Vol. I · MMXXVIAI Clinical System
DiscensMachinaAI Clinical System
Products · Vol. I

One hospitalAI system,three surfaces.

Discens Machina is a single on-prem system with three operating surfaces — built for revenue accuracy, clinical safety, and documentation efficiency, all inside hospital infrastructure.

Overview§ 01
Three products, one deployment model —on-prem, integrated, and quiet.

Each surface targets a different cost center — revenue, safety, workload — and shares clinical context with the other two. Hospitals adopt one and inherit the path to the other two.

Plate 01 · LedgerRecovered ▮
010203+ DTS040506+ DTS07080910+ DTS111213+ DTS14REVENUE RECOVERED
Revenue accuracyFig. 01
Revenue accuracy

DTS Optimization

Hospitals lose up to 10% of revenue to undercoding. DTS Optimization analyzes patient context and documentation to identify diagnoses that were never recorded but materially affect DTS classification — making invisible revenue loss visible and correctable.

Core capabilities
01Analyze patient context across episodes
02Suggest missing diagnoses with rationale
03Improve DTS classification accuracy
04Support consistent coding between departments

“Up to 10% of hospital revenue is recoverable through better diagnosis capture.”

Read the productOn-prem · No external transfer
Plate 02 · AuditFlagged ▲
DIAGNOSISTHERAPYDX 01DX 02DX 03DX 04DX 05DX 06DX 07DX 08
Clinical safetyFig. 02
Clinical safety

Clinipal

Discharge documentation is one of the highest-risk points in the clinical workflow. Clinipal reads discharge summaries and flags only clinically relevant issues — diagnosis–therapy mismatch, missing critical information, dangerous omissions — without the noise of generic alerting.

Core capabilities
01Detect diagnosis–therapy inconsistencies
02Identify missing critical information
03Focus on high-impact problems
04Avoid alert fatigue by design

“A support layer for discharge — not another decision-maker in the room.”

Read the productOn-prem · No external transfer
Plate 03 · Speech → FormStructured
DICTATIONHR · MEDREPORTPTDXRXFUIDCONTINUOUS · ON-PREMHR
Documentation efficiencyFig. 03
Documentation efficiency

Clinical Transcription

Croatian-language speech transformed into structured medical reports — not raw text. The system understands medical terminology, hospital reporting formats, and outputs documentation that drops directly into clinical workflows.

Core capabilities
01Croatian medical-domain speech recognition
02Structured fields, not raw transcript
03Drop-in compatibility with reporting formats
04Local processing — speech never leaves the hospital

“Speech in. Structured report out — in Croatian, on-prem.”

Read the productOn-prem · No external transfer
One system

Three products,
one boundary.

All three operate inside the same hospital boundary. Patient data is never sent to external services. There is no cloud dependency, no third-party model API, no uncontrolled transfer.

FIG. 01 · ONE HOSPITAL · ONE SYSTEMON-PREMHOSPITAL INFRASTRUCTURESHARED · CLINICAL DATA01DTSREVENUE ACCURACYLOCAL02ClinipalCLINICAL SAFETYLOCAL03TranscriptionDOCUMENTATIONLOCALSHARED CONTEXT · INSIDE THE HOSPITALNO PATIENT DATA LEAVES THIS BOUNDARYNO EXTERNAL APIS · NO CLOUD

Hospitals don't need three vendors. They need one system that knows where the work happens.

Next step

See the full system in your hospital's context.

A demo walks through how the three surfaces operate inside your environment — and where each one delivers value first.

Contact us
hello@discensmachina.com