Omni Edge
NVIDIA Inception Grand Challenge 2026
Enterprise pilot candidate

Autonomous AI agents, running on-premises on NVIDIA.

Omni Edge lets regulated, security-sensitive enterprises — legal, manufacturing, defense — run local AI on NVIDIA hardware while keeping sensitive prompts and enterprise data inside their controlled environment.

Omni Edge
The problem

High-trust enterprises want AI — but can't send their data to the cloud.

Law firms, factories, defense, and healthcare run on sensitive data and often work in low-connectivity environments. Cloud AI is a non-starter; they need AI that runs inside their own walls.

Data boundary
Sensitive data cannot leave the site.
Confidential case files, production data, defense systems.
Connectivity
Many sites are offline or low-bandwidth.
Production floors, remote facilities, secure networks.
Adoption gap
AI pilots stall before production.
The market is adopting AI now, but not where the cloud can't reach.
Omni Edge
The solution

Omni Edge brings local AI inference and governed agents on-premises.

Local inference, agent orchestration, and enterprise controls on NVIDIA hardware — private, low-latency, and offline-capable. Tool use and write actions can be logged for review.

Enterprise environment
Confidential data, production systems, on-site equipment
Omni Edge
Local models, governed agents, RBAC, review logs, human approval
Outcome
Private AI automation that stays on-site, with review evidence
Omni Edge
Use cases

Built for the environments cloud AI can't reach.

The same on-prem agent platform serves multiple high-trust industries — each needing local, private AI it can actually deploy.

Legal
On-prem research & drafting assistant.
Works over confidential case files and contracts without leaving the firm's network.
Manufacturing
Local quality & operations agents.
Inspection and line-side automation that runs offline, next to the equipment.
Defense / sovereign
Autonomous local AI agents.
Run without external connectivity, aligned with Taiwan's sovereign-AI hardware ecosystem.
Regulated enterprise
Healthcare, finance, critical infra.
Private, low-latency AI under the enterprise's own control.
Omni Edge
NVIDIA alignment

Validated on NVIDIA, built for the Taiwan hardware ecosystem.

Omni Edge has validated local LLM inference on NVIDIA GB10 / DGX Spark (Grace Blackwell). We are aligned with NVIDIA's Taiwan-centered edge and enterprise AI ecosystem.

ComputeNVIDIA GB10 / DGX Spark validated for local LLM inference; Jetson / IGX / RTX-class deployments explored per pilot environment.
Software stackCurrent path: local inference on NVIDIA hardware. Evaluating TensorRT / TensorRT-LLM for optimization and NVIDIA NIM for enterprise packaging.
WorkloadsLocal agent inference, RAG over site-specific knowledge, governed agent workflows, and logs for tool use and write actions.
Omni Edge
Pilot roadmap

A four-month pilot from environment to live on-prem agents.

We scope around the customer's real environment and data boundaries first, then deploy NVIDIA-accelerated local agents that run on-site.

Month 1
Scope environment, data boundaries, target workflows, and human-approval rules.
Month 2
Deploy NVIDIA-accelerated local inference and governed agent workflows.
Month 3
Integrate site-specific knowledge and run real tasks on-prem.
Month 4
Measure automation, latency, and review-log completeness; plan production rollout.
Omni Edge
Traction

Omni is already in paid, in-production deployment.

Current evidence points to operational traction, not just a prototype. Customer names and exact figures can be disclosed after approval.

6 mo+
Industrial production validation
A hardware/industrial customer, names shareable after disclosure approval.
Thousands
Automated system checks in real operations
With dozens of code fixes and operational improvements tracked.
2019
Founded in Taiwan, enterprise AI & trust infrastructure roots
Applying with Omni Edge enterprise AI, not token positioning.
Omni Edge
Differentiation

Not just faster inference — AI you can actually run in production.

Versus cloud APIOmni Edge keeps sensitive data and agent decisions inside the customer's environment, online or offline.
Versus chip-only platformsWe add the agent layer, workflow orchestration, and deployment support on top of the accelerated hardware.
Versus black-box automationTool use and write actions can be logged for review, and selected high-risk steps can require human approval — the differentiator that helps high-trust industries move to production.
Omni Edge
Taiwan / APAC

Rooted in Taiwan, expanding across APAC.

Taiwan is our home base and primary ecosystem, aligned with NVIDIA's hardware focus. We plan to use Singapore as an APAC partner and go-to-market hub.

Home base
Taiwan ecosystem and NVIDIA hardware partners
Program fit
Pilot scoping, enterprise matching, and NVIDIA technical guidance
APAC expansion
Singapore SI partners and SWITCH / SLINGSHOT visibility
Omni Edge
Program ask

Help us bring on-prem enterprise AI to more high-trust industries.

Enterprise matching
Legal, manufacturing, defense, and critical-infrastructure partners.
Technical guidance
NVIDIA edge inference, TensorRT / NIM evaluation path, and deployment optimization.
Showcase path
A credible APAC pilot story for SWITCH, SLINGSHOT, and future GTC visibility.
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