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Trustwise

Adversarial learning, AI Trust Management, Healthcare AI Security

Research Paper

Adversarial Learning in Healthcare | Compliance

Your AI security and trust management solution. Healthcare Guide to Adversarial Learning.
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AI Security

AI Security and Compliance in Healthcare

Trustwise delivers an AI Security and Control Layer, which includes AI Trust Management for Agentic AI Systems. Modern AI projects fail to scale, not because of a lack of ambition, but due to unreliability, inefficiency, and lack of control. This is the Trust Gap, a critical barrier to achieving widespread AI adoption. The emergence of agentic AI only widens this gap, introducing greater complexity and risk. Our solutions (Harmony Ai) minimize the Trust Gap throughout the entire AI lifecycle, from simulation and verification to optimization and governance. Trustwise helps large organizations realize AI Trust and Security at scale.

Adversarial Learning: Overcoming the Trust Gap in AI

Challenges in AI Adoption

Large healthcare companies face significant challenges in adopting AI due to the Trust Gap, which stems from unreliability, inefficiency, and lack of control. Adversarial learning offers a promising solution to overcome these challenges by embedding real-time security, control, and alignment into every agent, ensuring that innovation scales without compromising control.

Enhancing Trust and Security

In the corporate industry, especially in healthcare, inadequate visibility and control over potentially malicious, drifted, or poisoned tools pose a significant threat. Trustwise’s AI Security and Control Layer addresses these challenges by transforming naked agents into Shielded Agents, effectively enhancing trust and security in AI systems.

Minimizing Complexity and Risk

The emergence of agentic AI has introduced greater complexity and risk, further widening the Trust Gap. Trustwise’s solutions minimize this complexity and risk throughout the entire AI lifecycle, ensuring that large healthcare organizations can realize AI Trust and Security at scale.

Key Benefits of Adversarial Learning

– Real-time security, control, and alignment embedded into every agent

– Transformation of naked agents into Shielded Agents

– Minimization of the Trust Gap throughout the entire AI lifecycle

Schedule Demo

We understand the critical need for healthcare companies to achieve AI Trust and Security at scale. Schedule a demo with Trustwise today to experience firsthand how our AI Security and Control Layer can help your organization overcome the Trust Gap and realize the full potential of AI.

About Trustwise

Trustwise provides AI Trust Management that enables enterprises to deploy safe, compliant and efficient AI at scale. The company’s platform serves as the AI Control Tower for agentic AI, providing real-time governance and control through Guardian Agents and modular AI Shields. Co-developed with leading financial and healthcare institutions, Trustwise helps Global 500 enterprises keep AI trustworthy and aligned at runtime in high-stakes environments. The company was named a Cool Vendor in the 2025 Gartner® Cool Vendors™ for Agentic AI in Banking and Investment Services report and received the InfoWorld 2024 Technology of the Year Award.

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Resources

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Media Contact

Bhava Communications for Trustwise

trustwise@bhavacom.com

GARTNER is a registered trademark and service mark of Gartner, Inc. and/or its affiliates in the U.S. and internationally, and COOL VENDORS is a registered trademark of Gartner, Inc. and/or its affiliates and are used herein with permission. All rights reserved. Gartner does not endorse any vendor, product or service depicted in its research publications, and does not advise technology users to select only those vendors with the highest ratings or other designation.

Gartner research publications consist of the opinions of Gartner’s research organization and should not be construed as statements of fact. Gartner disclaims all warranties, expressed or implied, with respect to this research, including any warranties of merchantability or fitness for a particular purpose.

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