Healthcare & ICU

AREDA Med

The bedside monitor speaks up only once a single number crosses a fixed limit. AREDA Med notices earlier — not one value, but the fact that several values are drifting away from this patient's own normal at the same time, and staying there.

A second, quieter layer beside the monitor Shadow mode · not clinically validated Not a certified medical device

Why reactive monitoring is not enough

The bedside monitor is designed to detect a breached limit, not to warn early. Both are needed, and each for something different.

01

Universal limits ignore homeostasis

Static thresholds apply to the entire ward, but physiological baselines are unique to each patient. A blood pressure reading that is stable for one may signal the onset of hypotension for another. A fixed limit misses this context and reacts universally.

02

Clinical desensitisation and alarm fatigue

Literature reports that 72 to 99% of ICU monitor alarms are clinically irrelevant. The inevitable result is alarm fatigue, where staff naturally become desensitised to the constant acoustic noise. This is not human error, but a limitation of reactive technology.

03

Creeping degradation goes unnoticed

Up to 84% of cardiac arrest patients exhibit signs of physiological deterioration 8 hours before the event. However, these signals often manifest as creeping drifts across multiple vital signs, which static monitors fail to flag until a critical threshold is finally breached.

"The monitor guards the barrier. AREDA Med watches the road on which the patient approaches it."

Operating doctrine of the system

One constellation instead of one number

None of those three values is enough for an alarm on its own. Only together — and only because they drift steadily rather than jump — do they form a picture worth putting in front of a human.

Chart of three vital signs. Pressure falls slowly, heart rate rises and saturation declines, without any single value crossing the monitor's fixed limit. The system warns at this moment; without intervention the course would continue towards tachycardia and fibrillation, and the monitor's limit would speak up only many minutes later. SpO₂ saturation HR heart rate MAP pressure MONITOR'S FIXED LIMIT — the same for everyone CONSTELLATION pressure down · heart rate up · saturation down each one unremarkable on its own EARLY WARNING the system speaks up here WITHOUT INTERVENTION — illustrative continuation of the trend TACHYCARDIA FIBRILLATION hypotension only here would the monitor speak up the time staff still have to decide calmly
Illustration of the principle. Not a recording of a real patient, and not a prediction of a specific diagnosis.

The patient's normal, not the ward's

The system first aggregates data to establish the patient's specific physiological baseline before commencing comparative measurement. Until a reliable reference is available, this is clearly declared on the dashboard — an absence of data is never presented as clinical stability.

It alarms on direction, not on a spike

Isolated artefacts, such as drops during airway suctioning or movement, are filtered out and ignored. Only a sustained directional drift warrants a call for intervention. The alert sounds once upon confirming a sustained shift — it is not a continuous acoustic signal.

No black box

Every alarm generates a report summarising the event context clearly, providing physicians and review committees with a transparent audit trail detailing the applied rule. The database record is append-only: acknowledgement does not erase history; it merely logs the staff's response.

AREDA Med is

  • An auxiliary layer alongside the patient monitor, evaluating trends against an individualised homeostatic baseline
  • An early warning system for sustained deterioration, accompanied by a clear event report
  • An immutable audit trail of every event and staff acknowledgement
  • A Zero-PII architecture processing only pseudonymised hashes, never patient identities

AREDA Med is not

  • A replacement for the primary patient monitor — it operates in parallel without interference
  • A diagnostic tool — it detects homeostatic deviation, not the underlying clinical diagnosis
  • A closed-loop medication delivery system — decision-making authority remains strictly with the attending physician
  • A real-time LLM agent — primary detection is strictly deterministic

What we claim about the system, and what we do not claim yet

The default mode of an installation is shadow: the system computes and records, but does not call staff. Moving to operation where it does call is a deliberate decision by the institution, and the system announces that mode more loudly than the quiet one.

We do not state by how much AREDA Med reduces false alarms. That is our goal, not a measured result — only a clinical study can establish it, and that study is our next step. For the same reason we do not describe the system as a certified medical device: assessment under the MDR has not yet taken place.

We apply the principle of data minimisation. Biometric data is processed using a pseudonymised identifier, and the system never handles patient names. However, under GDPR (Art. 4(5)), this constitutes personal data in a pseudonymised regime, not anonymous data, and the regulation applies in full. The healthcare institution acts exclusively as the data controller.

From 26 March 2029, the European Health Data Space (EHDS, Regulation (EU) 2025/327) will provide a pathway for clinical validation on large-scale datasets. This framework complements GDPR, enabling secondary data use based on institutional permits and the patient's right to opt out. We explicitly declare that our system does not function as an Electronic Health Record (EHR) system and does not alter primary medical documentation.

Want to see this on a recording from your own unit?

We will walk you through a whole stay, from the first sample to an explained warning — in shadow mode, without touching your monitor.

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