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Anthropic发布Claude Tag:将AI

How healthcare organizations use Claude Tag

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Claude Tag解决了Agent落地最后一公里的关键痛点——如何在现有工作流中安全、可控地集成AI。这篇博客不仅发布了新功能,还给出了医疗场景下的具体部署范式与人机分工策略,对正在探索Agent工程化的团队极具参考价值。

How healthcare organizations use Claude Tag

医疗机构如何使用 Claude Tag

How Insight Health, Tennr, and Medallion are building human-agent teams with Claude Tag.

Insight Health、Tennr 和 Medallion 如何利用 Claude Tag 构建人机协作团队。

  • Category
  • Enterprise AI
  • Product
  • Claude Tag
  • Date
  • September 14, 2026
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  • https://claude.com/blog/how-healthcare-organizations-use-claude-tag
  • Author(s)
  • Camy Pearson
  • Maria Howe
  • Araba Koomson
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  • 企业级 AI
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  • Claude Tag
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  • 2026年9月14日
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  • https://claude.com/blog/how-healthcare-organizations-use-claude-tag
  • 作者
  • Camy Pearson
  • Maria Howe
  • Araba Koomson

Healthcare organizations are using Claude Tag (beta), which brings Claude into Slack as a teammate, to help them triage production alerts, maintain internal tools, and answer questions about payer rules. While Claude Tag isn't yet covered by Anthropic's Business Associate Agreement, several healthcare organizations are using it today in channels and with connectors that never touch protected health information (PHI).

医疗机构正在使用 Claude Tag(测试版),该功能将 Claude 作为团队成员引入 Slack,帮助机构对生产环境告警进行分类处理、维护内部工具以及解答关于支付方规则的问题。虽然 Claude Tag 尚未纳入 Anthropic 的商业伙伴协议(Business Associate Agreement)覆盖范围,但已有几家医疗机构在从未涉及受保护健康信息(PHI)的频道和连接器中使用它。

Mention @Claude in a channel and it reads the thread, uses the tools you've connected, does the work, and reports back. It remembers what happens in each channel, so long-running work never needs re-explaining, and it can watch a channel and step in on its own when you let it.

在频道中提及 @Claude,它会读取对话线程,使用你已连接的工具执行任务并反馈结果。它会记住每个频道中发生的情况,因此无需反复解释长期进行的工作;当你允许时,它还可以监控频道并在适当时机自主介入。

Admins decide where Claude Tag works and what it can reach, so healthcare teams can keep Claude Tag out of channels and systems that hold PHI:

管理员决定 Claude Tag 的工作范围和访问权限,因此医疗团队可以将 Claude Tag 排除在存储 PHI 的频道和系统之外:

  • Claude Tag can be off by default and enabled only in approved channels, with DMs disabled and connectors scoped per channel.
  • Claude Tag doesn't read all of Slack – instead, it only sees what a workspace member sees. While it can read the public channels of the workspace and search them by keyword, it doesn’t have access to private channels it hasn’t been invited to.
  • Access bundles let a team connect data sources like its codebase and issue tracker in one channel while the EHR, clinical systems, and patient communications are inaccessible. Learn more about Claude Tag’s agent identity access model and its full architecture in the security and data handling docs, and you can read more about best practices for healthcare organizations, here.
  • Claude Tag 默认处于关闭状态,仅在批准的频道中启用,同时禁用私聊(DMs),且每个频道的连接器作用域独立配置。
  • Claude Tag 不会读取整个 Slack——它只能看到工作区成员所能看到的内容。虽然它可以读取工作区的公开频道并通过关键词搜索,但它无法访问未被邀请加入的私有频道。
  • 访问包(Access bundles)允许团队在一个频道中连接代码库和问题跟踪器等数据源,而电子健康记录(EHR)、临床系统和患者通信则不可访问。有关 Claude Tag 的智能体身份访问模型及其完整架构的更多信息,请参阅安全与数据处理文档;此外,您还可以在此处了解针对医疗机构的最佳实践。

Enterprise organizations that activate Claude Tag and link it to Github receive $25,000 in Claude Tag credit ($2,500 for Team organizations with 10+ seats); note that these credits expire October 1, 2026. See the credit details, here.

激活 Claude Tag 并将其链接到 GitHub 的企业组织将获得 25,000 美元的 Claude Tag 额度(拥有 10 个及以上席位的企业团队可获得 2,500 美元);请注意,这些额度将于 2026 年 10 月 1 日过期。详见额度说明。

Here’s how Insight Health, Tennr, and Medallion are using Claude Tag to build human-agent teams today.

以下是 Insight Health、Tennr 和 Medallion 如何利用 Claude Tag 构建人机协作团队的方法。

Running incident response at Insight Health

在 Insight Health 运行事件响应

Insight Health builds MagicDocs, an AI referral coordinator for specialty medical practices. MagicDocs reads inbound patient documents (faxes, referrals, prior-authorization requests, labs, and medical records), extracts the clinical details, matches each document to the right patient, and writes structured data into the EHR. The company serves 1,100+ practices across 56 specialties.

