ECH AI
AI in medicine

ECH AI applies artificial intelligence in medicine to optimise the diagnosis, treatment and management of healthcare.
From predictive analytics to personalised recommendations, this software is designed to increase the accuracy and efficiency of care in the healthcare sector.

Characteristics of ECH IA
ECHI AI provides a suite of artificial intelligence–based tools that enable healthcare professionals to make decisions, optimize processes and improve treatment through advanced data interpretation, task automation and predictive analytics.
Clinical decision support
Ambient AI Scribe
- Functionality: Real‑time transcription and contextual understanding of conversations between clinician and patient, automatically generating structured notes for the electronic health record (EHR).
- Advantage: Eliminates manual documentation and reduces after‑hours work time.
- Benefit: Professionals regain time for direct patient care, reduce cognitive overload and improve the quality and consistency of clinical notes.
- Use case: During an outpatient consultation, the AI scribe listens, understands and drafts the relevant clinical note (symptoms, assessments, treatment plans) without the need for typing.
Autonomous clinical coding
- Functionality: Automatically extracts medical codes (ICD‑10/11, CPT, DRG) from clinical notes and patient data, using AI models aligned with insurer requirements.
- Advantage: Speeds up billing cycles and reduces reliance on manual coders.
- Benefit: Fewer claim denials, faster reimbursements and lower administrative costs.
- Use case: After hospital discharge, the module instantly codes the case, detects missing clinical elements and prepares the billing package, integrating with RCM and EHR modules.
Automatic differential diagnosis generation
- Functionality: AI engine that suggests differential diagnoses ranked according to symptoms, history, lab results and clinical notes.
- Advantage: Supports clinical decision‑making with evidence‑based reasoning and reduces diagnostic uncertainty.
- Benefit: Increases patient safety, minimizes errors, and improves diagnostic accuracy, especially in complex or ambiguous cases.
- Use case: A resident physician enters a patient with dyspnea and cough; the system proposes likely differentials such as pneumonia, heart failure, or pulmonary embolism, based on EHR data and real‑time vital signs.
Coordination and monitoring
AI‑based nursing assistant (Alice)
- Functionality: Virtual assistant integrated into nursing workflows that monitors vital signs, pending tasks, clinical deterioration, and shift handovers.
- Advantage: Enhances nursing productivity and care prioritization through intelligent alerts.
- Benefit: Nurses respond faster to critical events, improve handover quality, and reduce pending tasks, thereby improving patient outcomes.
- Use case: In a high‑acuity unit, Alice detects signs of sepsis and alerts the nurse before the clinical condition deteriorates.
Clinical task assistant
- Functionality: AI module that automates routine clinical tasks such as documentation follow‑up, test ordering, referral coordination, and interdepartmental messaging.
- Advantage: Reduces the administrative burden on clinical staff and ensures timely task execution.
- Benefit: Improves coordination, reduces administrative friction, and frees up time for direct patient care.
- Use case: An administrative staff member receives AI‑generated alerts to complete a radiology order and highlight a laboratory result for medical review, all integrated with patient management and EHR modules.
Coordination of committees
- Functionality: AI‑driven orchestration of multidisciplinary team meetings (MDT) and oncology committees: it gathers data, organizes agendas and highlights clinical priorities.
- Advantage: Centralizes all necessary information and key points before the meeting.
- Benefit: Reduces delays in care planning and promotes more effective collaborative decision‑making.
- Use case: For an oncology committee, the system generates a summary of imaging, pathology findings and previous treatments, proposing a preliminary agenda with time slots and suggested participants.
Predictive analytics
- Functionality: The AI synthesizes structured data (labs, vital signs) and unstructured data (notes) to propose the most likely primary diagnosis.
- Advantage: Narrows the differential diagnosis at the point of care.
- Benefit: Enables rapid treatment initiation, improves triage and guides more precise interventions.
- Use case: In the emergency department, the system cross‑references real‑time lab results with the patient’s prior history to suggest acute pancreatitis, indicating the need for urgent imaging and hospitalization.
- Functionality: Generates a comprehensive patient summary in real time from fragmented clinical records (history, medications, tests, imaging, notes).
- Advantage: Avoids extensive manual reviews across disconnected systems.
- Benefit: Improves continuity of care, reduces errors and optimizes handovers and discharge planning.
- Use case: When opening a patient’s record, the physician receives an automatic summary of key clinical issues and recent events, along with a discharge risk score and care‑plan suggestions.
- Functionality: Predictive AI models that detect early warning signs of clinical deterioration, readmission risk, and ICU transfers, based on historical data and current context.
- Advantage: Enables proactive care and resource‑allocation decisions.
- Benefit: Reduces avoidable complications, optimizes hospital capacity, and enables personalized treatment pathways.
- Use case: A general‑ward patient is flagged as high risk for deterioration based on vital signs, comorbidities, and medical history.
An AI medical software adaptable to different healthcare settings
Use cases
ECH AI is designed to adapt to hospitals, clinics, and private practices, providing specific benefits in each context.
Optimize diagnosis and treatment with artificial intelligence in ECH AI.
Compatible profiles for ECH AI
ECH AI is designed to support various roles in the healthcare sector, facilitating clinical decision‑making and treatment personalization.
Interconnected solutions with ECH AI
ECH Easy Healthcare ecosystem
ECH AI integrates with other ECH Easy Healthcare products, providing a complete, connected ecosystem.
ECH Electronic Medical Record
It incorporates AI to analyze clinical records and enhance diagnosis and treatment.


ECH Healthcare Analytics
Use advanced data analytics to gain insights that optimize quality of care and health outcomes.
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