Why on‑prem
- Regulatory/security/data sovereignty requirements: data must stay on‑prem
- Access follows your existing rules (RBAC): define who can see/do what
- Every output is cited and logged: clear auditability and accountability boundaries
High-level architecture
Browser → Frontend → Backend → DB (required) + optional: LLM provider / embedding / vector DB / knowledge graph
Security & governance
- RBAC access control
- Audit tracking + traceable citations
- Review workflow: route high-risk cases to humans with audit logs
Performance (what buyers care about)
- Low latency: inference close to your data and users
- Scalable: expand capacity as usage grows
- Stable: predictable throughput and resource control