Sovereign Agentic AI
for European
Healthcare

AcceLUX builds AI teammates that take clinical paperwork off care teams' hands. They run on-premise, so patient data never leaves the building, on energy-efficient, right-sized models, and a clinician approves every output that matters.

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49%
of physicians' office day
goes to EHR and desk work
100%
of outputs that matter
approved by a clinician
🩺
Main Product
Clinician Assistant
Moving to production
🖥️
Flagship Agent
AcceLUX Hands
Moving to production
🎙️
Flagship Agent
Ambient Scribe
Production-ready
The Problem

Cloud AI collides with data protection.
Manual work is breaking healthcare.

European healthcare providers face a dual crisis: administrative overload is burning out staff, while cloud AI tools struggle to meet strict data residency, professional secrecy and privacy requirements. AcceLUX solves both.

49%

of physicians' office day goes to EHR and desk work, against 27% on direct patient care, plus one to two hours each night (Sinsky et al., Annals of Internal Medicine, 2016).

2×

the odds of patient safety incidents among burned-out physicians (Hodkinson et al., BMJ, 2022). Overloaded clinicians make more mistakes in records, codes and follow-ups.

40%

of healthcare professionals have encountered unapproved AI tools at work (Wolters Kluwer survey, US, 2025). When cloud AI collides with data protection and professional secrecy, staff improvise.

The Platform

Expert AI Agents for every
healthcare workflow

AcceLUX agents slot into your existing EHR, practice software and IT infrastructure without disruption. Every agent output requires explicit clinician approval, with full audit trails built in by design. New agents and capabilities can be added rapidly through AcceLUX's built-in agent registry, expanding clinical coverage at low incremental cost.

🩺
Clinician Assistant
Moving to production

One assistant for the patient's administrative journey, from the first call to the final invoice. It hears the consultation, sees medical images, reads the record and your protocols, writes notes, letters and codes, and sends them once you approve.

  • A coordinator agent as your single point of contact
  • Permanent patient folder with a living, source-cited summary
  • Visit notes, referrals and letters from your own templates
  • Nothing reaches the record or the patient without your approval
  • Learns from every correction, at clinician, practice or organisation level
🖥️
AcceLUX Hands
Moving to production

Works any EHR or practice software through its normal screen, like a member of staff, when there is no usable API. No integration project, nothing installed on the EHR side.

  • Data connector where one exists, the screen where none does
  • Every write held for human approval
  • Instant kill switch and screenshot audit trail
  • Works with the systems you already have
  • Completed every task of an initial benchmark on LuxEHR, our mock hospital system
🎙️
Ambient Scribe
Production-ready

Turns the consultation voice into a structured clinical note. Eliminates manual entry without disrupting the care delivery process. The clinician reviews and signs off on everything.

  • Captures and structures clinical notes during consultations
  • Non-disruptive integration with existing EHR systems
  • Clinician reviews and finalises every note
  • On-premise audio processing, audio never leaves your facility
  • Learns from clinician corrections, improving accuracy with every case
Additional Capabilities
🏥

Medical Coding and Invoicing Agent

Suggests ICD-10-CM and CNS medical codes from the documentation and prepares the invoice, with a human approving every code and invoice. Production-ready for the initial target specialties.

Production-ready
📋

Clinical Guidelines Assistant

Query your internal protocols, coding rules and regulatory guidelines in natural language, with grounded answers drawn from your own documentation, not the open internet.

Production-ready
💬

Communication Assistant

Draft and polish clinical communications, translate documents across French, English, and German, and prepare patient-facing materials, entirely on-premise.

Production-ready
🔬

Clinical Research Assistant

On-demand support for literature review, rare condition research, drug interaction queries, and protocol lookup, giving clinicians research depth without leaving their workflow.

Production-ready
⚙️

Extensible Architecture

New clinical agents can be registered and deployed rapidly through AcceLUX's built-in agent registry, expanding your platform's capabilities without rebuilding core infrastructure, at a fraction of the cost of a new system.

Auto-Registry
📱

Hosted Option and Apps

A sovereign hosted option in Luxembourg for practices that prefer not to buy hardware, with a desktop app and iOS and Android apps to work with the assistant from anywhere.

Scheduled
🔬 Patient Health Trajectory (TSF Model) Scheduled

Purpose-built on energy-efficient, right-sized models, not a repackaged cloud AI product.

Competitive Advantage

Built for European
sovereignty from day one

Leading clinical AI tools run in the cloud on large general-purpose models. AcceLUX's advantage compounds across six dimensions that competitors cannot retrofit cheaply.

01
On-Premise by Default
All inference runs locally on your own hardware, so patient data never leaves the building. A sovereign hosted option in Luxembourg is scheduled for practices that prefer not to buy hardware.
02
Compliant by Design
GDPR compliant by design and built to satisfy the CNPD. Data residency and privacy are architectural, built into the foundation, not retrofitted as a checklist.
03
Multi-Agent Orchestration
Expert deep agents with reasoning layers, sub-agents, multi-tier memory, and specialised knowledge bases, not generic LLM wrappers doing light summarisation.
04
Clinical Domain Depth
Curated ICD-10-CM and CNS coding knowledge, ambient documentation pipelines, and clinical workflows shaped with practising clinicians in Luxembourg.
05
Self-Improving Agents
Every clinician correction feeds a continuous learning loop. Agents learn from their mistakes and refine their outputs over time, entirely within your infrastructure and under your control.
06
Sustainable by Design
Energy-efficient, right-sized models, far more sustainable than large cloud AI. Less GPU for the same task also means lower running costs.
⚖️
EU AI Act
Ready
Architected for EU AI Act readiness across risk tiers
Depending on deployment context, individual agents may fall under different EU AI Act risk classifications. AcceLUX is built to meet the requirements of any tier. The mechanisms demanded by the most stringent risk levels are embedded by design, not retrofitted at deadline.
Human-in-the-loop oversight Full audit trails Explainable decisions Technical documentation Risk management by design
Founder
Hamidreza Dehghani, PhD
Hamidreza Dehghani, PhD
LinkedIn ↗
"I spent ten years automating the unsolvable in computational science. Then I looked at what clinicians actually do all day and realised the same tools apply."
15+
peer-reviewed
publications
10+
years computational
AI research
UL · LIST
Luxembourg research
institutions

Let's build the future of healthcare AI, locally.

Whether you're a healthcare provider looking to pilot, an investor exploring HealthTech, or a potential advisor, we'd love to talk.

Get in Touch Request a Pilot
[email protected]  ·  [email protected]
15, rue de l'Industrie, L-8069 Bertrange, Luxembourg