We use essential cookies to run this site. Analytics & marketing cookies load only with your consent — see our Cookie Policy and Privacy Policy.

CERT-In empanelled · AI governance

AI governance for RBI-regulated entities

As banks, NBFCs and payment firms deploy AI and machine-learning models — for credit, fraud, collections and customer service — RBI’s emphasis on model risk management, data governance, explainability and accountability makes AI governance a board-level obligation. CyberSigma helps RBI-regulated entities build a defensible AI-governance programme: a model inventory and risk classification, data-governance and bias controls, human-oversight and explainability, third-party/GenAI vendor risk, and audit-ready evidence aligned to RBI expectations and the DPDP Act.

Get a free AI-governance snapshot →Book a 20-minute call
Who needs it

Who this is for

RBI-regulated entities — banks, NBFCs, payment aggregators and lenders — deploying AI/ML for credit decisioning, fraud, collections, KYC or customer service, and their model-risk, compliance and technology functions.

Scope

What an AI-governance programme covers

Model inventory & risk classification
A living register of every AI/ML model, its purpose, data and risk tier.
Data governance & bias
Training-data lineage, quality, fairness and bias controls.
Oversight & explainability
Human-in-the-loop, challenge, monitoring and model explainability.
Third-party & GenAI risk
Vendor and GenAI/API risk, data-leakage controls and contractual safeguards.
Regulation

What it aligns to

RBI’s model risk management and data-governance expectations for regulated entities, the DPDP Act 2023 for personal data used in models, and emerging AI-governance good practice — mapped to how you actually build and buy models.

Deliverables

What you receive

AI-governance framework
Policy, roles, model-lifecycle controls and a risk-classified model inventory.
Assessment & roadmap
Gap assessment of current models with a prioritised remediation plan.
Common gaps

Common gaps we find

  • No model inventory — nobody can list the models in production
  • Training-data lineage and bias controls undocumented
  • No human-oversight or challenge process for high-impact decisions
  • GenAI/third-party model data-leakage risk unaddressed
Proof

See how we’ve done it before

Relevant case study
How a lender built a risk-classified model inventory and oversight controls. Read case studies →
Redacted sample deliverable
Inspect a redacted AI-governance assessment first. Request a redacted sample →

Worried about a supplier becoming your breach?

Get a free third-party risk scoping call — share your work email and we frame your vendor tiers, gaps and next steps.

Verified facts

Drawn from the CyberSigma Compliance Registry (updated 5 October 2026). Every statement below is checked against the issuing body’s own publication, with the date it was last verified.

  • IT Governance, Risk, Controls and Assurance Practices Directions (2023) - repealed 2026Effective 1 April 2024

    The Reserve Bank of India (Information Technology Governance, Risk, Controls and Assurance Practices) Directions, 2023 (RBI/2023-24/107), effective 1 April 2024, was a Master Direction that consolidated earlier RBI IT-governance and cyber-risk instructions and required a board-level IT governance framework, an IT and information-security risk management framework and periodic information systems audits. IMPORTANT - NO LONGER IN FORCE: this Master Direction was repealed on 31 July 2026 and replaced, together with the 2016 Cyber Security Framework and other circulars, by the entity-specific RBI (Cybersecurity, Technology: Risk, Resilience and Assurance Framework) Directions, 2026. Regulated entities must now comply with the applicable 2026 Directions (see 'rbi-cyber-tech-risk-framework-2026').

  • Cybersecurity, Technology: Risk, Resilience and Assurance Framework Directions (2026)Effective 31 July 2026

    The RBI (Cybersecurity, Technology: Risk, Resilience and Assurance Framework) Directions, 2026 are the current, in-force cyber and technology-risk directions for RBI-regulated entities. Issued on 31 July 2026 (Commercial Banks version: RBI/DoS/2026-27/410, DoS.CO.CSITEG.4/31.01.015/2026-27) and effective immediately with no transition window, they repealed and consolidated the 2016 Cyber Security Framework in Banks, the November 2023 IT Governance, Risk, Controls and Assurance Practices Master Direction and around 626 other circulars into a single framework. RBI issued separate, entity-specific Directions under this common title for commercial banks, small finance banks, payments banks, urban co-operative banks, all-India financial institutions, NBFCs and credit information companies. Core requirements include board oversight and an IT Strategy Committee, an independent CISO (GM rank), baseline cybersecurity controls, a 24x7 Cyber Security Operations Centre (C-SOC) with SIEM, risk-based information systems audit, VA at least every six months and penetration testing at least annually for critical and internet-facing systems, and reporting of cyber incidents to the RBI on the DAKSH platform within six hours of detection.

  • Cyber Security Framework in Banks (2016) - repealed 2026Effective 2 June 2016

    The RBI circular Cyber Security Framework in Banks (RBI/2015-16/418, DBS.CO/CSITE/BC.11/33.01.001/2015-16), dated 2 June 2016, required scheduled commercial banks to put in place a board-approved cyber-security policy distinct from their IT or IS-security policy, a baseline cyber-security and resilience framework, continuous surveillance (for example through a Security Operations Centre), a Cyber Crisis Management Plan and incident reporting to the RBI. IMPORTANT - NO LONGER IN FORCE: this circular was repealed on 31 July 2026 and replaced, together with the November 2023 IT Governance Master Direction and other circulars, by the entity-specific RBI (Cybersecurity, Technology: Risk, Resilience and Assurance Framework) Directions, 2026 (see 'rbi-cyber-tech-risk-framework-2026').

