Updated April 29, 2026
Botpress is an open-source platform for building AI-powered chatbots and agents. It provides a visual flow builder, built-in NLU, knowledge bases, and multi-channel deployment (web, WhatsApp, Slack, etc.). Botpress uses LLMs for natural conversation handling while maintaining structured workflows, making it suitable for both simple FAQ bots and complex enterprise automation.
Open WebUI is the de-facto self-hosted AI chat platform — a feature-rich, extensible web UI that runs entirely offline and supports Ollama, OpenAI-compatible APIs, MCP servers, RAG with 9+ vector databases, voice I/O, and multi-user RBAC. 124K+ GitHub stars, 282M+ downloads.
Core capabilities each platform advertises.
What each tool does well, and the limitations to keep in mind.
Pros
Cons
Pros
Cons
Adds everything Ollama's CLI lacks — conversation history, file uploads for document chat, web search, multi-user accounts, voice I/O, and a lot more.
Read full reviewChoose Botpress if you wantChoose if you want
Choose Open WebUI if you wantChoose if you want
Respan lets you trace LLM and agent calls across any model or framework, A/B test prompts on production traffic, and route requests across 500+ models through one gateway.