Hospitals run on people — doctors, nurses, paramedics, and support staff across 3 shifts, 24 hours. MemoFaceAI gives hospital administration real-time workforce visibility across every ward, with zero manual registers and full labour law compliance.
ICU must never fall below minimum nurse-to-patient ratios. Emergency can't have a staffing gap at 3 AM. When a senior doctor marks attendance through a ward boy, or a night-duty nurse clocks out two hours early without anyone knowing — it's not just a payroll error. It's a clinical risk.
MemoFaceAI gives hospital HR and operations a live view of every ward, every shift. Who is on duty. Who is absent. Which ward is understaffed right now. And which on-call staff can be reached in the next 15 minutes.
Every doctor, nurse, paramedic, and support staff member enrolled with a single photo. Existing hospital ID photos work. No new hardware — cameras already at your entrance and ward entry points are used.
No touch, no card swipe, no fingerprint — critical in a clinical environment. Staff are identified as they walk past the ward camera. Night-shift entry captured automatically. No register to sign.
A single dashboard shows staffing levels per ward, per shift, in real time. When a ward drops below minimum coverage, an alert fires immediately — and on-call staff are contacted automatically via WhatsApp.
Shift hours, OT, night-duty allowances, and late deductions calculated from verified biometric data. NABH staffing reports, EPF/ESI registers, and Form 25 generated in one click — always ready for inspection.
Each ward, department, and critical care unit has its own real-time headcount. ICU, Emergency, Paediatrics, General, OT — all monitored simultaneously from one screen. Coverage gaps trigger instant alerts before they become patient safety incidents.
| Ward | Required | On Duty | Coverage | Status |
|---|---|---|---|---|
| ICU | 24 | 24 | 100% | ✓ Full |
| Emergency | 32 | 31 | 97% | ✓ OK |
| General Ward | 48 | 40 | 83% | ⚠ Watch |
| Paediatrics | 18 | 13 | 72% | 🚨 Alert |
Hospitals don't stop at 5 PM. MemoFaceAI tracks all three shifts around the clock — including night-duty allowances, weekend premiums, and on-call activations — with exact clock-in and clock-out times captured at the ward camera. No register. No supervisor sign-off needed.
NABH mandates specific nurse-to-patient ratios by ward type. Most hospitals calculate these retrospectively from paper records — and the real numbers are always worse than documented. MemoFaceAI tracks actual nurse presence per ward against live patient census, in real time.
Hospital payroll is complex — doctors on salary, nurses on shift allowances, paramedics on daily wages, agency staff on hourly rates. MemoFaceAI handles all of it. Every element of compensation is calculated from the exact biometric clock-in and clock-out — not from what staff fill in on forms.
| Staff | Role | Reg. Hrs | Night OT | Net Pay |
|---|---|---|---|---|
| Anita Rao | Sr. Nurse | 176 | +₹8,400 | ₹44,200 |
| Ramesh G. | Paramedic | 208 | +₹2,100 | ₹22,100 |
| Priya Iyer | GNM Nurse | 192 | — | ₹31,600 |
| Suresh V. | Jnr. Doctor | 208 | +₹14,400 | ₹78,400 |
NABH accreditation requires documented nurse-to-patient ratios, shift rosters, staff qualifications verification, and attendance registers. MemoFaceAI maintains all of this automatically — in the exact formats assessors expect — from the first day of deployment.
All staffing data maintained in NABH-compliant formats from day one. Nurse-to-patient ratios, shift rosters, staff qualifications — ready for HCO assessment cycles without any additional compilation work from your team.
Configurable per-ward minimum staffing thresholds — below which an alert triggers automatically and on-call staff are contacted via WhatsApp. ICU and Emergency wards can be set to zero-tolerance thresholds.
Form 25 Muster Roll, EPF and ESI registers, and working hours logs auto-generated in statutory formats for hospital and healthcare establishment staff covered under the Factories Act and state labour regulations.
All biometric and attendance data encrypted at rest and in transit. India's Personal Data Protection Act compliant. Staff consent captured during enrolment. No biometric data ever leaves the hospital's assigned cloud environment.
Face recognition is inherently contactless — no shared fingerprint sensor, no card swipe, no PIN pad. Critical in a clinical environment where hand hygiene and infection control are paramount. Works through standard surgical masks.
Native integrations with Greythr, Keka, Zoho People, SAP HCM, and leading Hospital Information Management Systems. Attendance data flows directly into payroll — no manual extraction, no reconciliation, no data entry errors.
"Our HR team was spending four days every month just compiling attendance registers before payroll could start. Night-duty was our biggest fraud risk — and we knew it but couldn't prove it. MemoFaceAI ended both problems in the first week. Payroll now runs in 90 minutes on the first of the month."
Fortis Noida had 2,400 staff across three shifts and a night-duty attendance problem HR had suspected for two years but couldn't quantify. Monthly payroll took four working days of manual compilation. NABH assessors had flagged incomplete shift documentation in the last cycle. After deploying MemoFaceAI across existing ward cameras — no new hardware, deployed over 5 days — night-duty proxy dropped to zero in the first week. Month-one payroll ran in 90 minutes.
Try with one ward, up to 20 staff. No hardware needed. Live in 48 hours.
Full platform for up to 50 staff. All wards, all shifts, full compliance. Annual billing available.
Hospital chains, multi-campus groups, or 500+ staff facilities. Dedicated CSM and onboarding.
A 500-bed hospital with 2,000 staff typically recovers ₹2.8L/month in payroll leakage alone — against a platform cost that starts at ₹500/month.
"Night duty was our blind spot for years. Nurses would sign in at shift start and sign out for each other — we knew it was happening but couldn't prove it. Face recognition ended it overnight. Literally. The first night after go-live, 18 people who were supposedly on duty weren't in the building."
"Our NABH renewal was six months away and our staffing documentation was a disaster. MemoFaceAI gave us a full year of retrospective-equivalent data from month two onwards. The assessors spent 20 minutes on our staffing files and moved on. It was the smoothest NABH review we've had."
"Agency nurses were our biggest billing dispute. Every month we'd go back and forth — they'd bill 600 hours, we'd have 550 on the register. With MemoFaceAI, every hour is biometrically verified. We cut our agency overspend by ₹1.4 lakhs in month one without a single argument."
15 days. One ward. Full platform. Contactless, no hardware, live in 48 hours. See your first fraud-free shift this week.
Book a personalized demo. We'll show you exactly how MemoFaceAI works for your institution — and what it costs.
No commitment. 30-minute call. We come to you via Google Meet or WhatsApp.