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Case Studies — Applied AI & Computer Vision

AI that earns its place in your business

Real AI and computer-vision systems we have designed and shipped for businesses across the Benelux — from precast concrete lines and low-emission zones to cold-chain fleets and clinical workflows. No jargon, no vapourware: just systems built to run in production.

13AI systems shipped
Real-timeEdge inference
NL · BE · LUBenelux at heart
~100kAssessments processed (AMAN AI)

A note on the numbers

Where you see a result tagged Industry benchmark, that figure comes from peer-reviewed studies or sector reporting for the underlying technology — not from our own client deployments. We show it to set realistic expectations for what the approach can achieve. The figures we report for your project always come from a field trial on your own data and operations. Cases tagged Client result or Live deployment are real Crux Digits engagements, with the client name withheld until we have written permission to publish it.

The work

Thirteen AI systems, built for production

Each card jumps to the full write-up: the problem, how the system works, the honest results framing, and a short FAQ.

Crux Digits case study: AMAN AI medical-fitness decision support, over 100,000 assessments processed in live production. Live deployment
Healthcare · Occupational Health

AMAN AI — AI Decision Support for Medical Fitness

A live occupational-health platform that speeds up and standardises medical-fitness evaluations — already processing assessments at national scale, with clinicians firmly in control.

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Crux Digits case study: automated ads bid optimization for Bol.com, real-time hands-off bidding via the Bol.com Advertising API. Client result
E-commerce · Retail Media (Bol.com)

Automated Ads Bid Optimization for Bol.com

Watch ad positions and adjust bids in real time to hit target placements within a set budget — no manual bid-watching.

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Crux Digits case study: AI customer churn prediction, +€1.7M extra sales per campaign and 13% lower churn (client result). Client result
Consumer Goods · Retention Analytics

AI Customer Churn Prediction & Retention

Find at-risk customers and the levers to keep them — so marketing targets the right cohorts instead of spraying spend.

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Crux Digits case study: AI discharge-summary automation with clinical NLP, 60% faster turnaround (client result). Client result
Healthcare · Clinical Documentation (NLP)

AI Discharge-Summary Automation (Clinical NLP)

Draft and clarify discharge summaries fast — cutting turnaround and documentation-error risk while the clinician keeps sign-off.

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Crux Digits case study: AI crop-quality detection and workforce allocation, crop-protection cost cut from €800K to €225K (client result). Client result
Agriculture · Crop Quality & Workforce

AI Crop-Quality Detection & Workforce Allocation

Spot the prized two-leaves-and-a-bud growth, catch pests and disease early, and put crews where they matter most — across 3,200 ha.

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Crux Digits case study: AI demand forecasting and production planning, +8% revenue and +7% capacity (client result). Client result
Manufacturing · Demand & Production Planning

AI Demand Forecasting & Production Planning

Turn demand signals into a production plan, smooth mould-change losses and defend market position — for a €235M footwear manufacturer.

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Crux Digits case study: AI predictive maintenance for industrial plants, unplanned downtime under 2% and 25% less maintenance time (client result). Client result
Industrial · Predictive Maintenance

AI Predictive Maintenance for Industrial Plants

Learn the signatures of failure and flag them early — so maintenance happens on schedule, not in a crisis.

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Crux Digits case study: AI cold-chain monitoring and logistics visibility with real-time IoT and edge buffering. Industry benchmark
Logistics · Cold Chain

AI Cold-Chain Monitoring & Logistics Visibility

Tell a real temperature excursion apart from normal fluctuation — and alert the team early enough to save the load.

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Crux Digits case study: AI concrete crack detection for precast segments, real-time edge computer vision on the production line. Industry benchmark
Construction · Precast & Tunnels

AI Concrete Crack Detection for Precast Segments

Catch cracks, spalling, chipping and voids on precast segments automatically, right on the production line.

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Crux Digits case study: explainable AI ECG interpretation and medical-document decision support for clinicians. Industry benchmark
Healthcare · Decision Support

AI ECG Interpretation & Medical Document Decision Support

Read ECGs and scanned reports, extract the clinically relevant features, show the reasoning — and keep the clinician in control.

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Crux Digits case study: AI licence-plate recognition for low-emission zones, real-time ANPR with a full audit trail. Industry benchmark
Smart Cities · Municipality of Antwerpen (PoC)

AI Licence Plate Recognition for Low-Emission Zones

Read plates and check zone eligibility in real time — rain, glare or motion blur — with an audit trail behind every decision.

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Crux Digits case study: Neuro Path Finder, privacy-first AI screening support for Parkinson disease. Industry benchmark
Healthcare · Neurology Screening

Neuro Path Finder — AI Screening Support for Parkinson's

An adaptive, privacy-first questionnaire that helps clinicians focus the right questions and surfaces a structured likelihood summary to support early Parkinson's assessment — decision support, never a diagnosis.

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Crux Digits case study: AI road-surface and pothole detection in real time for infrastructure asset management. Industry benchmark
Infrastructure · Asset Management

AI Road Surface & Pothole Detection

Turn ordinary road footage into a live, prioritised map of potholes, cracks and obstacles — so teams fix the right defects first.

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