OpenAI Presence Moves Agents From Demos Into Operations
OpenAI Presence packages the operating layer around enterprise agents. PMs still need clear authority, handoffs, ownership, and accepted-outcome metrics.
OpenAI has launched Presence, a managed service for deploying agents across voice and chat. It packages models with policies, guardrails, integrations, escalation rules, and operational oversight for eligible enterprise customers.
For PMs, the important move is that the product is no longer only the agent experience. It is also the operating layer around it: what the agent may access, when it needs approval, how it hands work to a person, and how the team sees failures.
That changes the roadmap. Start with one repeatable queue where the team can define a successful resolution, a recoverable action boundary, and a named owner. Then measure accepted resolutions, handoff quality, reopened cases, and the cost of exceptions—not demo completion or deflection alone.
A managed platform may shorten the path to production, but the company still owns the workflow, risk tolerance, and release decision. If those boundaries cannot be stated clearly, the agent is not ready for live work.
