List of the Top AI Control Planes for OpenAI in 2026

Arcade.dev is an innovative platform tailored for the execution of AI tool calls, enabling AI agents to perform real-world tasks like sending emails, messaging, updating systems, or triggering workflows via user-authorized integrations. Acting as a secure authenticated proxy that adheres to the OpenAI API specifications, Arcade.dev facilitates models' access to a variety of external services such as Gmail, Slack, GitHub, Salesforce, and Notion, utilizing both ready-made connectors and customizable tool SDKs while proficiently managing authentication, token handling, and security protocols. Developers benefit from a user-friendly client interface—arcadepy for Python or arcadejs for JavaScript—that streamlines the processes of executing tools and granting authorizations, effectively removing the burden of managing credentials or API intricacies from application logic. The platform boasts impressive versatility, enabling secure deployments across cloud environments, private VPCs, or local setups, and includes a comprehensive control plane for managing tools, users, permissions, and observability. This extensive management framework guarantees that developers can maintain oversight and control, harnessing AI's capabilities to automate a wide range of tasks efficiently while ensuring user safety and compliance throughout the process. Additionally, the focus on user authorization helps foster trust, making it easier to adopt and integrate AI solutions into existing workflows.

Lunar.dev functions as an all-encompassing platform for AI gateway and API consumption management, specifically crafted to empower engineering teams with a unified interface for monitoring, regulating, securing, and optimizing all interactions with outbound APIs and AI agents. This encompasses the ability to track communications with large language models, employ Model Context Protocol tools, and connect with external services across a variety of distributed applications and workflows. The platform provides immediate visibility into usage trends, latency problems, errors, and associated costs, enabling teams to oversee every interaction involving models, APIs, and agents in real-time. Moreover, it facilitates the implementation of policies such as role-based access control, rate limiting, quotas, and cost management strategies to maintain security and compliance, while preventing excessive use or unexpected charges. By centralizing the oversight of outbound API traffic through features like identity-aware routing, traffic inspection, data redaction, and governance, Lunar.dev significantly enhances operational efficiency for its users. Its MCPX gateway further simplifies the administration of numerous Model Context Protocol servers by integrating them into a single secure endpoint, thereby providing comprehensive observability and permission management for AI tools. In addition, this platform not only alleviates the challenges associated with API management but also substantially increases the capacity of teams to effectively leverage AI technologies, ultimately driving innovation and productivity within organizations.

Barndoor acts as a comprehensive management layer for data and access, guaranteeing that artificial intelligence systems operate securely alongside enterprise data and infrastructure. It functions as a centralized control hub, managing AI agents and applications, and enabling organizations to establish policies, enforce access controls automatically, and maintain thorough oversight of AI tool operations within their business structures. In contrast to conventional identity-based permissions, Barndoor utilizes context-aware governance, which empowers administrators to control the actions of an AI agent based on specific factors, such as the user supervising the agent, the system being accessed, the type of data involved, and the specific task at hand. This innovative system evaluates each AI request in real time, implementing policies prior to any actions being executed, thus preventing unsafe or unauthorized activities from impacting internal systems or compromising sensitive information. Moreover, this sophisticated approach to governance not only bolsters security and compliance but also cultivates a more reliable AI ecosystem, ultimately benefiting organizations as they navigate the complexities of modern technology. By prioritizing both safety and functionality, Barndoor positions itself as an essential tool for organizations that depend on AI-driven solutions.

Humatron is an all-encompassing AI workforce platform that converts AI agents into reliable digital employees who integrate effortlessly with diverse teams, tools, and business workflows. Companies can create, hire, customize, train, manage, and monitor these AI workers through a centralized control dashboard, treating them more as digital staff rather than simple aides. Each AI employee has access to sophisticated core agents, including options like Claude, OpenAI, Manus, OpenClaw, Hermes, Cursor, or custom agent solutions, enabling organizations to swap or upgrade foundational models without disrupting the overall workforce layer. These AI workers are designed to function autonomously, taking the initiative to start and finish tasks, cooperating with colleagues, learning new skills, and communicating via established platforms such as email, Slack, Teams, Zoom, and telephone. The platform also facilitates the development of builds that set forth reusable tools, guidelines, behaviors, and agent integrations, while each AI worker functions as a unique instance tailored to fulfill the specific requirements of a business, team, and position. This degree of customization allows organizations to fine-tune their AI workforce, ensuring it aligns seamlessly with their strategic operational objectives, thereby enhancing overall productivity. Moreover, the flexibility of Humatron empowers businesses to adapt to changes in the market swiftly and efficiently.

