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

Live Consultation Workspace
Realtime audio capture, speaker-separated transcription, and AI insights in one operating surface.
Audio · Live
Consultation #2841 · Dr. Mehra
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
AI Insight
Real-time symptom extraction
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
Doctor Signature
Required before finalization
Preview
PDF · A4
Safety & Drug Validation
Critical alerts surface before any prescription leaves the system.
Critical
2 alerts
Caution
3 warnings
Passed
12 checks
Doctor Approval — Human in the loop
No medical output is finalized without explicit physician approval.
Visit #2841
Anita Sharma · Dr. Mehra
- Draft
- Safety
- 3Doctor Reviewing
- 4Approved
- 5PDF
- 6Saved
RAG · Medical Knowledge
Context-aware references retrieved from vetted clinical sources, never a generic chatbot.
Assistant
Semantic search
Step-care protocol with triptans and NSAIDs.
Pharmacokinetics, contraindications, dosing.
Migraine, unspecified, not intractable.
Risk profile across beta-lactam classes.
Analytics & Audit
Operational dashboard with full audit trail for every AI decision.
This week
Operational metrics
Audit log
AI decisions & overrides
- 10:42Dr. MehraApproved RX-08842
- 10:39SafetyFlagged Penicillin (auto)
- 10:36AIDrafted prescription
- 10:32AIGenerated SOAP note
- 10:28Dr. MehraEdited diagnosis
- 10:22SystemVector index synced