Clinical Decision Support · FYP 2026

Smarter decisions.
Faster diagnoses.
Better outcomes.

Medlingo is an AI-powered clinical assistant built for general practitioners — keeping full patient context, surfacing differentials, and reasoning through complex cases in real time.

Open Doctor PortalSee how it works
Medlingo — Doctor Portal
M
Medlingo
Patients
Sessions
Analytics
Patients
Aisha Raza
Hamid Qureshi
Sara Malik
HQ
Hamid Qureshi· P-00087
58y Male
⚠ Allergy
📋 Brief History
🩺 Symptoms
💊 Medications
🔬 Lab Results
⚡ Diagnose
AI
Session loaded for Hamid Qureshi. Chief complaint: chest tightness on exertion.
Dr
Diagnose — 58yo male, chest tightness, diaphoresis, ECG shows ST depression
AI
🧠 Differential Diagnosis
1
Unstable Angina / NSTEMI
88%
2
Stable Angina (exertional)
54%
3
GERD / Musculoskeletal
18%
General Practice
Family Medicine
Internal Medicine
Clinical Decision Support
Differential Diagnosis
Patient Context AI
Drug Interaction Check
Lab Result Analysis
General Practice
Family Medicine
Internal Medicine
Clinical Decision Support
Differential Diagnosis
Patient Context AI
Drug Interaction Check
Lab Result Analysis
Features

Built for how doctors
actually work

Every feature in Medlingo is designed around the real GP workflow — from the first patient tap to the final prescription decision.

Persistent Patient Context
Every session retains the full clinical history — medications, allergies, past diagnoses, lab results. The model always knows who it's talking about before you say a word.
Context-aware AI
Patient Memory
Chief ComplaintChest tightness
MedicationsMetoprolol, Aspirin
⚠ AllergySulfa drugs
Last ECGST dep noted ↓
Differential Diagnosis Engine
Describe clinical findings in plain text. Medlingo reasons through differentials, ranks them by probability, and explains its logic at each step.
Reasoning AI
Quick-Query Cards
One-tap access to brief history, medications, allergies, lab results, and demographics — without typing a word.
Zero-friction UX
Allergy & Drug Alerts
Known allergies and contraindications surface automatically in every session. The AI factors them in before suggesting any management plan.
Patient safety
Full Visit History
Every session is logged with date, presenting complaint, and clinical summary. Scroll back through the complete longitudinal record for any patient.
Longitudinal records
Workflow

From patient tap
to clinical insight

Three steps is all it takes. Medlingo sits alongside your clinical judgment — not in front of it.

01
👤
Select Patient
Open an existing patient record or register a new one in seconds. Full context loads automatically — allergies, meds, history, last labs.
02
💬
Query & Explore
Tap predefined cards for instant data pulls, or ask in natural language. The AI keeps the patient's full record in context for every response.
03
🧠
Diagnose
Enter your clinical findings. Medlingo reasons through differentials, ranks them by probability, and flags anything the patient's history makes more — or less — likely.
Diagnosis Engine

Reasoning you can
actually trust

Medlingo doesn't just output a diagnosis — it shows you the reasoning chain. Each differential is ranked, evidence-weighted, and explained in clinical terms.

Patient-aware reasoning
All differentials are weighted against the patient's existing allergies, medications, and history.
Confidence-ranked differentials
Up to 5 diagnoses ranked by probability with clear reasoning for each placement.
Plain-language explanations
No black box. Every differential comes with a clinical rationale a doctor can verify.
Differential Diagnosis — AI Reasoning
Clinical findings: 45yo female, 3-day productive cough, fever 38.9°C, right-lower lobe dullness on percussion, SpO₂ 93%, CXR shows consolidation.
1
Community-Acquired Pneumonia
Consolidation on CXR, lobar dullness, productive cough, SpO₂ drop — classic CAP presentation
86%
confidence
2
Atypical Pneumonia (Mycoplasma)
Gradual onset, age group, possible dry cough component — warrants Mycoplasma IgM
58%
confidence
3
Pulmonary Embolism
Pleuritic component possible; SpO₂ drop warrants D-dimer to exclude PE, lower probability
21%
confidence
⚠ AI-generated suggestion only. Clinical judgment is required. Not a substitute for diagnosis.
0+
Query types
0
Clinical themes
0
DDx per case
0
Click to diagnose
“
A clinical AI that keeps the entire patient in context, not just the last message — that's the difference between a tool that assists and one that transforms.
Medlingo Design Team
Final Year Project, 2026
Responsible AI

Powerful — and
honest about its limits

Medlingo will outperform general-purpose AI on clinical reasoning tasks. It will also hallucinate. We document exactly where it excels, where to verify, and what it should never be used for.

Read Use Cases & Disclaimer
✓
Strong for: Differential diagnosis, history summarization, clinical Q&A
GP presentations, common conditions, structured patient context queries.
⚠
Verify: Drug dosing, rare conditions, lab interpretation
Always cross-reference with a verified formulary or guideline before acting.
✕
Not for: Emergencies, final diagnoses, patient-facing use
This is a physician's reasoning tool, not a diagnostic authority.

Ready to think
faster at the bedside?

Sign in, select a patient, and ask anything — your clinical decision support system is ready.

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