1. UP Artificial Intelligence Mission & Lucknow AI City
•Budgetary Outlays in 2026–27:
•IT & Electronics sector allocation: ₹2,059 crore.
•Dedicated UP AI Mission: ₹225 crore.
•Establishment of specialized AI and Robotics labs across 49 ITIs: ₹32.82 crore.
•Cyber Security Operations Centre: ₹95.16 crore.
•Lucknow — India's First "AI City": Developing a 40-acre specialized urban technology zone integrating AI incubators, high-performance computing (HPC) data centres, and research labs.
•Public Governance Applications: AI tools deployed for real-time crowd dynamics (Mahakumbh 2025), satellite crop loss assessment, traffic management, and diagnostic healthcare in district hospitals.
2. Global Capability Centres (GCC) Policy 2024–29
•Strategic Shift: Moving beyond traditional call-centres to high-end global engineering R&D, financial modeling, and software product development.
•Target: Attract multinational capability hubs to create over 2 lakh high-skilled tech jobs across Noida, Lucknow, Kanpur, and Varanasi over five years.
•Operational subsidy: 20% of eligible operating expenses.
•Payroll incentive: Up to ₹1.8 lakh/year for UP-domiciled engineers; up to ₹1.2 lakh/year for other professionals.
•Capital and bandwidth connectivity subsidies.
3. Family ID — 'Ek Parivar, Ek Pehchan'
•4 crore families registered and mapped.
•15.62 crore individuals systematically covered.
•Integration across 98 major welfare schemes spanning 32 state and central departments.
•Creates an integrated, dynamic family registry eliminating ghost beneficiaries, duplication, and paperwork.
•Proactive entitlement delivery: When an individual turns 60, old-age pension eligibility is automatically flagged.
•Mains Analysis & Critical Appraisal:
•Strengths: Saturation of welfare, data convergence, leakage prevention, targeted subsidies.
•Concerns: Data privacy, cybersecurity vulnerabilities, exclusion errors in biometric/Aadhaar seeding, and automated denial of rights without human grievance appeal.