Private AI Infrastructure
Private AI that stays in your building.
Role-aware institutional memory that respects human authority, organizational boundaries, and operational risk.
Tagline: Private AI. Real boundaries. Grounded answers.

What we deliver
- Fully private RAG over business documents with citations.
- Role-based workspaces that prevent scope creep and data leakage.
- On-prem stacks designed for auditability and uptime.
Operational commitments
How it works
A grounded, risk-aware rollout from day one.
We align the AI stack with your operational structure so every answer has a source and a boundary.
Assess + data classification
We map documents, roles, and risk boundaries before any deployment.
Deploy on-prem stack
Install private AI infrastructure inside your environment.
Ingest documents + build indexes
Secure pipelines curate and ground the knowledge base.
Role-based chat workspaces
Each team operates inside scoped knowledge domains.
Monitor + update + support
Ongoing tuning, compliance support, and operational care.
Key benefits
Keep knowledge in-bounds and outcomes accountable.
Hungry Nova Labs designs private AI so teams stay aligned with policy, compliance, and operational risk.
- Data never leaves your premises
- Grounded answers with “no source, no answer” citations
- RBAC and scoped knowledge domains
- Token-based authentication and audit logging
- Optional secure local connectivity for campuses and field teams
Use cases
Built for practical industries with real-world constraints.
We focus on SMBs and mid-market teams who cannot afford data leakage or operational drift.








Why Hungry Nova Labs
Advance with your people. Don’t replace them.
We build institutional memory that respects authority lines, keeps decisions grounded in source documents, and helps teams move faster without crossing boundaries.
We focus on operational reliability, auditability, and the human workflows that keep businesses running. Your experts stay in charge — our systems simply give them faster, safer access to what they already know.
FAQ
Questions we hear from security-minded teams.
Clear answers, no hype. We design for governance and reliability.
Ready to see it in action?
Book a private demo for your team.
We scope roles, documents, and security needs in 15–30 minutes.