Inference hooks： inline data loss prevention for Claude Enterprise

背景：背景分析：AI 行业动态需要结合来源、时间、实际可用性和后续反馈判断，标题或单次发布本身不能替代完整证据。

Aioga 观察：Aioga 判断：这条动态更适合作为行业观察信号，当前信息足以建立线索，但不足以推导长期结论。

影响与后续：影响分析：对相关团队而言，短期应先核对来源、可用范围和实际成本，再判断是否值得接入或跟进。 后续观察：继续观察原文更新、官方说明、用户反馈和同类产品的后续动作。

推理挂钩让您的合规团队能够在每个提示和工具调用上进行检查并执行政策

在它们到达Claude之前的响应 —— 覆盖Claude Enterprise的多个界面，包括聊天、Claude Code，

Inference hooks lets your compliance team inspect and enforce policy on every prompt and tool call response before they reach Claude — across Claude Enterprise surfaces including chat, Claude Code, Claude Cowork, and more. Your DLP server makes the call to block or allow, and Claude enforces that decision in real time, blocking unapproved content before it reaches Claude.

Security teams require every channel where employees can move sensitive data to pass through an inspection point their team controls. Until today, native inline enforcement was limited to Claude Code's client-side hooks. Inference hooks closes the gap with a single enforcement layer that covers every Claude Enterprise surface without separate integration work or agent per product.

When an organization turns on inference hooks, every inference request routes through a signed WebSocket connection to a security server. Before the model starts generating, Claude sends the prompt and its surrounding context to your server. Your server returns a verdict — allow or deny — and Claude only proceeds once it has one. The same check runs on tool calls: when Claude calls a tool — including tools connected through MCP, skills, and plugins — the tool's response is checked before it's sent back to the model.

Extend your existing DLP program to Claude. Inference hooks uses an open, webhook-based protocol with a published schema. That makes deployment easy — just point it at the same server your other tools already report to including Netskope, Palo Alto Networks, Proofpoint, Zscaler or an AI security server you built in-house.

Cover chat, Claude Code, Cowork, and additional Claude Enterprise products with one configuration. Turn on inference hooks once at the organization level and it applies to Claude Enterprise surfaces, including tool calls made through MCP connectors, skills, and plugins.

Simplify rollout with shadow mode (always allow), role-based exclusions, and percentage-based rollouts. Customize failure-policy tolerance, timeouts, and other settings to match your organization's risk tolerance.

Inference hooks is available today in beta for Claude Enterprise customers. Read the documentation：https://platform.claude.com/docs/en/manage-claude/inference-hooks to configure your organization's DLP server and start enforcing policy across Claude Enterprise surfaces.

For security vendors, inference hooks is built on a webhook-based protocol with a documented schema, so you can build an integration, and Claude Enterprise customers can point their organization at your platform.

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