Anthropic 指出，近期的大部分收入增长来自 Claude Platform API，开发者据此在企业场景中部署像 Claude Code 等系统。产品负责人 Angela Jiang 认为模型能力与企业实际应用之间仍有差距，并表示 Claude Managed Agents 可让企业凭借先进的基础设施部署一整队 Claude agents。该工具将代理人 harness 内建为一体，包含工具、记忆体与环境控制，并提供可在安全环境中启动项目的 sandbox、可在云端持续运行数小时的自主执行、监视其他 agents 的运行情况，以及控制工具存取权限。工程主管 Katelyn Lesse 说，这去除了分散式系统工程上的重大负担，让团队不必再自己在大规模建设这类基础设施，能把工程师集中于核心产品。
在 WIRED 的示范中，Notion 产品经理 Eric Liu 展示了客户上线流程：其 Managed Agent 逐项完成长任务清单，并透过 Claude Platform 仪表板监控代理人的运作与使用工具。报导也提到，随著 Anthropic 持续推出企业产品，华尔街对传统软体股越来越谨慎，部分观点认为这可能冲击传统 SaaS 商业模式。整体上，Managed Agents 显示出显著的能力进展，但同时也意味著多数企业距离全面以 Claude agent 工作流程运行仍有一段距离。
On April 8, 2026, Anthropic launched Claude Managed Agents, a new product designed to lower the barrier for businesses building and deploying AI agents with Claude. The release supports the company’s rapid enterprise push: Anthropic said its annualized recurring revenue has exceeded US$30 billion, roughly three times its level in December 2025, implying about US$10 billion at that time. Anthropic and OpenAI, which recently launched Frontier for AI agents, are accelerating enterprise platform work as both prepare for possible initial public offerings.
Anthropic says most recent revenue gains came from the Claude Platform API product, used by developers to run systems like Claude Code in enterprise environments. Head of Product Angela Jiang said there is a gap between model capability and practical business use, and argued Claude Managed Agents lets companies deploy a fleet of Claude agents using best-in-class enterprise infrastructure. The tool bundles an agent harness with tools, memory, and environment controls, including a sandbox for secure project execution, long-running autonomous cloud operation, visibility into other agents, and permission controls for tool access. Katelyn Lesse said this removes a major distributed-systems engineering burden and lets engineering teams avoid building large-scale infrastructure so they can focus on core products.
In WIRED’s demo, Notion product manager Eric Liu showed a client-onboarding workflow in which a Managed Agent completed a long list of tasks and allowed operational monitoring through the Claude Platform dashboard. The report also notes that Wall Street has become increasingly cautious toward software stocks as Anthropic keeps adding enterprise products, with some observers saying this could pressure traditional SaaS models. Overall, Managed Agents is a meaningful capability advance, but it also indicates most enterprises are still some distance from fully running on Claude agent workflows.