Top 5 AI Governance Tools for Enterprises (2026)
AI governance has already become one of the most important parts of running AI in production. As enterprises deploy AI agents, retrieval systems, and LLM applications, they need ways to control access, manage risk, monitor behavior, apply policies, and prove compliance. The best AI governance tools help organizations answer a simple question: “Can we scale AI across the company properly?” If…
In 2026, AI governance has become essential for enterprises deploying AI agents, retrieval systems, and large language model (LLM) applications. The goal is to ensure proper scaling of AI across the company while controlling access, managing risk, monitoring behavior, applying policies, and proving compliance. When evaluating AI governance tools, five platforms stand out: Bifrost, Credo AI, Fiddler AI, OneTrust, and Speakeasy. Each tool approaches AI governance differently and has its strengths.
Bifrost, an open-source AI gateway and enterprise control plane, offers a unique approach to AI governance. Unlike other tools that focus on compliance and risk management or observability and access control, Bifrost functions as a central gateway between applications and AI providers. This allows organizations to enforce policies, access controls, routing rules, and observability directly in the request path. Bifrost is self-hosted and supports multiple AI providers, making it a versatile choice for enterprises.
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