Introduction

The Securities and Exchange Board of India (SEBI) has launched the Cybersecurity and Cyber Resilience Framework (CSCRF) for bettering the cybersecurity of financial institutions.

As cyber threats and supply chain attacks rise, SEBI is focusing on two key areas – Software Bill of Materials (SBOM) and AI governance. This is a move away from traditional cybersecurity to full visibility and control of software and AI systems.

SEBI CSCRF AI and SBOM directive and Cybersecurity implications

What is SEBI CSCRF?

SEBI CSCRF is a cybersecurity framework for regulated financial entities. It assists organizations in:

Avoid cyber incidents
Setting defensive benchmarks to stop attacks before they breach the perimeter.
Identify security vulnerabilities early
Discovering structural weaknesses before they are targeted.
Respond appropriately to attacks
Mitigating breaches effectively with well-defined response plans.
Recover systems fast
Rebuilding systems and restoring user trust immediately following an event.
Keep cyber resilience ongoing
Ensuring long-term security posture through continuous vigilance.

It follows international cybersecurity practices and improves overall security governance.

Importance of SBOM and AI Governance

Current cyberattacks are not only targeting internal systems. They’re also going after software dependencies, third-party tools, and AI systems. To address this risk, SEBI has introduced SBOM and AI governance.

Software Bill of Materials (SBOM)

SBOM is a comprehensive list of all components used in software applications. It benefits organizations to:

Identify weaknesses in software dependencies
Track 3rd-party libraries
Increase software transparency
Strengthen supply chain security
Mitigate hidden risks

AI Governance

Poorly handled, and new security vulnerabilities could be exposed on AI systems. These risks include:

Data security concerns
Risks of manipulating the model
External dependencies on AI
AI lacks transparency
Training data risks

AI governance helps properly track, monitor, and control AI systems during their lifecycle.

Why SBOM & AI Are Important in Cybersecurity

Cybersecurity today has expanded beyond protecting infrastructure. Organizations without SBOM and AI governance could miss hidden vulnerabilities in their systems. Modern security now requires focus on:

Software Supply Chain Safety

Verifying dependencies and securing third-party integrations.

AI System Security

Securing models against poisoning, manipulation, and adversarial inputs.

Third-Party Dependency Management

Mapping and auditing transitive open-source libraries.

Continuous Vulnerability Scanning

Real-time auditing of SBOM components and AI assets.

Advantages of SEBI CSCRF Requirements

Implementing the framework helps organizations build long-term resilience, decrease risks, and ensure regulatory alignment:

Improve Visibility of Software Components

Get a clear mapping of every library, codebase, and tool running inside your financial systems.

Ensure the Supply Chain

Harden third-party vendor risks by validating their code signatures and SBOM manifests.

Enhance Vulnerability Detection & Response

Establish early alert structures to discover and mitigate security exposures before discovery.

Reduce Cybersecurity Risk

Lower incident probability across business applications, payment flows, and data boundaries.

Adherence to Regulatory Requirements

Maintain seamless audit readiness and pass regulatory inspections without compliance fines.

Organizations’ Challenges

Adapting to SEBI CSCRF guidelines requires resolving several operational challenges:

Lack of Visibility

Most organizations do not have a real-time registry of internal software dependencies and third-party tools.

Complex Software Environments

Modern microservices and container deployments complicate code mapping and SBOM assembly.

Legacy System Limitations

Older core systems often lack the hooks needed for continuous log collection and structural security.

Lack of AI Governance Frameworks

Many teams lack policies for tracking training datasets, model lineage, and prompt inputs.

Need for Continuous Monitoring

Compliance is moving from a 'once-a-year' checkbox to continuous, automated validation.

Cybersecurity is becoming more continuous and data-driven.

How ARM Innovations Helps

ARM Innovations supports organizations in meeting cybersecurity and compliance requirements by offering:

Vulnerability Assessment and Penetration Testing (VAPT)

Management of Vulnerabilities

Cloud Security Evaluations

Security Testing of API

Third Party Risk Assessment

Security Audits & Compliance Support

OT and AI Security Testing

We help organizations increase visibility, reduce risk, and increase cyber resilience.

SEBI CSCRF: AI & SBOM Directive & Cyber Implications