# Temporal as a control plane for production agentic AI systems

DevFeed: [Temporal as a control plane for production agentic AI systems](<https://devfeed.tech/articles/from-agent-zoo-to-agent-orchestra-the-benefits-of-temporal-as-your-enterprise-agentic-control-plane-35835.md>)

Original publisher: [Read original article](<https://temporal.io/blog/from-agent-zoo-to-agent-orchestra-temporal-agentic-control-plane>)

Author: Joshua Smith

Published: 2026-04-23T00:00:00Z

Content type: article

Language: en

Sources: [Temporal Blog](<https://devfeed.tech/sources/temporal-blog.md>)

Topics: [Orchestration](<https://devfeed.tech/topics/orchestration.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [control-plane](<https://devfeed.tech/topics/control-plane.md>), [Architecture & Design](<https://devfeed.tech/topics/architecture-design.md>)

Tags: [agentic](<https://devfeed.tech/tags/agentic.md>), [agentic-ai](<https://devfeed.tech/tags/agentic-ai.md>), [ai](<https://devfeed.tech/tags/ai.md>), [cost](<https://devfeed.tech/tags/cost.md>), [enterprise](<https://devfeed.tech/tags/enterprise.md>), [guardrails](<https://devfeed.tech/tags/guardrails.md>), [observability](<https://devfeed.tech/tags/observability.md>), [orchestration](<https://devfeed.tech/tags/orchestration.md>), [temporal-voices](<https://devfeed.tech/tags/temporal-voices.md>), [versioning](<https://devfeed.tech/tags/versioning.md>)

## AI overview

The article explains how Temporal can help turn agentic AI prototypes into production systems. It describes agent patterns including conversational agents and event stream processors, and discusses orchestration, guardrails, observability, versioning, and cost controls.

## Source excerpt

Learn how Temporal bridges the gap between agentic AI demos and production-ready systems -- with guardrails, observability, versioning, and cost controls built in.