Anthropic has announced the introduction of Claude Tag, a new feature in research preview that embeds an always-on AI assistant directly into Slack. Available in beta for Claude Enterprise and Claude Team customers, Claude Tag allows users to mention @Claude in any channel to receive insights, perform tasks, and maintain persistent context about the team's work.
Claude Tag learns from channels and builds shared memory
Unlike previous integrations, Claude Tag goes beyond one-shot commands. The AI constantly follows conversations in authorized channels, learning from the work being done. According to Anthropic, Claude can also automatically gather facts from elsewhere in the organization if granted permission to read other channels. This means that all members of a given Slack channel share a single Claude identity: anyone can see what Claude has been working on and pick up the conversation from where the last person left off. System administrators can specify which tools, information, and channels Claude can access, ensuring that a Claude set up for legal work cannot seed memories into the engineering channel.
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The integration relies on Slack's APIs and requires careful permission management, a topic also covered in articles like Rate Limiting for APIs, which explains how to protect APIs from abuse. Claude Tag represents a step forward from simple chatbots: the AI now has persistent and proactive memory.
Ambient mode and task decomposition
When assigned a specific task, Claude Tag breaks it down into stages and executes them using the tools at its disposal, responding in a Slack thread with the results. The most innovative feature is the ambient mode: Claude can proactively jump into the chat to keep the team updated, flag information from across the organization, and follow up on threads or tasks that have been forgotten. Anthropic says this makes it feel like you are 'working with a real colleague, one that produces work in public view, with far greater context and understanding than before.'
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Context becomes critical for enterprises
The ability to capture organizational context is a key element for enterprise deployments, and Anthropic is not alone in focusing on this. Microsoft has Graph, expressed through Copilot and Work IQ. Snowflake and Databricks are positioning their platforms as back-ends for AI agents that tap into tacit organizational knowledge. Glean builds an intelligence layer that understands company context. With Claude Tag, Anthropic takes a strategic step to become the persistent brain of the organization, learning one Slack message at a time.
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According to the original report from TechCrunch, the feature is in research preview and will be expanded based on user feedback. For more details, see the full article on TechCrunch.
