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RPlay
Healthcare Edition

RPlay for Healthcare

Reclaim Time for What Matters Most

Local AI that handles documentation, dictation, and clinical workflows.
Privately, on-premise, without compromising patient data.

The Real Challenge

Drowning in Documentation

Healthcare professionals spend more time on paperwork than with patients.

28h
Weekly admin time
80%
Say it impedes patient care
82%
Experience burnout

"The effort or time required for me to complete documentation tasks impedes patient care."
— 80% of physicians agree (Medical Economics, 2024)

Sources: Harris Poll / Chief Healthcare Executive (2024), AMIA Survey (2024), Medical Economics

The Solution

AI Can Help — But Privacy Matters

Cloud AI is powerful, but sends patient data to external servers.
Local AI is now good enough for 90%+ of daily documentation workflows.

Aspect Cloud AI Local AI
Patient data Leaves your facility Stays on-premise
Complex reasoning Excellent Good enough for daily tasks
Documentation & dictation Excellent Excellent
Compliance Complex DPAs needed Full control
Availability Requires internet Works offline

Cloud AI for exploration & complex diagnostics.
Local AI for the 90%: dictation, reports, letters, forms.

Timing

Why Now?

Four factors make local healthcare AI practical today.

Model Quality

MedGemma 27B scores 87.7% on USMLE-style exams. Good enough for daily workflows.

Hardware Ready

64-256GB unified memory. Silent, compact, fits anywhere in your facility.

Compliance

On-premise = full control. No complex DPAs. HIPAA/GDPR simplified.

Predictable Costs

One-time hardware investment. No per-token fees. No subscriptions.

Proof: Local AI Works

MedGemma: Medical AI That Runs Locally

Google's medical-specialized language model. Trained on medical literature.
Runs entirely on-premise — your data never leaves your facility.

Benchmark Performance

  • 87.7% on MedQA (USMLE-style exam)
  • Strong clinical scenario performance on AgentClinic benchmark
  • Best-in-class open model under 50B parameters

Capabilities

  • Medical terminology understanding
  • Clinical documentation drafting
  • Discharge summaries & referral letters

Important: MedGemma is a support tool, NOT a replacement for clinical judgment.
ALL AI outputs require professional review before use.

RPlay Health

Practical Applications

📋 RPlay Forms — For Nurses

Voice-to-structured data for clinical documentation

"Patient in room 304, blood pressure 120 over 80, temperature 37.2..."

→ Structured JSON output

Workflow: Dictate → Review & adjust if needed → Submit to EPD/EHR via webhook

📧 Outlook Add-in — For Physicians

AI-assisted email and document handling

  • Dictate referral letters & discharge summaries
  • Summarize & interpret lab results
  • Draft email responses

Workflow: Generate → Review & edit → Send

All AI-generated content requires professional review before use.
The human is always in control.

With custom open healthcare LLMs, many additional use cases can be supported.

Scale

Flexible Deployment

From solo practitioner to hospital-wide deployment.
Choose the setup that fits your needs.

Individual Practice

MacBook Pro 64GB

  • Solo practitioners
  • Fully portable
  • Works offline

Group Practice

Mac Mini Pro 64GB

  • Up to 10 concurrent users
  • Compact server closet
  • Silent operation

Hospital

Mac Studio Ultra 128GB

  • 50+ concurrent users
  • Enterprise-grade
  • 60-120W power

All tiers support Mac, Windows, iOS, Android, and Web clients.

RPlay

Interested?

Let's explore how RPlay can reduce documentation burden at your facility —
while keeping patient data exactly where it belongs.

Get in Touch

RPlay for Healthcare — powered by RMLX.ai