On-prem AI hospital operations

Give each hospital an on‑prem AI operations layer from handover.

Medaris is on-premises operations software for turnkey hospital programmes. It covers intake, beds, biomedical equipment, stock, cashiering, reporting and audit, with local AI that supports operational workflows without becoming an EMR or a medical device.

8 modules
Operational scope for handover
1 server
Hospital-controlled AI deployment
Equipped treatment suite prepared for operational handover.
Deployed with the equipment package
Hospital technician reviewing operational data on a tablet.
Field data at source
Deployed with the equipment packageOn-prem AI supportOn-premises by defaultWhite-label per siteBilingual FR / ENRGPD-alignedOHADA-compatibleSource-code escrow availableExport-credit report templatesDeployed with the equipment packageOn-prem AI supportOn-premises by defaultWhite-label per siteBilingual FR / ENRGPD-alignedOHADA-compatibleSource-code escrow availableExport-credit report templates
On-prem AI

On-prem AI for operational work.

Local models can support report drafting, record search, OCR and maintenance review on the hospital server. The scope stays operational, offline-first and outside diagnosis, triage or clinical decision support.

On-prem LLM · overnight

Report narrative drafting

Draft summaries for quarterly maintenance packs from reviewed field data.

On-device ML

Predictive maintenance

Work-order history highlights equipment that may need attention.

On-device ML

Stock & expiry forecasting

Dispensing records support reorder planning and expiry-risk review.

On-prem search

Natural-language search

Search operational records in plain language, with answers grounded in the audit log.

On-device OCR

Nameplate & invoice OCR

Extract serial and OEM information from accepted equipment documents for review.

On-device voice

Bedside voice-to-text

Capture work-order notes on a tablet without sending audio to a cloud service.

Every AI workflow is scoped for the on-premises server: no routine cloud dependency, no clinical decision-making.
The handover gap

Buildings and equipment arrive. Operational records often do not.

Turnkey hospital programmes usually plan construction, equipment and maintenance contracts in detail. The software layer for handover, reporting and local AI support is too often left to binders and spreadsheets.

Medaris closes the handover gap by planning the on-prem operations layer with the hospital, not after it.

Paper binders representing scattered handover, maintenance and audit evidence.
Paper evidence gap
Integrators

Need an auditable handover record.

Ministries

Need practical tools for daily operations.

Financing partners

Need maintenance evidence they can review each quarter.

Operational scope

The workflows a new hospital must operate while clinical systems are planned. Administrative, biomedical, stock, reporting, audit and local AI support.

01
Patient registration
Lightweight administrative record: identity, demographics, payer type, and QR patient card.
02
Wards, beds & occupancy
Real-time bed map per ward. ALOS, occupancy rate, turnover. Admit, transfer, discharge.
03
Outpatient flow
Walk-in queue, display board, and simple appointments for the paper-to-screen transition.
04
Biomed equipment
Acceptance register, QR tags, preventive and corrective work orders, parts, downtime, and SLA evidence.
05
Drug & consumables stock
Item master, reorder thresholds, expiry tracking, and dispensing log linked to patient.
06
Cashier & payments
Tariff catalog, invoices, payment recording, daily closeout, and mixed-payer tracking.
07
Maintenance reports
Quarterly maintenance packs, ministry reports, and branded PDF exports in FR/EN.
08
Audit, access & brand
Action log, role-based access, site-level brand configuration, and exports.
Maintenance reporting

A clear chain from asset registry to quarterly report.

Medaris links equipment acceptance, work orders, downtime, parts and report evidence so integrators and ministries can review the same local record.

Request a reporting walkthrough
Maintenance checklist used as structured evidence for a hospital operations report.
Equipment registry to report evidence
Hospital staff reviewing operational records on a workstation.
Asset register
QR-tagged devices - specimen register
Technician using a tablet for a local maintenance workflow.
Work order
Calibration visit - sample equipment record
Desk-based quarterly report preparation from structured evidence.
Quarterly pack
PDF evidence pack - BPI-format template
Sovereignty

On-prem AI by default.
Cloud only if requested.

Medaris is configured to run inside the facility, with documented backup and restart procedures. Patient and operational data, including AI-assisted workflows, can remain under local control without routine outbound connectivity for core use.

On-premises server
Hospital-controlled deployment
No routine outbound connection
Core workflows run locally
Restart procedure
Documented recovery steps
Local backup option
Second room or agreed backup site
Ministry branding
Crest, language and colours
Equipment import
OEM CSV during handover
Staff handover
Train-the-trainer sessions
Hospital technician using a tablet connected to a local on-premises workflow.
No outbound internet
Hospital server
Backup room
Ward tablets
Quarterly pack
Two audiences

Built for integrators. Handed over to ministries.

Construction and delivery team reviewing a turnkey hospital site before handover.
For integrators

Add an on-prem AI operations layer to your turnkey hospital programme.

White-label, on-premises and contract-ready, so operational AI and reporting can be scoped alongside the building, equipment and handover package.

  • Per-site licence model for turnkey programmes
  • White-label delivery for the integrator and host ministry
  • Report templates aligned with BPI France Assurance Export, UKEF and EIFO formats
View the partnership model
Delivered hospital ward with beds ready for operational handover.
For ministries

Receive a local operations platform with the hospital.

On-prem AI by default, configured in local colours and languages, with contract provisions for continuity and transition.

  • RGPD-aligned - OHADA-compatible
  • Independent source-code escrow available
  • Train-the-trainer handover for hospital IT staff
View the sovereignty model
If you build hospitals

Request a Medaris demo.

A focused walkthrough covers programme scope, handover timing, on-prem AI boundaries, reporting evidence and buyer roles.

Request a demo
Or write to contact@medaris.fr
Medaris
133 Rue Saint Dominique
75007 Paris - France