v2.4 · Clinical AI Copilot · HIPAA-aware

Doctor HelperAI System

AI-assisted clinical documentation, prescription drafting, and patient workflow automation — with mandatory doctor-in-the-loop approval on every output.

Doctor-in-the-loopSafety checkedRealtime transcriptionPrescription pending approval
Medical AI neural orb with ECG pulse
Module 01

Live Consultation Workspace

Realtime audio capture, speaker-separated transcription, and AI insights in one operating surface.

Audio · Live

Consultation #2841 · Dr. Mehra

● Recording 02:14
Latency 38mswhisper-med

Transcript · Speaker-separated

Streaming · 98.2% confidence

  • 00:02Doctor

    Good morning. What brings you in today?

  • 00:06Patient

    I've had a sharp headache for three days and mild fever since yesterday.

  • 00:18Doctor

    Any nausea, light sensitivity, or recent travel?

  • 00:24PatientAllergy mention

    Some nausea this morning. No travel. I'm allergic to penicillin.

  • 00:36Doctor

    Got it. Let's check your blood pressure and run a basic panel.

Patient

Anita Sharma · 34 · F

Allergy: Penicillin
Blood
B+
BP
128/82
Last visit
12 Apr
Chronic
Migraine
Contact
+91 ••••• 4421
MRN
MRN-08842

AI Insight

Real-time symptom extraction

thinking
Symptoms
Headache · 3dFever · 1dNausea · today
Possible Dx
Viral feverMigraine flareSinusitis
Risk flags
Penicillin allergy
Module 04

Prescription Drafting

Premium clinical editor. Every line generated by AI must be reviewed and approved by the doctor before PDF generation.

Draft

RX-08842 · Auto-generated

Pending approval
Medicine
Dose
Frequency
Days
Instructions
Paracetamol 500mg
Sumatriptan 50mgCaution: BP
Ondansetron 4mg

Doctor Signature

Required before finalization

Locked
Tap to sign · biometric
Patients can verify authenticity by scanning the QR on the printed prescription.

Preview

PDF · A4

Live
DHAI · RX
08842
Anita Sharma · 34F12 May 2026
Dx: Viral fever, migraine flare
Paracetamol 500mg1 tab · TID · 5d
Sumatriptan 50mg1 tab · PRN · 5d
Ondansetron 4mg1 tab · BID · 3d
Module 05

Safety & Drug Validation

Critical alerts surface before any prescription leaves the system.

Critical

2 alerts

CriticalAllergy match: Penicillin
Patient flagged on profile. Skip Amoxicillin family.
CriticalContraindication
Sumatriptan with uncontrolled hypertension.

Caution

3 warnings

CautionDuplicate class
Two NSAIDs in current draft.
CautionDosage near limit
Paracetamol approaching 4g/day.
CautionPregnancy caution
Confirm trimester before prescribing.

Passed

12 checks

PassedRenal dosing
Adjusted for eGFR 88.
PassedAge range OK
All meds approved for adult.
PassedInteraction scan clear
No major DDIs detected.
Workflow

Doctor Approval — Human in the loop

No medical output is finalized without explicit physician approval.

Visit #2841

Anita Sharma · Dr. Mehra

Doctor reviewing
  1. Draft
  2. Safety
  3. 3Doctor Reviewing
  4. 4Approved
  5. 5PDF
  6. 6Saved
Module 06

RAG · Medical Knowledge

Context-aware references retrieved from vetted clinical sources, never a generic chatbot.

Assistant

Semantic search

vector ready
Answer · For acute migraine without contraindications, NICE recommends a triptan + NSAID combination. Avoid triptans in uncontrolled HTN.
NICE 2024UpToDate
Guideline
ICH Migraine Guideline 2025

Step-care protocol with triptans and NSAIDs.

Drug ref
Sumatriptan · Drug Monograph

Pharmacokinetics, contraindications, dosing.

Coding
ICD-10: G43.909

Migraine, unspecified, not intractable.

Paper · NEJM
Penicillin allergy cross-reactivity

Risk profile across beta-lactam classes.

Module 07

Analytics & Audit

Operational dashboard with full audit trail for every AI decision.

This week

Operational metrics

Consultations
1,284
+12% wk
Prescriptions drafted
942
+8% wk
Approval rate
98.4%
stable
Safety alerts
63
-4% wk
Avg. consult time
8m 42s
-22s
PDFs generated
896
+11% wk

Audit log

AI decisions & overrides

live
  • 10:42Dr. MehraApproved RX-08842
  • 10:39SafetyFlagged Penicillin (auto)
  • 10:36AIDrafted prescription
  • 10:32AIGenerated SOAP note
  • 10:28Dr. MehraEdited diagnosis
  • 10:22SystemVector index synced
System status
Transcription · 38msModel · readyStream · connectedDatabase · syncedVector search · readyPDF service · onlineSafety engine · active