Intelligence where care begins—the conversation
Enterprise AI trusted across behavioral health to support clinicians, care teams, and the patients they serve.
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Introducing
Contextual Reasoning Engine
The core intelligence layer inside MemAlgo AI Trace
Not a transcription tool. Any commodity ASR can convert speech to text. The CRE resolves raw, ambiguous clinical dialogue into structured, EMR-ready data by understanding intent, context, and cross-visit history simultaneously, performing the cognitive work of an expert medical scribe, in milliseconds.


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EHR Context
Contextual awareness beyond the conversation with dynamically integrated data from previous patient encounters, health system-specific guidelines, and clinician preferences.
Encounters
20
Avg. Duration
47.5 min
Feedback
96%
Psychiatry Note
AutoLinked Evidence
Every AI-generated output is traceable back to its source—conversation audio, EHR data, or clinical guidelines—so clinicians can trust and verify notes with full transparency.
Audio Transcript
98%Patient reports chest pain for 3 days...
00:04:32
EHR — Lab Results
100%HbA1c: 7.2%, LDL: 142 mg/dL
Jan 2025
Clinical Guideline
100%Initiate statin therapy for LDL > 100 mg/dL...
ADA 2024
AI Trace
Full auditability of every AI decision. Trace how each clinical note element was derived, from raw input through reasoning steps to final output, ensuring compliance and accountability.
Reasoning Trace
Input
Audio transcription + EHR pull
Entity Extraction
Medication, dosage, symptoms identified
Clinical Reasoning
Cross-referenced with treatment guidelines
Output
Structured SOAP note generated
Mental Health
Purpose-built AI screening and assessment tools for behavioral health, seamlessly integrated into clinical workflows.
Medical Abbreviation Expansion
The engine maintains a continuously updated clinical lexicon that maps shorthand abbreviations to their full clinical equivalents. This is not a simple lookup table — it is context-aware, meaning the engine understands that "LFT" in a psychiatric consultation with a patient on hepatotoxic medication means something different from "LFT" in a general medicine context.
Key Capability
The engine maintains a continuously updated clinical lexicon that maps shorthand abbreviations to their full clinical equivalents.
Action Verb & Dose Change Parsing
Clinicians do not say "increase the dose of escitalopram from 10mg to 15mg once daily." They say "bump it up to 15." The engine identifies the action verb, the drug, retrieves the prior dose, resolves the new dose, and documents the change as a structured medication update.
Key Capability
Clinicians do not say "increase the dose of escitalopram from 10mg to 15mg once daily.
Cross-Visit Memory & Longitudinal Context
The engine does not treat each encounter in isolation. It maintains a temporal patient model — a structured representation of the patient's clinical history — that it actively references during reasoning.
Key Capability
The engine does not treat each encounter in isolation.
Compliance Signal Detection (MHCA)
India's Mental Healthcare Act (MHCA) mandates specific documentation requirements for psychiatric encounters involving substance use. The engine automatically monitors the consultation in real time for language that satisfies these compliance criteria.
Key Capability
India's Mental Healthcare Act (MHCA) mandates specific documentation requirements for psychiatric encounters involving substance use.
Multilingual
Multilingual Support
Speak their language. Build real trust.
India's clinics serve patients who are most comfortable in their mother tongue. memalgo.ai automatically generates patient summaries and follow-up instructions in Kannada, Hindi, Tamil, Telugu, and English.
- Kannada— ಕನ್ನಡ
- Hindi— हिन्दी
- Tamil— தமிழ்
- Telugu— తెలుగు
- English— Default fallback always available
ಕನ್ನಡ — Kannada
ನಿಮ್ಮ ರಕ್ತದೊತ್ತಡ ನಿಯಂತ್ರಣದಲ್ಲಿದೆ. ಅಮ್ಲೋಡಿಪಿನ್ 5mg ಪ್ರತಿದಿನ ಬೆಳಿಗ್ಗೆ ತೆಗೆದುಕೊಳ್ಳಿ.
हिन्दी — Hindi
आपका रक्तचाप नियंत्रण में है। अम्लोडिपिन 5mg रोज़ सुबह लें।
தமிழ் — Tamil
உங்கள் இரத்த அழுத்தம் கட்டுப்பாட்டில் உள்ளது.
తెలుగు — Telugu
మీ రక్తపోటు నియంత్రణలో ఉంది. అమ్లోడిపిన్ 5mg తీసుకోండి.
+10 more languages readily available
After Visit Summary
AutoAVS
Medical clarity. Patient confidence.
AutoAVS converts your clinical SOAP note into a warm, jargon-free After Visit Summary tailored to the patient's literacy level and specialty context. Share via WhatsApp or print in seconds.
- Specialty-specific summary templates (20+ specialties)
- Translates medical jargon into plain language
- Medication instructions with timing and dosage
- Follow-up reminders and red flag symptoms
- Shareable via WhatsApp, print, or email
Patient Summary
Your blood pressure is well controlled. Continue taking Amlodipine 5mg every morning with water. Avoid salty foods and stay hydrated.
Medications
Follow-up
Return in 4 weeks for a blood pressure check. If you experience dizziness, swelling, or chest pain, contact the clinic immediately.
20+ specialty templates available