Ensure compliance with corporate guidelines when implementing AI through our intuitive AI governance control plane. By streamlining the experience, you can improve oversight and securely promote the adoption of AI with SurePath AI. This platform integrates effortlessly with your existing security frameworks, proprietary models, and enterprise data sources. It features essential components such as SSO, SCIM, and SIEM. You can monitor AI usage at the network level while controlling access and examining requests to safeguard against potential data breaches. Moreover, it offers the capability to redact sensitive details from requests aimed at public models. The real-time modification of requests enhances operational efficiency while reducing risks. Additionally, you can redirect traffic to your private AI models, leveraging SurePath AI's access controls to craft a custom-branded AI portal for your enterprise. With controls driven by policies, user requests are enhanced with only the data they have permission to access, yielding responses that are particularly relevant to your organizational demands. User prompts are also automatically refined to guarantee that outputs are in line with your strategic goals and ensure adherence to compliance standards. This comprehensive approach not only fortifies security but also fosters a culture of responsible AI use across the organization.

JetStream Security operates as a governance platform that prioritizes security, enabling businesses to attain thorough visibility, control, and accountability over their AI systems by transforming them from vague, fragmented applications into well-managed and traceable infrastructures. Acting as a centralized control hub, it merges identity management, operational governance, monitoring, and financial oversight into a single, integrated system, which allows enterprises to “track every AI action, link actions to responsible individuals, and ensure that processes remain within authorized boundaries” while enforcing policies in real-time. Additionally, it features agentic identity, which connects human, agentic, and non-human identities to particular actions and access permissions, guaranteeing that every invocation, tool utilization, or workflow can be monitored and regulated in accordance with least-privilege access principles. By ensuring continuous runtime governance, JetStream consistently assesses real AI behavior against established frameworks and employs immutable logging along with real-time monitoring to detect inconsistencies, thereby strengthening security and compliance measures. This comprehensive strategy not only improves accountability but also aids organizations in effectively managing the intricacies associated with AI governance, ultimately fostering a more secure and compliant operational environment. As a result, businesses can confidently optimize their AI usage while adhering to the necessary regulations and best practices.

Notenic operates as a governance and orchestration platform designed to oversee and safeguard autonomous AI agents, often referred to as "digital labor," especially in high-stakes environments where failures could result in severe regulatory, legal, or operational consequences. As an integral infrastructure layer, it seamlessly integrates into the execution pathways of AI systems to implement stringent governance measures before any interaction occurs with systems of record, thereby circumventing the challenges posed by post-output filters or controls that are applied during prompting. The platform is built on a zero-trust runtime architecture, which is defined by core principles like zero-persistence that guarantees no data retention after each session and execution-path control that enforces policies at the moment actions are performed. This architecture prioritizes independence from the model's context, effectively shielding against adversarial inputs that could undermine governed behavior. Additionally, Notenic provides a holistic control plane for the administration of AI agents, treating them as operational entities with specific roles and necessary oversight, which boosts organizational efficiency and accountability. Ultimately, this comprehensive framework ensures that all AI operations are executed in a secure, compliant, and well-regulated manner, reinforcing trust in automated processes. In a landscape where AI technology continues to evolve rapidly, Notenic stands out as a vital solution for maintaining the integrity and reliability of digital labor.

Onyx operates as a comprehensive AI management platform focused on discovering, safeguarding, governing, optimizing, and assessing AI agents and models utilized within a company. It offers vital insights for security, governance, and AI teams regarding both sanctioned and unsanctioned AI operations across diverse environments such as SaaS applications, cloud services, endpoints, and coding practices, covering elements like prompts, responses, and agent conduct. The inclusion of the AI Security feature strengthens the organization’s defense by identifying vulnerabilities and enforcing proactive protections against possible threats and misuse. In parallel, AI Governance guarantees adherence to security protocols and regulatory requirements by providing opt-in coverage and enabling policy regulations to be expressed in natural language. Additionally, AI Orchestration simplifies the deployment of agents and Multi-Cloud Platforms (MCPs), focusing on enhancing cost-effectiveness, precision, and speed. The AI ROI feature aids in quantifying usage, setting targets, and monitoring outcomes across various organizational sectors. Moreover, the Onyx Guardian Agent acts as a supervising AI, consistently detecting risks and addressing challenges throughout the platform, which allows organizations to manage a vast array of agents efficiently. Ultimately, Onyx equips businesses to leverage AI’s full capabilities while ensuring control and diligent oversight, fostering a secure and compliant AI ecosystem. This not only enhances operational efficiency but also encourages innovation within the organization.