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Understanding RBI FREE AI Framework 2025: Building Responsible, Ethical, and Accountable AI Governance in India’s BFSI Sector

Explore how the RBI FREE AI Framework is reshaping AI governance, accountability, and compliance for India’s evolving banking and financial ecosystem.

Deepak Mehta
October 9, 2025
Illustration showing RBI FREE AI Framework principles guiding ethical AI governance, accountability, and resilience in India’s financial sector.

AI in Indian BFSI: Advancing from RBI’s FREE AI Sutras to Institutional Practice

The Reserve Bank of India has introduced a pivotal framework - FREE AI (Framework for Responsible and Ethical Enablement of AI) – that establishes a new benchmark for AI governance across the banking, financial services, and insurance (BFSI) sector. Through 7 Sutras and 26 targeted recommendations, the framework signals a decisive shift: institutions must advance from theoretical principles to practical, enterprise-wide implementation.

The 7 Sutras of FREE AI (infographic format with NIMBUS + Vault + MoDeVa in between)

  1. Trust: Embed transparency and governance to foster public confidence in AI systems.
  2. People First: Prioritize consumer safeguarding through bias prevention and detection of harmful outputs.
  3. Innovation over Restraint: Support secure experimentation without sacrificing regulatory or ethical standards.
  4. Fairness & Equity: Ensure outcomes are unbiased and equitable across user groups.
  5. Accountability: Maintain clear responsibility and oversight across AI lifecycle stages.
  6. Understandable by Design: Design systems to be interpretable and explainable from the outset.
  7. Resilience & Safety: Instill continuous monitoring, robustness, and operational stability in deployed models.

Key Industry Findings

The RBI’s research further underscores the urgency of operationalizing the framework:

  • Only 20% of institutions have adopted AI – and mostly in basic, rule-based scenarios.
  • Below 15%, conduct post-deployment monitoring for bias or performance drift.
  • Board-level AI governance structures and accountability frameworks remain markedly scarce.
  • Common roadblocks include data quality deficits, talent shortages, and high deployment costs.

Solytics Partners: Translating FREE AI into Institutional Capability

Solytics Partners anticipates and answers this challenge with its integrated AI Governance and Assurance Ecosystem – comprising of MRM Vault, Nimbus Uno, and MoDeVa – designed to align with the FREE AI pillars of Governance, Protection, and Assurance.

  • MoDeVa is built for model validation & testing in regulated environments (with embedded performance, fairness/robustness diagnostics, and adversarial testing), producing audit-ready artifacts.
  • NIMBUS Uno provides workflow-driven model development, validation, and ongoing performance monitoring, enabling rapid experimentation and continuous assurance.
  • MRM Vault provides end-to-end AI/model lifecycle governance: inventory, lineage, lifecycle approvals, policy enforcement, and audit trails.

A Structured Roadmap to Compliance

  • Phase 1 (Foundation): Establish the foundation with MRM Vault. The first step is to gain control and centralize your entire AI/ML model landscape into MRM Vault. This creates a single source of truth, fulfills the critical "AI Inventory" requirement (Rec 23), and establishes the governance structure needed to enforce your board-approved AI policies.
  • Phase 2 (Validation and Testing): Operationalize validation with Nimbus Uno and strengthen model testing with MoDeVa libraries. With your inventory established and risk-categorized, connect your high-risk models to Nimbus Uno to start automated monitoring for bias, drift, and performance degradation. This phase directly addresses the "Protection" and "Assurance" pillars, making your red teaming (Rec 20) and audit frameworks (Rec 24) data-driven and effective.
  • Phase 3 (Audit and Reporting): Unify and Automate Reporting. Leverage the seamless integration between both platforms to automate your compliance lifecycle. Use the combined system to generate consistent model cards, manage incident reports (Rec 22), and produce the necessary documentation for public disclosures (Rec 25), making your organization permanently audit-ready.

FREE‑AI is a regulatory indicator that Indian BFSI leaders need to differentiate through ethical AI adoption, operational resilience, and sustained accountability.

Solytics Partners is your partner of choice (https://www.solytics-partners.com/products/ai-governance) in deploying AI responsibly, confidently, and strategically, ensuring alignment with RBI’s FREE-AI Framework.

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Author Bio
Deepak Mehta
Head of Sales

An MBA from IIM-A and Engineer from BITS Pilani, Deepak has 12+ years of experience across sales, strategy and marketing in the Banking, Capital Markets, and Technology domains.

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