๐๐ ๐๐จ๐ฏ๐๐ซ๐ง๐๐ง๐๐ : ๐๐ง๐๐ข๐ & ๐๐ฅ๐จ๐๐๐ฅ ๐๐จ๐๐๐ฆ๐๐ฉ,๐๐๐๐
AI governance is no longer a value statement, rather it is a proof statement.
That is why the India ๐๐ ๐๐ฆ๐ฉ๐๐๐ญ ๐๐ฎ๐ฆ๐ฆ๐ข๐ญ ๐๐๐๐ ๐ข๐ง ๐๐๐ฐ ๐๐๐ฅ๐ก๐ข ๐๐ญ ๐๐ก๐๐ซ๐๐ญ ๐๐๐ง๐๐๐ฉ๐๐ฆ ๐จ๐ง ๐๐ ๐๐ง๐ ๐๐ ๐ ๐๐๐ซ๐ฎ๐๐ซ๐ฒ ๐๐๐๐ ๐ฆ๐๐ญ๐ญ๐๐ซ๐ฌ, because it is positioned around impact, not hype, and around what can be demonstrated in policy, controls, and evidence.
Across India, the EU, the UK and the US, the common governance spine is converging, even when laws differ.
The organisations that will lead are the ones that can live by 7 sutras in daily operations i.e legality, accountability, safety, security, transparency, fairness, and human oversight, each backed by logs, reviews, testing, and audit ready records across the full AI lifecycle.
Risks to watch today are fragmented ownership, missing data lineage, weak vendor assurance, and systems shipped without decision logs that can stand up to scrutiny.
- INDIA REGULATORY BASE
- IT Act + DPDP Act + Sectoral (MeitY Health/Finance)
- Law vs Guideline vs Best Practice
- DPDP Act 2023 + DPDP Rules 2025
- GLOBAL REGIMES
- EU AI Act (Full Enforcement & AI Office)
- US NIST AI RMF 2.0 & ISO/IEC 42001 Cert
- UK, OECD, G7 Hiroshima Process
- RISK CLASSIFICATION
- Context-driven Risk Assessment
- Tiers: Prohibited, High-Risk (Lethal/Bias), Limited, Minimal
- Indiaโs Risk-based Expectations
- GOVERNANCE ROLES
- Board Oversight, AI Owner
- AI Safety Officer (AISO)
- Model Risk Committee, DPO (Data Protection Officer)
- LIFECYCLE CONTROLS
- Data Governance & Privacy by Design
- Model Dev & Testing (Versioning)
- Deployment & Monitoring (Human-in-loop)
- Change Mgmt
- TRANSPARENCY & DOCUMENTATION
- Model Cards / System Cards
- Algorithmic Impact Assessments (AIA)
- Logs & Records (Watermarking)
- SAFETY, SECURITY & RESILIENCE
- Red Teaming | Adversarial Robustness (or Testing)
- Prompt Injection Defense | Incident Response Plans
- AI Safety / IP & Licensing
- Bias/Fairness
- ACCOUNTABILITY & AUDIT
- Metrics | Internal Audit
- Third Party Certifications (ISO 42001)
- Evidence Bundle, Continuous Monitoring (Drift)
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