All case studies
Conversational AI
Enterprise AI Web Chatbot Platform
A secure enterprise chatbot with SharePoint file ingestion, multi-agent orchestration, tool management and full LLM observability in a unified interface.
Client focus: Enterprise Knowledge Management
100%
Chatbot observability
The Challenge
The enterprise needed a secure chatbot with document upload capability, had limited visibility into LLM performance and responses, and required agent-based orchestration with workflow control.
Our Solution
We developed an AI-powered web chatbot with SharePoint-based file ingestion, vector search via Weaviate for document retrieval, Langfuse for live monitoring, and a built-in agent and tool management system within the UI.
Key features delivered
- Chat, Supervisor Agent & Workflow Management modes
- Agent & tool management (create, update, delete)
- Vector-based document Q&A using Weaviate
- Secure SharePoint file upload and retrieval
Results & Impact
- ▹Improved enterprise knowledge accessibility
- ▹Reduced manual document search effort
- ▹Enhanced LLM monitoring & governance
- ▹Modular, enterprise-ready AI architecture
Technology stack
PythonFastAPILangChainLangGraphWeaviateLangfuseLiteLLMPostgreSQLAirflowAzure