — already processing assessments at national scale, with clinicians firmly in control.
Watch ad positions and adjust bids in real time to hit target placements within a set budget — no manual bid-watching.
Tell us what you've built and where it's stuck — we'll map the fastest safe path to production in a free consultation.
Book a free consultation →