THE GAP
BETWEEN SURGERY
& SURVIVAL.
Discharge marks the end of an inpatient bed, but begins the most vulnerable phase of clinical recovery. In India, 18–24% of surgical patients experience preventable complications in the 30-day telemetry void.
Nivaran.ai is an autonomous post-discharge operating system. Powered by zero-hardware multimodal computer vision, vernacular conversational voice triage, and on-chain tamper-proof telemetry, it secures home recovery without adding a single keystroke to doctor workload.
30-day post-op complication rate in Indian high-volume tertiary hospitals without active monitoring.
Doctor keystrokes added. Autonomous agent filters 95% of routine calls and pushes SBAR briefs only.
Cost to monitor 1 patient for 14 days post-op (92% SaaS gross margin).
THE UNMONITORED
ABYSS OF CARE.
Why India's premier surgical teams lose their greatest clinical victories to preventable post-discharge deterioration.
The Unmonitored 30-Day Void
The English Summary Paradox
The Clinician Workload Chokehold
The Medico-Legal Liability Vacuum
FROM STATIC PAPER
TO CLOSED-LOOP RECOVERY.
How Nivaran transforms the chaotic hospital-to-home transition into an unbroken clinical telemetry channel.
TEST THE AGENTIC ENGINE.
Interact directly with our autonomous post-discharge micro-agents. No registration or credit card required.
Pt Rajesh Kumar, 48M, UHID: NVR-2026-8921. Post-Op Day 1, Elective Laparoscopic Cholecystectomy for gallstone disease. Discharge Vitals: BP 122/78, HR 74, Afebrile, Port sites dry. Rx: 1. Tab Cefuroxime 500mg BD x 5 days 2. Tab Pantocid 40mg OD AC x 7 days 3. Tab Ultracet SOS for severe pain Adv: High protein low fat diet. Keep umbilicus dry. SOS if fever > 101F or bilious vomiting. Follow up in Room 204 next Tuesday.
Click the button on the left to watch the agent parse, translate, and schedule the raw clinical discharge text.
A CLOSED-LOOP
MULTI-AGENT PIPELINE.
Four specialized micro-agents working synchronously to eliminate hospital-to-home blind spots.
Care-Plan Synthesizer
Ingests dense paper discharge notes, surgical operative summaries, and discharge medications. Converts complex latin/English schedules ('Tab Augmentin 625mg BD PC') into plain vernacular interactive schedules with audio reminders.
Vernacular Voice Vigilance
Initiates 60-second daily conversational check-ins via Web Speech API or automated WhatsApp voice prompts in Hindi, Bengali, Tamil, and Hinglish. Quantifies pain progression, bowel motility, and medication compliance.
Vision Wound Inspector
Analyzes patient-submitted camera photos of surgical incisions against the internationally validated Wilson ASEPSIS protocol. Detects erythema margins (>2cm), seroma, wound edge dehiscence, and purulent exudate without physical contact.
SBAR Clinical Escalator
Filters 95% of normal convalescence. When clinical deterioration velocity exceeds threshold, it synthesizes a structured medical SBAR (Situation, Background, Assessment, Recommendation) alert pushed directly to the attending surgical team.
THE WILSON
A.S.E.P.S.I.S. PROTOCOL.
We do not use vague "AI heuristics". Nivaran.ai digitizes the gold-standard surgical wound scoring system validated in over 40 years of international surgical trials.
Additional Treatment
Antibiotics prescribed for wound infection
Serous Discharge
Daily evaluation of wound margins serous fluid
Erythema Margin
Spreading reactive hyperemia > 2cm border
Purulent Exudate
Presence of frankly suppurative drainage
Separation of Tissues
Dehiscence of superficial or fascial layers
Isolation of Bacteria
Positive microbiological culture from swab
Peer-Reviewed Literature Citations
THE SURGEON'S
COMMAND CENTER.
Real-time post-discharge surveillance feed. Patients ranked by Deterioration Velocity ($\Delta R/\Delta t$).
CRITICAL ALERT: Patient reports high fever (101.8°F), sternal clicking sensation, and purulent exudate.
Day 4 post-CABG triple bypass; patient has known history of Type 2 Diabetes (HbA1c 8.4%).
High risk of deep sternal wound infection (mediastinitis) and early sternal dehiscence.
STAT casualty return. Immediate cardiothoracic surgical reassessment, wound culture swab, and urgent blood culture.
TAMPER-PROOF
MEDICO-LEGAL AUDIT.
