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Trustwise

adversarial machine learning, AI Security, AI Trust Management

Research Paper

Adversarial Machine Learning in Banking | Compliance

AI security and trust management for large organizations. Banking Guide to Adversarial Machine Learning.
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AI Security

AI Security and Compliance in Banking

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.

Addressing the Trust Gap

The Trust Gap presents a critical challenge for large organizations aiming to adopt AI at scale. It encompasses the unreliability, inefficiency, and lack of control that hinder the successful implementation and operation of AI systems. As the complexity and risk introduced by agentic AI continue to grow, the need to bridge this Trust Gap becomes increasingly urgent.

– Reliability: The unreliability of AI systems poses significant risks, especially in sensitive and highly regulated industries like banking. Without a robust trust management framework, AI systems can become unpredictable and prone to errors, leading to potential compliance breaches and financial risks.

– Efficiency: Inefficient AI systems can result in wasted resources, missed opportunities, and suboptimal performance. Large banking companies require efficient AI solutions that can streamline operations, enhance decision-making, and drive competitive advantage without sacrificing reliability or security.

– Control: The lack of control over AI systems presents a significant challenge for compliance officers and executives in the banking industry. Without proper governance and control mechanisms, AI systems can become a liability rather than an asset, exposing the organization to regulatory scrutiny and reputational damage.

Trustwise Solutions

At Trustwise, we understand the unique challenges faced by large banking organizations in navigating the complexities of AI Trust and Security. Our innovative solutions are designed to address these challenges and empower organizations to harness the full potential of AI while mitigating risks and maintaining compliance.

– Real-time Security and Control: We embed real-time security, control, and alignment into every agent, ensuring that innovation scales without compromising control. Our approach transforms naked agents into Shielded Agents, fortifying them against potential threats and vulnerabilities.

– Trust-as-Code: Through our APIs, SDKs, MCPs, and Guardian Agents, we deliver trust-as-code, enabling organizations to integrate trust management directly into their AI systems. This approach provides a flexible and scalable framework for enhancing AI trust and security across diverse applications and use cases.

Schedule Demo

Experience the power of Trustwise’s AI Security and Control Layer firsthand. Schedule a demo today to discover how our Harmony Ai solutions can enable your organization to bridge the Trust Gap, optimize AI performance, and achieve unparalleled trust and security at scale.

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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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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