Security & Compliance
Data stays where it started.
The short version: Loxia Labs is built so a CISO can actually approve it. The longer version is below.
Data never leaves the perimeter
Every component of DANI — control plane, inference fabric, model registry — runs inside your network. Outbound internet connectivity is disabled by default and gated by policy when enabled.
Tenant-isolated by design
Per-workload isolation, policy-driven routing, and resource quotas. Data and models from one team are never visible to another unless explicitly authorized.
Every inference is auditable
Structured, immutable logs of who requested what, which model served it, and where it ran. Designed to satisfy a compliance review, not to be retrofitted for one.
Transparent supply chain
Runs on infrastructure you already trust. Built on Azure as part of Microsoft for Startups. Models are signed, version-pinned, and can be served fully offline.
Data flow
One path in. No path out.
- 01A user or application inside your network sends a request to the DANI control plane.
- 02The control plane authenticates the caller, checks policy, and routes the request to available inference capacity — still inside your perimeter.
- 03The model — version-pinned, signed, locally hosted — serves the request. The response returns to the caller.
- 04A structured audit record is written. No payload leaves your network. No third party observes the request.
Positioning
How we compare to what’s out there.
vs. hosted cloud AI (Copilot, OpenAI API, etc.)
With hosted AI, you trust the provider with your data, your prompts, and — in many cases — your logs. With Loxia, data never leaves your perimeter. You own where it’s processed, who sees it, and what gets retained. There is no vendor-side telemetry of your customers’ inputs.
vs. popular ungoverned open-source models
Many of the highest-performing open models come with data-sovereignty concerns and unclear provenance. Loxia offers a transparent, auditable, Western-aligned alternative — model-agnostic, but with clear supply-chain guarantees.
vs. DIY GPU clusters
Dedicated clusters take quarters of procurement, concentrate risk in a single site, and still need an orchestration layer on top. Loxia ships that layer and runs it on hardware you already own — workstations, servers, laptops.
vs. DePIN networks
DePIN assumes open, token-incentivized, external participants. That is the opposite of what a regulated enterprise can accept. Loxia is closed, enterprise-controlled, and auditable by design.
Certifications
Ready to walk your team through the architecture?
We’ll bring the diagrams. Book a 30-minute security briefing with a founder.