Why blockchain? When home recovery goes wrong, litigation begins. Nivaran anchors cryptographic telemetry hashes on-chain, proving exactly what was reported, when it was analyzed, and when clinicians were notified.
DPDP Act 2023 Compliance
Zero Protected Health Information (PHI) is placed on-chain. Only one-way SHA-256 mathematical hashes of daily check-ins are anchored to the distributed ledger.
Non-Repudiation Security
Neither patient nor hospital can fabricate or delete records after an adverse outcome. Eliminates medical malpractice ambiguity with cryptographic finality.
Automated Insurance Escrow
Under IRDAI cashless guidelines, insurers automatically disburse post-discharge rehabilitation pre-authorizations upon smart contract verification of recovery milestones.
UNIT ECONOMICS
& FINANCIAL VIABILITY.
Built as a zero-hardware pure software play. Serverless edge compute delivers institutional-grade margins and clear payer ROI.
Serverless DB + Edge AI tokens (14-day monitoring window)
Per surgical discharge episode billed to private hospital / trust
Pure software gross margins with zero hardware inventory risk
Per 300-bed hospital network (General Surgery + Ortho + CTVS)
B2B Hospital SaaS Subscription
Targeting tier-1 and tier-2 private hospital networks (Apollo, Max, Fortis, Manipal, Narayana Health).
B2B2C Health Insurer Risk-Share
Partnering with standalone health insurers (Star Health, HDFC ERGO, Care Health Insurance, Niva Bupa).
CLINICAL & TECHNICAL
FEASIBILITY.
Engineered within real-world Indian regulatory frameworks. Zero clinical liability risk through CDSCO Class B SaMD classification.
Clinical Observational Pilot
- •Retrospective validation on 10,000+ de-identified surgical records across tertiary trauma centers
- •Fine-tuning computer-vision ASEPSIS model on Fitzpatrick skin types IV & V (Indian demographic calibration)
- •Zero clinical disruption: runs in parallel shadow mode alongside routine outpatient visits
Regulatory Filing & ABDM Integration
- •CDSCO Class B Clinical Decision Support System (SaMD) notification filing
- •Full certification of Ayushman Bharat Digital Mission (ABDM) Milestone 1, 2, and 3 FHIR APIs
- •HIPAA and DPDP Act 2023 third-party cryptographic security audit
Multi-Center Prospective Trial
- •Prospective trial across 3 tertiary hospital networks (500 elective laparoscopy & ortho patients)
- •Quantification of primary endpoint: 30-day readmission rate reduction & time-to-SSI detection
- •Deployment of Polygon Amoy on-chain escrow with pilot health insurance partner
Commercial Rollout & Expansion
- •Enterprise integration into Epic, Cerner, and Indian Hospital Information Systems (e-Hospital)
- •Expansion into post-discharge cardiology (heart failure telemetry) and oncology care pathways
- •Public health deployment in District Hospitals under National Health Mission (NHM) grant
THE 10-PILLAR
ENTERPRISE SUITE.
Architected for enterprise hospital networks, surgical department chiefs, and clinical governance teams. Zero hardware footprint, turnkey ABDM integration, and sub-second edge intelligence.
Inpatient EHR & FHIR Gateway
Turnkey ABDM Milestone 1-3 connectivity, automated discharge summary deconstruction & FHIR scheduling.
Autonomous Closed-Loop Telemetry
24/7 post-discharge patient risk tracking with automated multi-agent surveillance loops.
Vernacular Voice Interface
Voice-first PWA conversational triage supporting 22 Indic languages and regional dialects.
Computer-Vision Wound Grading
In-browser Wilson ASEPSIS protocol classification calibrated across Fitzpatrick skin types IV–VI.
Clinician SBAR Decision Engine
Automated noise suppression filtering 95% of routine calls; pushes structured SBAR briefs only.
Medico-Legal Audit Ledger
SHA-256 cryptographic state proofs anchored on-chain for non-repudiation under DPDP Act 2023.
Surgical Command Center
Real-time institutional patient queue ranking recoveries by Deterioration Velocity (ΔR/Δt).
Payer Risk-Share & Escrow
Pre-authorization automation, readmission penalty mitigation, and cashless insurance verification.
Multi-Tenant Hospital RBAC
Departmental isolation across General Surgery, Ortho, CTVS, and OB-GYN with granular role permissions.
Regulatory & SaMD Standards
CDSCO Class B Clinical Decision Support System architecture, ICMR guidelines, and HIPAA readiness.