  • Master Direction on Digital Payment Security Controls (2021)Effective 18 February 2021

    The RBI Master Direction on Digital Payment Security Controls (RBI/2020-21/74, DoS.CO.CSITE.SEC.No.1852/31.01.015/2020-21), dated 18 February 2021, sets out a robust governance structure and common minimum standards of security controls for digital payment products and services. It covers areas such as internet banking, mobile banking and card payments, along with customer protection and grievance redressal. It applies to Scheduled Commercial Banks (excluding Regional Rural Banks), Small Finance Banks, Payments Banks and credit-card-issuing NBFCs, and took effect within six months of being placed on the RBI website.

  • Storage of Payment System Data (data localisation)Effective 6 April 2018

    The RBI circular on Storage of Payment System Data (RBI/2017-18/153, DPSS.CO.OD No.2785/06.08.005/2017-2018), dated 6 April 2018, requires all system providers to ensure that the entire data relating to the payment systems they operate is stored in a system only in India. This includes the full end-to-end transaction details and any information collected, carried or processed as part of the payment message or instruction. Providers were given six months to comply and to submit a System Audit Report conducted by a CERT-In empanelled auditor. It applies to all Payment System Providers authorised under the Payment and Settlement Systems Act, 2007.

  • Regulation of Payment Aggregators Directions, 2025Effective 31 December 2025

    The Reserve Bank of India (Regulation of Payment Aggregators) Directions, 2025 (RBI/DPSS/2025-26/141), issued 15 September 2025 and in force from 31 December 2025, consolidate the earlier 2020, 2021 and 2023 payment-aggregator guidelines into a single framework covering online and face-to-face (proximity) payment aggregators. A non-bank entity carrying on payment-aggregator business must obtain RBI authorisation, and must have a minimum net worth of INR 15 crore at the time of application, rising to a minimum net worth of INR 25 crore by the end of the third financial year after authorisation, maintained thereafter. The directions also cover governance, KYC of merchants, escrow-account operation, security and reporting.

  • Payment system data storage in IndiaEffective 6 October 2018

    RBI circular DPSS.CO.OD No.2785/06.08.005/2017-2018 (6 April 2018) requires payment system providers to store the entire data relating to their payment systems only in India, with compliance within six months (by October 2018). End-to-end transaction data is covered.

    Circular number cited for retrieval via RBI's notification search; we deliberately avoid deep-linking RBI's session-bound URLs.

  • IT Governance Master Direction (repealed 2026)Effective 1 April 2024

    Master Direction on Information Technology Governance, Risk, Controls and Assurance Practices (RBI/DoS/2023-24/107) issued 7 November 2023; effective 1 April 2024. NO LONGER IN FORCE: repealed on 31 July 2026 and replaced, with the 2016 Cyber Security Framework and other circulars, by the entity-specific RBI (Cybersecurity, Technology: Risk, Resilience and Assurance Framework) Directions, 2026.

    Direction number cited for retrieval via RBI notification search; RBI deep links are session-bound.

  • IT Outsourcing Master DirectionEffective 1 October 2023

    Master Direction on Outsourcing of Information Technology Services (RBI/2023-24/102) issued 10 April 2023; effective 1 October 2023. Governs material IT outsourcing by regulated entities, including vendor risk, audit rights and concentration risk.

    Direction number cited for retrieval via RBI notification search.

  • Digital Payment Security Controls Master DirectionEffective 18 February 2021

    Issued 18 February 2021: minimum security standards for digital payment channels — internet banking, mobile payments and card payments — binding scheduled commercial banks, small finance banks, payments banks and card-issuing NBFCs.

    Direction cited by title and date for retrieval via RBI notification search.

  • Cyber Security Framework in BanksEffective 2 June 2016

    RBI’s Cyber Security Framework in Banks (2 June 2016) requires scheduled commercial banks to report cyber incidents to RBI within 2 to 6 hours of detection, alongside board-approved cyber security policy, SOC capability and cyber crisis management plans.

Related in this cluster

AI governance for RBI entities — FAQs

Does RBI require AI governance?

RBI emphasises model risk management, data governance, explainability and accountability for regulated entities using models. AI governance operationalises those expectations, alongside the DPDP Act for personal data used in AI.

Where do we start?

With a model inventory and risk classification — you cannot govern models you have not listed. From there we prioritise controls for the highest-impact models.

Talk to an AI-governance specialist

We inventory and risk-classify your models and build a defensible governance programme aligned to RBI and DPDP. Reply within four business hours.

Book a 20-minute call →

Ready to discuss your AI governance for RBI-regulated entities requirement?

CERT-In empanelled · PCI QSA authorised — a senior consultant responds within 4 business hours. Free, no obligation.