Statutory Body

National Medical Commission (NMC)

Five evidence-based challenges identified for this entity, each paired with a ready-to-build AI tool specification — free for the Government of India to deploy.

Top 5 Challenges

Drawn from official reports, audits, parliamentary material and public feedback. Framed as improvement opportunities, never as criticism.

1
Medical college inspection capacity is limited; ghost faculty practices are well documented
2
Doctor registration backlogs and national register data quality problems persist
3
Complaints against colleges and practitioners face slow, opaque handling
4
Seat matrix and counselling data inconsistencies disrupt admissions each year
5
Continuing medical education and competency tracking lacks a systematic digital backbone

Five AI Tools

Each tool answers the matching challenge above, and is built on curated official sources with safeguards and human oversight.

Nirikshan Netra

College Inspection Intelligence Engine

Inspection intelligence engine for NMC's Medical Assessment and Rating Board. Analyzes AEBAS attendance, faculty declarations and patient-load data to flag ghost faculty and inflated compliance, ranking colleges for targeted or surprise inspection.

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Panjikaran Setu

Doctor Registry Deduplication Tool

Deduplication and data quality tool for the National Medical Register. Standardizes doctor records inherited from state medical councils, detects duplicate registrations across councils, prepares adjudication queues and clean batches for NMR migration.

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Chikitsa Mitra

Complaint Triage Copilot

Complaint triage copilot for NMC's Ethics and Medical Registration Board. Classifies complaints against colleges and practitioners, determines the correct forum under the NMC Act 2019, drafts acknowledgements and referrals, and tracks ageing and appeals.

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Pravesh Chakra

Counselling Data Reconciliation Engine

Reconciles seat matrix and counselling data across NMC, the Medical Counselling Committee and state authorities. Detects mismatches in seats, categories, quotas and fees before each round, preventing the inconsistencies that disrupt admissions yearly.

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Abhyas Sutra

Continuing Education Tracker

Digital backbone copilot for continuing medical education tracking. Structures CME/CPD credit records per practitioner, verifies activities against accredited providers, flags shortfalls before renewal and drafts compliance summaries for medical councils.

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Are you from National Medical Commission (NMC)?

We will build, deploy and hand over these five tools to your office free of charge, as a seva to the nation. No licence fee, no lock-in.

Contact the project team