Integrating AI into your engineering workflows sounds great on paper, but giving an LLM direct access to your internal tools can quickly become a security nightmare. For us, while evaluating open-source chat interfaces like Open WebUI and LibreChat for the team, it became obvious that the standard approach—pasting personal API tokens into a chat UI—simply doesn’t scale for enterprise environments.