8 May 2026·PIB

National Health Authority convenes Day 1 of AB PM-JAY Auto-Adjudication Hackathon Showcase 2026; AI-driven innovations in claims adjudication take centre stage

In this note

1. At a Glance

AB PM-JAY Auto-Adjudication Hackathon Showcase 2026 is a two-day national event (8–9 May 2026, IISc Bengaluru) jointly organised by MoHFW, NHA, IndiaAI Mission and IISc to crowdsource AI/ML solutions for claims adjudication under Ayushman Bharat PM-JAY [1][2][3].
Signals India's pivot to AI-led governance in the world's largest publicly-funded health assurance scheme — relevant to GS-II (welfare schemes, governance) and GS-III (S&T, AI applications).
India positioned as "among the first in the Global South to develop a Health AI benchmarking platform" [1].

Inauguration of Day 1 on 8 May 2026 at IISc Bengaluru; AI innovations from OCR to deepfake detection showcased to strengthen PM-JAY claims management [1].
>3,500 participants registered; winners felicitated on Day 2 with prizes of ₹5L / ₹3L / ₹2L per problem statement [2].

Ayushman Bharat PM-JAY launched 23 September 2018 as world's largest health assurance scheme; NHA is its implementing agency under MoHFW [1].
Hackathon invitations opened earlier in 2026 (PRID 2251434), grand finale announced for 8–9 May 2026 at IISc Bengaluru (PRID 2258300) [3].
Builds on prior NHA tech experiments: NHCX Hackathon (IIT Hyderabad) and Federated Intelligence Hackathon (IIT Kanpur) [3].

Convening bodies: Ministry of Health & Family Welfare; National Health Authority (NHA); IndiaAI Mission (under MeitY); IISc Bengaluru [1].
CEO, NHA: Dr. Sunil Kumar Barnwal [1].
Venue: Indian Institute of Science (IISc), Bengaluru [1][3].
Dates: 8–9 May 2026 [1][3].
Three problem statements [1][2]: 1. Clinical Document Classification & STG compliance (multilingual OCR). 2. Radiological image–based condition detection (X-ray/CT/MRI) & report correlation. 3. Document forgery & deepfake detection (ghost identities, tampered discharge summaries, AI-generated artefacts).
Benchmarking platform: developed via IIT Kanpur–NHA partnership to evaluate AI model efficacy with data-privacy guarantees [1].
Prize structure: ₹5L (winner) / ₹3L (runner-up) / ₹2L (2nd runner-up) per problem statement [2].

Scientific / Technological

Use of multilingual OCR on low-quality heterogeneous scans for clinical document classification [1].
Computer vision applied to X-ray/CT/MRI to correlate with Standard Treatment Guidelines (STGs) [1].
Deepfake-detection models target AI-generated forgeries in claims — a frontier integrity issue [1].

Governance / Administrative

Auto-adjudication targets transparency, efficiency and programme integrity — reducing manual processing bottlenecks under PM-JAY [1].
Benchmarking platform ensures data privacy and institutional control, addressing model trustworthiness in public-sector AI [1].

Economic

Fraud detection protects fiscal outgo under PM-JAY (a fully Centre/State-funded entitlement scheme).
Cash-prize + collaboration pathway with NHA encourages start-up/innovation ecosystem [2].

Ethical / Social

Risks: algorithmic bias in claim rejection, opacity of model decisions, deepfake arms race.
Equity benefit: faster claim settlement aids EWS/SECC-eligible beneficiaries who depend on cashless treatment.

Apr 2026: NHA invites innovators for hackathon (PRID 2251434) [3].
May 7, 2026: NHA announces grand finale at IISc Bengaluru (PRID 2258300) [3].
8 May 2026: Day 1 inaugurated (PRID 2259047) [1].
9 May 2026: Concluding day; winners felicitated (PRID 2259365/2259366/2260583) [2][3].

AB PM-JAY Auto-Adjudication Hackathon Showcase 2026 held at IISc Bengaluru, 8–9 May 2026 [1][3].
CEO, NHA: Dr. Sunil Kumar Barnwal [1].
Co-organisers: MoHFW + NHA + IndiaAI Mission + IISc [1].
IndiaAI Mission sits under MeitY (not MoHFW) — partner here.
NHA is the apex body implementing AB PM-JAY and ABDM [1].
AB PM-JAY launched 23 September 2018.
Hackathon had three problem statements: clinical doc classification, radiological imaging, deepfake/forgery detection [1][2].
AI benchmarking platform being built jointly by NHA and IIT Kanpur [1].
India described as "among first in the Global South" to develop a Health AI benchmarking platform [1].
Over 3,500 participants registered [2].
Winner cash prize: ₹5 lakh per problem statement [2].
Hackathon tackles claims adjudication, not hospital empanelment.

GS-II: Welfare schemes (PM-JAY); governance via technology; e-governance.
GS-III: AI applications; awareness in IT; cybersecurity (deepfakes); fraud prevention in welfare delivery.
Probable question stems: 1. "Discuss how AI-driven auto-adjudication can transform claims management under AB PM-JAY while highlighting attendant ethical risks." 2. "Evaluate the role of public–academic–private partnerships (NHA–IISc–IndiaAI) in building trustworthy AI for India's social-sector schemes." 3. "Deepfake and synthetic-document fraud is emerging as a frontier challenge in welfare delivery. Examine."

Ayushman Bharat PM-JAY — parent scheme.
Ayushman Bharat Digital Mission (ABDM) — NHA's other flagship.
IndiaAI Mission — ₹10,371 cr Cabinet-approved mission under MeitY.
National Health Claims Exchange (NHCX) — NHA's claims interoperability backbone.
DPDP Act, 2023 — data-privacy frame for health AI.
Standard Treatment Guidelines (STGs) — clinical reference used by adjudicators.
PM-ABHIM — health infrastructure mission.
Deepfake regulation in India — MeitY advisories.

NHA is under MoHFW, not MeitY; IndiaAI Mission is under MeitY, not MoHFW.
The hackathon targets claims adjudication, not hospital empanelment or beneficiary enrolment.
Benchmarking platform is being built with IIT Kanpur, while the showcase venue is IISc Bengaluru — easy to confuse.
PM-JAY was launched in 2018, not with Ayushman Bharat Digital Mission (2021).
"Auto-adjudication" ≠ fully autonomous AI claim approval; it is AI-assisted adjudication.