Best Free Shadow AI Detection Tools of 2026

Josys is a next-generation Identity Governance and Administration (IGA) solution built to eliminate the manual burden of IT operations. Purpose-built for modern IT departments and Managed Service Providers (MSPs), the platform provides a unified view of the entire identity perimeter, spanning every user, app, and permission level. By turning complex governance into autonomous workflows, Josys handles everything from shadow IT discovery and license rightsizing to automated access audits and lifecycle management. The result is a more secure, cost-effective environment where operational efficiency is the standard, not the goal.

VerifyWise offers a comprehensive solution for AI governance, ensuring that businesses can deploy AI models securely, ethically, and in compliance with regulatory requirements. The platform provides key features such as AI framework implementation, real-time monitoring of model performance, audit trails for full transparency, and centralized inventory management for AI models. VerifyWise is built to support regulations like the EU AI Act and is designed to simplify the complex processes of compliance and risk management. With its user-friendly dashboards and open-source, transparent codebase, VerifyWise allows businesses to easily track and manage their AI models, mitigate risks, and ensure accountability throughout their lifecycle.

Knostic functions as a comprehensive platform for enterprise AI security and governance, aiming to safeguard against data leaks and regulate the manner in which large language models utilize and disseminate information within businesses. It implements access controls based on a “need-to-know” principle, which adaptively decides what data an AI can disclose according to the user's role, the context, and their intent, instead of depending solely on conventional file permissions. By concentrating on the knowledge layer that exists between unprocessed data and AI-generated outputs, it scrutinizes how information is inferred, merged, and presented to guarantee that sensitive material is not inadvertently shared. Knostic also ensures ongoing monitoring of AI operations across various applications, including Copilot and other assistants powered by large language models, while pinpointing potential threats like semantic oversharing, exposure through inference, and unauthorized access to knowledge. Furthermore, it conducts simulations of practical prompts to reveal unnoticed vulnerabilities prior to their implementation, assigns numerical risk evaluations, and empowers organizations to apply detailed policies effectively. This dual focus on proactive risk assessment and ongoing governance positions Knostic as an essential tool for safeguarding organizational integrity in the evolving landscape of AI technology.

NeuralTrust is a leading platform to secure and scale LLM agents and applications. It is the fastest open-source AI Gateway in the market, providing zero-trust security for seamless tool connectivity and zero-trust security. Automated red teaming can detect vulnerabilities and hallucinations. Key Features - TrustGate : The fastest open source AI gateway, enabling enterprise to scale LLMs with zero-trust security and advanced traffic management. - TrustTest : A comprehensive adversarial testing framework that detects vulnerabilities and jailbreaks. It also ensures the security and reliability of LLM. - TrustLens : A real-time AI monitoring and observability tool that provides deep analytics and insights into LLM behaviors.