Testing. Useful as a baseline private AI surface; not a substitute for domain-specific UI.
Self-hosted interface in front of local model backends, with internal auth and per-user model access.
Self-hosted deployment, Ollama and vLLM backends, internal users only.
- Reasonable starting surface for private AI deployments
- Works cleanly with local inference backends
- Lower friction than building a custom interface from scratch
- Generic chat-first surface; not a substitute for a domain-specific control surface
- Governance and audit features need to be assembled around it
- Operator and admin tooling is still maturing for multi-tenant use
- Treating a generic chat UI as a final product surface
- Skipping the design work that distinguishes daily-use AI tools from demos
We use Open WebUI as a baseline interface for internal experimentation. Production product surfaces are designed around the domain, not around the chat metaphor.