AI Systems / Internal Operations & Productivity
AI Brain: Internal Operations Assistant
A centralized AI-powered assistant giving teams conversational access to their ClickUp project data and Slack conversations. OpenAI tool calling selects the right integrations, supports multi-step requests and streams answers in a chat-style web interface.
TOOL-ROUTING ENGINEILLUSTRATIVE UI
Project overview
What we built.
A concise view of the documented implementation and features shipped.
- Natural-language questions about team data
- ClickUp task, space, project and team member search
- Slack channel discovery and conversation retrieval
- Slack message search
- LLM tool calling and multi-step requests
- Unified conversational interface
- Conversation history and connected-app switching
- Server-Sent Events response streaming
- FastAPI service layer for system integrations
Implementation
Technology stack.
These technologies are tied to the documented project rather than added as generic capability claims.
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