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Changing Software Transparency: Insights on SBOM and AI BOM

Changing Software Transparency: Insights on SBOM and AI BOM

Posted on November 10, 2026 By CWS

In today’s digital landscape, understanding the intricate layers of software—comprising open-source elements, third-party libraries, AI models, and external data—is paramount. The Software Bill of Materials (SBOM) has emerged as a crucial tool to decipher these complexities for security teams, transitioning from a mere compliance task to an essential operational requirement.

Understanding the Role of SBOM

During a recent SecurityWeek Podcast episode, cybersecurity policy expert Allan Friedman delved into the concept of SBOM and its practical application. Unlike traditional software development, modern software is assembled from various components, making transparency about these elements vital. Friedman emphasized that while creating an SBOM is important, its true value lies in how organizations utilize this data to enhance security measures and operational efficiency.

Beyond Inventory to Actionable Insights

The discussion around SBOMs has evolved from whether vendors can produce them to how organizations can act upon the information. Friedman highlighted that recognizing a supplier’s ability to generate an accurate SBOM is a key indicator of maturity in handling software supply chain risks. This capability is crucial during vulnerabilities like Log4j, where swift identification of affected components can significantly reduce response times.

For effective risk management, SBOM data should integrate seamlessly into security processes, supporting vulnerability and asset management. This approach enhances visibility, allowing organizations to quickly identify and mitigate risks associated with hidden vulnerabilities in software components.

The Evolving Landscape of AI BOMs

As AI technology becomes embedded in applications, traditional software inventories may fall short in capturing critical information. The AI Bill of Materials (AI BOM) is set to fill this gap by documenting AI models, data sources, and operational infrastructures. This transparency is essential for understanding AI system dependencies and ensuring robust security controls.

Friedman pointed out the challenges and questions arising from AI integration, such as the origin and ownership of AI models and the data supporting them. Addressing these concerns will require a convergence of traditional BOM concepts with advanced logging and information architecture strategies.

Advancing Towards Comprehensive Software Transparency

While concerns about intellectual property have slowed SBOM adoption, the need for transparency is increasingly recognized as beneficial for defenders. Modern tools already allow attackers to identify software components, whereas defenders require accurate visibility to address vulnerabilities effectively.

Friedman suggests that the future of transparency may involve a blend of various BOM types, including AI and cryptographic BOMs, leading to what he humorously termed an ‘omnibomb.’ This unified approach will demand ongoing collaboration to establish interoperability and standardize expectations within the cybersecurity community.

Ultimately, the objective is not to create another compliance document but to achieve continuous software transparency. Organizations must be able to correlate software dependencies with emerging threats, enabling rapid and informed risk management decisions. As Friedman noted, SBOM provides the foundational data, but the security value emerges from how organizations leverage this information.

Security Week News Tags:AI BOM, AI transparency, continuous monitoring, Cybersecurity, dependency management, open source security, SBOM, security tools, software components, Software Security, software transparency, supply chain security, VEX, vulnerability management

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