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Large Language ModelsAI Business & IndustryTHE DECODERPublished: Aug 3, 2026, 01:01 JST3 min read

OpenAI launches Presence for production AI agents in enterprise

OpenAI launches Presence for production AI agents in enterprise

Key takeaway

  • OpenAI has launched Presence, an enterprise offering designed to make AI agents production-ready for real business use.

  • Unlike its existing Workspace Agents tools, Presence targets actual customer service and internal workflow deployments and includes direct engineering support from OpenAI to handle system integration and testing.

  • The product is currently available only to qualifying enterprise customers, and OpenAI has not yet detailed how it will handle regulatory compliance such as EU AI Act requirements.

3 Key Points

  1. What happened

    OpenAI introduced Presence, a new offering designed to help enterprise customers deploy AI agents reliably in production environments such as customer service and internal workflows. Unlike the company's existing Workspace Agents—customizable tools mostly used for internal tasks—Presence targets real-world business deployments. OpenAI's Forward Deployed Engineers work directly with customers to select workflows, integrate existing systems, establish guidelines, and manage testing through production launch.

  2. Why it matters

    Getting AI agents to work reliably in actual business settings remains a difficult technical and operational challenge. Presence signals OpenAI's commitment to moving beyond experimental internal tools and toward solving the messy practical problems that enterprises face when deploying AI at scale. For businesses considering AI agents, this means access to direct engineering support to handle the integration complexity that often stalls or derails projects.

  3. What to watch

    Presence is currently available only to qualifying enterprise customers and is not an open product. OpenAI has not disclosed details about how it handles compliance requirements such as the EU AI Act, though the company mentions incorporating trust mechanisms. Clarity on regulatory handling and pricing will likely shape enterprise adoption.

In Depth

Read the full story

Getting AI agents to function reliably in actual business environments remains a complex challenge, involving technical integration, workflow optimization, and operational oversight. OpenAI is addressing this with Presence, a new enterprise offering distinct from its existing tools.

Presence is designed specifically for production deployments in customer service and internal workflows. This contrasts with OpenAI's Workspace Agents, which are customizable versions of its GPT tools but are primarily intended for internal use cases. The key differentiator is that Presence deployments include direct support from OpenAI's Forward Deployed Engineers. These engineers work alongside each customer to identify the right workflows for automation, integrate Presence with existing business systems, set up operational guidelines, and oversee testing until the system goes live in production.

Currently, Presence is available only to enterprise customers who meet OpenAI's qualifying criteria; it is not a publicly available product. One open question is how OpenAI will handle specific compliance obligations, such as those imposed by the EU AI Act. The company acknowledges the importance of trust mechanisms but has not shared detailed legal guidance on how Presence will navigate different regulatory regimes. Until such details emerge, enterprises operating in regulated jurisdictions may face uncertainty about deployment timelines and compliance responsibilities.

Context & Analysis

OpenAI's introduction of Presence reflects a broader industry challenge: moving AI agents from experimental prototypes to stable production systems. The company's existing Workspace Agents, though customizable, are designed primarily for internal use—a narrower scope that sidesteps many of the integration and compliance complexities enterprises face. By creating a separate product with dedicated engineering support, OpenAI is acknowledging that production deployment requires more than a general-purpose tool; it demands hands-on integration work, workflow selection, and careful testing.

The decision to make Presence available only to qualifying enterprise customers—rather than as a general release—suggests OpenAI is being selective about initial deployments, possibly to manage support capacity and ensure early wins. The company's mention of trust mechanisms but lack of disclosed details on EU AI Act compliance is a notable gap. This ambiguity may slow adoption in regulated markets until OpenAI clarifies its compliance posture, especially given the EU's regulatory requirements for high-risk AI systems.

FAQ

What is the difference between Presence and Workspace Agents?
Workspace Agents are customizable tools mostly built for internal use cases, while Presence is specifically designed for production deployments in customer service and internal workflows. Presence also includes support from OpenAI's Forward Deployed Engineers, who work directly with customers to set up and test the system.
Who can access Presence?
Presence is currently available only to qualifying enterprise customers and is not an open product.
What support does OpenAI provide for Presence deployments?
OpenAI's Forward Deployed Engineers work directly with customers to select the right workflows, connect existing systems, establish guidelines, and manage testing through to production launch.

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