Use an AI gateway to secure AI models and applications

<p>AI application development has rapidly gone from curiosity to enterprise imperative. Yet, given the type of data AI agents, large language models and applications access, it is critical to implement the proper security controls.</p>
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<p>How can enterprises protect AI models and applications against both increasingly sophisticated threat actors and accidental incidents that jeopardize data output? One option is to use AI gateways to authorize and limit access to AI services, thereby preventing data leaks.</p>
<section class=”section main-article-chapter” data-menu-title=”How AI gateways work”>
<h2 class=”section-title”><i class=”icon” data-icon=”1″></i>How AI gateways work</h2>
<p>AI gateways function similarly to <a href=”https://www.techtarget.com/searchsecurity/tip/How-API-gateways-improve-API-security”>API gateways</a>, serving as a proxy between AI applications, AI models, users and other applications. These gateways can collate and assess all data inputs, routing only accurate data to the cloud.</p>
<p>Using authentication and encryption, AI gateways protect data as it moves between devices and across the network. This ensures that only authorized and authenticated devices can interact with AI systems and services. If an application needs to access an AI service, it sends a query to the gateway. Using either rules or an algorithm, the gateway then authenticates the query and passes it along to the relevant AI model or service.</p>
<p>AI gateways track communication between devices and networks in real time, expediting the discovery of questionable movements that could indicate a potential breach. They can also log requests and responses, establishing AI usage patterns.</p>
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<section class=”section main-article-chapter” data-menu-title=”How AI gateways secure AI models”>
<h2 class=”section-title”><i class=”icon” data-icon=”1″></i>How AI gateways secure AI models</h2>
<p>AI gateways use multiple methods to protect AI models, large-language models and AI applications <a href=”https://www.techtarget.com/searchent

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