Claude Managed Agents Bundles Core Agent Infrastructure

Anthropic has launched Claude Managed Agents, a platform designed to package the infrastructure required to build and deploy AI agents at scale into a set of composable APIs. The goal is straightforward: reduce development timelines from months to days.

Now in public beta on the Claude Platform, the product covers the operational pieces that have often slowed teams down before they could launch anything to users. That includes sandboxed code execution, session state management, credential handling, scoped permissions, and end-to-end tracing.

Instead of forcing companies to stitch these systems together through custom engineering work, the platform brings those layers into a managed environment.

How Claude Managed Agents Works

Built-In Orchestration for Agent Tasks

Anthropic describes the platform as a managed system where teams define an agent’s tasks, tools, and guardrails, while the infrastructure runs on Anthropic’s side. The orchestration layer is built to handle tool calls, context management, and error recovery automatically.

That means developers can focus more on what the agent should do and less on the machinery required to keep it running reliably.

Composable APIs for Faster Deployment

The platform is structured around composable APIs, which gives teams a modular way to assemble and deploy agent capabilities. The main value proposition is speed. Anthropic is positioning Claude Managed Agents as a way to move from long setup cycles to much faster production timelines.

Claude Managed Agents Performance Claims

Anthropic says internal testing showed task success improvements of up to 10 points compared with standard prompting loops on structured file generation. According to the company, the biggest gains showed up on the hardest problems.

That detail matters because it suggests the platform is not just about convenience. It is also being presented as a way to improve outcomes on complex agent workflows, particularly where structured outputs are involved.

Early Adopters Using Claude Managed Agents

Notion Uses Managed Agents Inside Its Workspace

Notion is one of the first companies building on the platform. It is using Managed Agents to help teams delegate coding, website creation, and presentation generation directly within the workspace, with dozens of tasks running in parallel.

The result is a more embedded workflow, where users can hand off open-ended and complex tasks without leaving the product environment.

Rakuten Deploys Specialist Agents Across Business Functions

Rakuten has rolled out specialist agents across product, sales, marketing, finance, and HR. These agents connect into Slack and Microsoft Teams, and each one was set up within a week, according to Rakuten’s general manager of AI for business.

That pace lines up with Anthropic’s broader pitch that the platform can remove much of the engineering overhead that usually delays deployment.

Asana, Atlassian, and Sentry Are Also Building on the Platform

Asana, Atlassian, and Sentry are also building with Claude Managed Agents. In Sentry’s case, the company is combining its debugging tool Seer with a Claude-powered agent that writes patches and opens pull requests.

This shows how the platform is being used not just for general productivity tasks, but also for more specialized software workflows.

Anthropic’s Broader Enterprise Software Push

Claude Managed Agents builds on Anthropic’s larger push into enterprise software. In February, the company introduced an enterprise agents program with plug-ins for finance, engineering, and design workflows. That program expanded on its Claude Cowork platform and included integrations with Gmail, DocuSign, and other business tools.

The initiative was designed to deliver pre-built agents through a plug-in framework while supporting the administrative controls that corporate IT teams expect.

Managed Agents extends that strategy by shifting from pre-built deployment paths toward infrastructure that companies can use to build and run their own agents more directly.

Pricing and Availability of Claude Managed Agents

Public Beta Access on the Claude Platform

Claude Managed Agents is available in public beta through the Claude Platform.

Consumption-Based Pricing Model

The pricing model is based on consumption. Anthropic charges standard Claude Platform token rates, along with $0.08 per session-hour for active runtime.

Multi-Agent Coordination in Research Preview

Anthropic is also offering multi-agent coordination in research preview. In that setup, agents can spin up and direct other agents.

That adds another layer to the platform’s roadmap, especially for teams exploring more complex agent systems that rely on coordination between multiple agent instances.

Claude Managed Agents in a Competitive Managed AI Services Market

The product enters a market where Microsoft and Google are both investing heavily in managed AI services for businesses. Anthropic’s bet is that infrastructure built specifically for Claude models can produce better agent outcomes with less effort.

That positioning is clear. Rather than competing only on model access, Anthropic is pushing deeper into the infrastructure layer that turns models into production-ready systems for enterprise use.