Anthropic is rolling out Claude Tag in research preview, introducing an always-available AI assistant inside Slack for Enterprise and Team customers. The feature lets users mention @Claude in channels to surface insights, organize tasks, and keep work moving in a shared thread.
Unlike earlier Slack integrations, Claude Tag is designed to retain channel-level context over time. Anthropic says the assistant can follow ongoing discussions, learn from the work happening in a channel, and, with permission, gather relevant information from other parts of the organization.
Each Slack channel gets a single Claude identity, so team members can see what the assistant has already done and continue from the same point. Administrators control which tools, channels, and data sources Claude can access, keeping each deployment limited to its assigned workspace context.
Claude Tag also supports task execution in stages, using available tools to complete work and report progress directly in Slack. In ambient mode, it can step into conversations on its own, share updates, flag useful information, and follow up on overlooked threads.
Anthropic positions the feature as a step toward AI that behaves more like a collaborative teammate than a simple chatbot. The broader enterprise AI race is also pushing toward deeper organizational memory, with companies such as Microsoft, Snowflake, Databricks, and Glean building systems around context-aware workplace intelligence.
As workplace AI becomes more connected to daily collaboration, tools like Claude Tag could help teams turn conversations into continuous, structured action. That shift may shape the future of digital teamwork.