Insight Health 开发了 MagicDocs,这是一款专为专科医疗实践设计的 AI 转诊协调员。MagicDocs 能够读取传入的患者文档(传真、转诊单、预授权请求、实验室检查和病历),提取临床细节,将每份文档匹配到正确的患者,并将结构化数据写入电子健康记录(EHR)。该公司服务于超过 1,100 家专科诊所,涵盖 56 个专业领域。

As Insight Health's customer base has grown, production alert triage has eaten into time its lean engineering team would rather spend on higher-value work. So for the past three months, the company has run Claude Tag in its PHI-free engineering and support channels, where it investigates production alerts, files and de-duplicates tickets, reviews PRs, and carries context from one thread to the next.

随着 Insight Health 客户群的增长,生产环境告警的分诊工作占用了其精简工程团队本应用于更高价值工作的时间。因此,在过去三个月里,该公司在其不含受保护健康信息(PHI)的工程和支持渠道中运行 Claude Tag,用于调查生产环境告警、创建并去重工单、审查拉取请求(PRs),并在不同线程间传递上下文信息。

In their high-volume production alerts channel, they’ve paired Claude Tag with a second agent, Zeus (built by Insight Health on the Claude Agent SDK), to take an incident from first notification to a tested fix. The two agents have deliberately different access: Claude Tag sees the codebase and Linear, so it knows the code patterns and ticket history; Zeus runs on the company's BAA-covered Claude API organization, so it can query production data, masking PHI before the data reaches Slack. When an alert arrives, the agents investigate it–querying production data, checking it against the code and recent deploys, and comparing it to past tickets–all while reporting on their progress in the Slack thread. Once they identify the root cause, they open a draft PR and monitor the tests, and finally an engineer reviews and merges. Claude Tag's channel memory is valuable here: it recognizes a new complaint as a known issue with a fix pending, recalls investigations from weeks earlier, and follows standing instructions unprompted.

在他们的高流量生产环境告警频道中,他们将 Claude Tag 与另一个由 Insight Health 基于 Claude Agent SDK 构建的代理 Zeus 配对使用,以处理从首次通知到测试修复的整个事件流程。这两个代理具有故意不同的访问权限:Claude Tag 可以查看代码库和 Linear(项目管理工具),因此它了解代码模式和工单历史;Zeus 运行在受商业伙伴协议(BAA)覆盖的 Claude API 组织账户上,因此它可以查询生产数据,并在数据到达 Slack 之前对 PHI 进行脱敏。当收到告警时,代理们会进行调查——查询生产数据、对照代码和最近的部署进行检查,并与过去的工单进行比较——同时在整个 Slack 线程中报告进度。一旦确定根本原因,它们会打开一个草稿 PR 并监控测试结果,最后由工程师进行审查和合并。Claude Tag 的频道记忆在此处非常有价值:它能将新的投诉识别为已知问题且已有待处理的修复方案,回忆起几周前的调查结果,并主动遵循既定指令。

"Everyone in the Slack channel sees both agents' reasoning and how they divide the work," said Saran Siva, Insight Health's co-founder and CTO. "That transparency builds trust and teaches the team how to get the most value out of the agents." Since Claude Tag went live, 97% of alerts in Insight Health's critical alert channel have closed without an engineer having to step in, freeing the team to focus on core product work.

"Slack 频道中的每个人都能看到两个代理的推理过程以及它们如何分工," Insight Health 的联合创始人兼 CTO Saran Siva 表示。"这种透明度建立了信任,并教会团队如何从代理中获得最大价值。" 自 Claude Tag 上线以来,Insight Health 关键告警频道中 97% 的告警无需工程师介入即可关闭,使团队能够专注于核心产品开发工作。

Beyond incidents, the Insight Health team uses Claude Tag for hiring, vendor negotiation prep, contract reviews (checking terms against call transcripts), and general business operations.

除了处理事件之外,Insight Health 团队还使用 Claude Tag 进行招聘、供应商谈判准备、合同审查(将条款与通话记录进行核对)以及日常业务运营。

Maintaining internal tooling at Tennr

在 Tennr 维护内部工具

Tennr is a patient orchestration platform that helps providers get patients into the right care setting faster by automating the intake, documentation, authorization, and scheduling work that otherwise stalls care. Claude Tag lives in its internal tooling, and helps non-technical teams set up and maintain custom internal applications.

