JFrog Launches Shadow AI Detection to Combat Uncontrolled Enterprise AI Usage

Reviewed byNidhi Govil

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JFrog introduces Shadow AI Detection capability to help enterprises identify and govern unauthorized AI models and APIs across their development pipelines, addressing growing security and compliance risks from ungoverned AI integration.

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JFrog Introduces Shadow AI Detection Capability

Software supply chain management company JFrog Ltd. has announced a significant expansion of its artificial intelligence governance capabilities with the launch of Shadow AI Detection, a new feature within its Software Supply Chain Platform. The capability was unveiled at the JFrog swampUP Europe conference and is specifically designed to address the growing challenge of uncontrolled AI usage within enterprise environments

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Addressing the Shadow AI Problem

The rapid integration of AI across development pipelines has created substantial governance challenges for organizations worldwide. Developers and data science teams frequently integrate AI models and services directly from major providers such as Anthropic, OpenAI, and Google without proper organizational oversight

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. This ungoverned activity, commonly referred to as "Shadow AI," creates dangerous blind spots that leave enterprises vulnerable to compliance violations, data leaks, and supply chain attacks

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Key Features and Capabilities

JFrog's new Shadow AI Detection service provides organizations with the ability to automatically detect and create comprehensive inventories of all internal AI models and external API gateways used across their infrastructure. The system identifies both approved and ad-hoc third-party sources that access organizational data

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Once shadow AI elements are discovered, organizations can implement centralized governance measures. This includes enforcing security and compliance policies across all AI assets, establishing defined access paths for authorized users to utilize third-party AI services, and ensuring controlled and fully auditable interactions. The platform also provides comprehensive tracking and monitoring capabilities for external AI models and APIs, including popular services like OpenAI and Gemini

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Regulatory Compliance Focus

The introduction of Shadow AI Detection comes at a critical time when organizations face increasing regulatory scrutiny regarding AI usage. The need for comprehensive audit trails of AI activity has become imperative due to emerging global regulations and heightened security risks

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JFrog's new capabilities are designed to help enterprises maintain compliance with key regulatory frameworks including the US Transparency in Frontier AI Act, EU Cyber Resilience Act, EU AI Act, Germany's BSI Guidelines, the EU's NIS2, and the Guidelines and Companion Guide for Securing AI Systems. These regulations collectively aim to deliver provenance, accountability, and establish resilience across the AI and software supply chain by ensuring responsible AI development, enforcing rigorous risk management and reporting standards, mandating visibility into software components, and securing AI systems from design to deployment

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Industry Leadership and Future Availability

According to Yuval Fernbach, vice president and chief technology officer of JFrog ML, organizations should follow proven software development practices by creating developer-friendly workflows with strong security and robust governance. He emphasized that the addition of Shadow AI Detection capabilities is intended to strengthen JFrog's leadership in securing the AI supply chain comprehensively, helping companies utilize AI safely and responsibly

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The Shadow AI Detection feature is currently available as part of JFrog AI Catalog, with a general availability release planned for 2025

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