Why On-Prem Now
- Privacy and data boundary requirements
- Predictable cost vs. variable token spend
- Operational control: latency, uptime, upgrades
What You Get
- Model runtime (optimized inference)
- Admin console for users/roles
- Monitoring: latency, errors, GPU utilization
Reference Architecture
- Chat UI + tool calls
- Enterprise RAG (retrieval + citations)
- Policy layer (allowlists, redaction, safety rules)
Deployment Options
- Single node pilot
- Scale-out cluster for departments
- Air-gapped / restricted networks (optional)
Pilot to Production (2-8 Weeks)
- Week 1-2: define use case + ingest docs
- Week 3-4: harden security + monitoring
- Week 5-8: expand users + connectors
FAQ
Running the model inside your infrastructure so prompts and data do not leave your environment.
For real-time multi-user chat, GPUs are strongly recommended; CPU-only can work for low throughput.
Yes. Start with a pilot tier, validate ROI, then expand capacity and user access.
SSO/RBAC, audit logs, and per-department permissions for documents and actions.
A focused POC typically takes 2-3 weeks; production hardening usually takes 4-8 weeks.
Related Pages
Ready to plan your rollout?
Share your goals and we will map the fastest path from POC to production.
Contact: service@biogrouptec.com
Phone: 1-510-806-6488