Tennr 是一个患者协调平台,通过自动化原本会阻碍诊疗流程的接收、文档整理、授权和排班工作,帮助医疗机构更快地将患者引导至合适的护理环境。Claude Tag 存在于其内部工具中,协助非技术团队设置和维护自定义的内部应用程序。

At fast-growing companies like Tennr, internal tools die as fast as they are built because nobody has the bandwidth to maintain them. In July 2026, Tennr took a different approach as it built internal tools. It launched recruiting.tennr.com, an internal offer presentation portal built in Claude Code, and made Claude Tag its primary maintainer through a dedicated Slack channel. Now the people who actually use the tool (recruiters, People team members, hiring managers, and RevOps) @-mention Claude with requests in plain languageEnglish, and Claude ships the code change, deploys it, and reports back. They can iterate on the tool directly, without pulling engineers off product work.

在像 Tennr 这样快速发展的公司中,内部工具往往刚被构建出来就迅速被淘汰,因为没有人有精力去维护它们。2026 年 7 月,Tennr 在构建内部工具时采取了不同的方法。它推出了 recruiting.tennr.com,这是一个基于 Claude Code 构建的内部录用通知展示门户,并指定 Claude Tag 通过专用的 Slack 频道作为其主要维护者。现在,实际使用该工具的人员(招聘人员、人力资源团队成员、招聘经理和 RevOps 团队)可以用自然语言英语 @提及 Claude 提出请求,Claude 会生成代码更改、部署它并反馈结果。他们可以直接迭代工具,而无需抽调工程师离开产品开发工作。

In roughly a month, the team shipped 15+ tickets this way: a benefits deep-dive section built from an uploaded PDF one-pager, a "Sign your offer here" banner linking to Dropbox Sign, target bonus fields, and self-service admin controls. When a publicly exposed copy API was flagged, Claude locked it down the same day. When an Ashby import bug kept resetting equity on live offers, Claude fixed the bug and propagated the corrected values. When a separate bug briefly showed candidates variable comp incorrectly, Claude posted a channel-wide notice with the affected window and remediation without being asked. It also wrote the onboarding documentation and handles permission management for the tool.

在大约一个月的时间里,团队以这种方式完成了 15 多个工单:根据上传的 PDF 单页文档构建了福利深入解析部分,添加了链接到 Dropbox Sign 的“在此签署录用通知”横幅、目标奖金字段以及自助式管理控制功能。当发现一个公开暴露的副本 API 存在风险时,Claude 当天就将其锁定。当 Ashby 导入错误导致活跃录用通知中的股权数据不断重置时,Claude 修复了该错误并传播了修正后的值。当另一个错误短暂地错误显示了候选人的可变薪酬时,Claude 未经要求便发布了包含受影响时间窗口和补救措施的频道全员通知。它还编写了入职文档并负责该工具权限管理。

The team taught Claude its own ops conventions in-channel, including an emoji status legend, and a ticket format with numbered tickets, requester, commit link, screenshots, and a live test link. Claude adopted them going forward. Recruiters were filing what amounted to engineering tickets in natural language, sometimes just a screenshot, and getting production changes back within the hour. "Claude Tag is what makes internal tooling viable at all," said Abe Griffiths, Tennr's VP of Business Operations and Strategy. "With Claude as the steward of the tool via a Slack channel, the people who actually use the tool can iterate on it directly, without pulling engineers off product work."

团队在频道内教导 Claude 遵循其自身的运维规范,包括表情符号状态图例,以及带有编号工单、请求者、提交链接、截图和实时测试链接的工单格式。Claude 从此采纳了这些规范。招聘人员以自然语言提交实质上等同于工程工单的请求,有时仅附一张截图,便能在一个小时内获得生产环境的变更。Tennr 业务运营与战略副总裁 Abe Griffiths 表示:“Claude Tag 是内部工具得以可行的关键。”“通过 Slack 频道让 Claude 作为工具的管家,实际使用工具的人可以直接对其进行迭代,而无需抽调工程师离开产品工作。”

Rollout was quick because the groundwork existed. Tennr only allows PHI in a limited set of private channels, so adding Claude Tag broadly didn't introduce a new data problem. What made Claude Tag easy to say yes to was per-channel scoping.

推广迅速是因为基础工作已经就绪。Tennr 仅允许在有限的几个私有频道中存储 PHI(受保护的健康信息),因此广泛部署 Claude Tag 并未引入新的数据问题。使 Claude Tag 易于获批的关键在于按频道进行范围限定。

"In the offer tool channel, we want Claude to be proactive: fix problems, modify code, skip PR reviews, and ship," Griffiths said. "That posture would obviously be wrong for, say, a Product or Eng channel where Claude's role is closer to info gathering or keeping us organized. Being able to draw those lines channel by channel meant we could give Claude real autonomy where it's low risk without granting it everywhere."

Griffiths 表示:“在报价工具频道中,我们希望 Claude 采取主动姿态:修复问题、修改代码、跳过 PR 审查并直接发布。”“这种姿态显然不适用于例如产品或工程频道,在这些频道中 Claude 的角色更接近于信息收集或帮助我们保持有序。能够逐频道划定界限意味着我们可以在低风险的地方赋予 Claude 真正的自主权,而不必在所有地方都授予它权限。”

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