AI in Healthcare

We design and deploy privacy-first AI solutions for hospitals, clinics, and health-tech teams — from feasibility and proof-of-concept to production.

Clinical decision support Medical imaging workflows NLP & document automation Operational optimization MLOps & monitoring

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Safe. Explainable. Measurable. Built for real-world healthcare constraints.

Our Focus

At Chiwen B.V., we specialize in AI in healthcare. We help medical organizations adopt AI responsibly — improving care quality, reducing clinician workload, and delivering measurable operational value. Our work spans clinical decision support, medical imaging workflows, data platforms, and automation.

Clinical-grade AI Engineering

Robust data pipelines, model validation, explainability, MLOps, and monitoring — designed for real clinical and operational environments.

Workflow Automation with Measurable Impact

We focus on outcomes: reduced turnaround time, streamlined documentation, better triage support, and improved resource utilization — defined by clear KPIs.

Healthcare Data & Integration Ready

We build systems that connect smoothly to existing stacks and processes, enabling safe use of structured and unstructured data across teams.

Privacy & Security by Design

GDPR-aligned data handling, access control, auditability, and deployment options (on-prem / private cloud) tailored to healthcare constraints.

Solutions

End-to-end delivery — from strategy to production. Choose a focused engagement, or a complete build-and-run partnership.

AI Strategy & Feasibility

Opportunity discovery, data readiness assessment, risk and ROI analysis, and a practical roadmap for clinical or operational adoption.

Data Engineering for Healthcare

ETL/ELT pipelines, data quality checks, labeling workflows, and governance-ready datasets — built to support reliable models.

Model Development & Validation

From baseline to production-grade models: evaluation, bias checks, explainability, and documentation aligned with your success metrics.

Deployment, Monitoring & MLOps

Secure deployment, performance monitoring, drift detection, and continuous improvement — so systems stay safe and useful over time.

Prefer a fast start? We can run a time-boxed pilot (typically 2–6 weeks) to validate feasibility and impact before scaling.

Use Cases

Typical areas where healthcare teams see real value from applied AI. We tailor every project to your data, workflow, and constraints.

: Clinical Decision Support

Risk stratification, triage assistance, and decision support tools that integrate into existing workflows and are evaluated with clear metrics.

: Medical Imaging Workflows

AI-assisted triage, prioritization, and reporting support to reduce turnaround time — designed with traceability and monitoring.

: Documentation & Administrative Automation

NLP and workflow automation for structured extraction, routing, summarization, and back-office tasks — aligned with data governance requirements.

: Operations Optimization

Patient flow insights, capacity forecasting, scheduling optimization, and resource utilization improvements for clinics and hospitals.

We can share relevant anonymized case studies and references under NDA. To discuss a specific scenario, email us at info@chiwen.nl.

Compliance & Security

Healthcare AI must be trustworthy. We build with privacy, security, and governance in mind — and we document what matters.

Privacy-first by default

Data minimization, access control, auditability, and GDPR-aligned handling — designed around your organization’s policies and risk profile.

Secure deployment options

We support deployment patterns suitable for healthcare environments, including private cloud and on-premise setups when required.

Validation & documentation

Clear evaluation plans, model cards, monitoring dashboards, and operational documentation to support internal governance and safe operations.

Monitoring & continuous improvement

We set up monitoring for performance and drift, with feedback loops to ensure models remain reliable as data and workflows evolve.

About Chiwen B.V.

We are a team of engineers and applied AI specialists focused on delivering real-world healthcare systems. We collaborate closely with your stakeholders — clinicians, IT, operations, and leadership — to ensure safe adoption and measurable value.

Patient & Clinician Focus: We build around real workflows and real constraints — not demos.
Safety & Evidence: We prioritize reliability, evaluation, and clear success criteria.
Collaboration: We work as an extension of your team, aligning technical work with clinical and operational needs.

Interested in partnering or exploring an AI initiative? Schedule a short call or email info@chiwen.nl.

Schedule a call with us

Please select a time slot and we will arrange a video call with you.