The first confidential AI software for your infrastructure.

niledge deploys confidential AI software across your fleet so you can white label confidential and verifiable AI services in days.

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Our Services

AI White Label Software That Makes Intelligence Deployable.

We deploy fully end-to-end confidential AI software on your hardware and make it operational in days so you can start selling AI services on top of your infrastructure.

  • Fine-grained auth

  • Usage quotas


  • Rate limiting


  • Access monitoring

  • Fine-grained auth

  • Usage quotas


  • Rate limiting


  • Access monitoring

  • Fine-grained auth

  • Usage quotas


  • Rate limiting


  • Access monitoring

Control Plane

nilEdge's Control Plane transforms hardware into enterprise-ready AI environments and gives operators the missing governance layer for AI workloads:

  • Access Control powered by NUCs (UCAN-like auth)

  • Usage Monitoring & Anonymous Accounting

  • Per-user & Global Rate Limits

  • Full auditability & compliance readiness

Agentic Runtime

nilEdge makes intelligent AI capabilities native to the infrastructure:

  • Retrieval-Augmented Generation (RAG)

  • Prompt Storage with encrypted private retrieval via decentralized storage

  • Web Search Agents for real-time data

  • Sandboxed Tool Calling & Code Execution

  • Support for open-source and custom models

nilEdge

Unlock AI on the edge.

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Add document

Sandbox

Web Search

RAG

nilEdge

Unlock AI on the edge.

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Add document

Sandbox

Web Search

RAG

nilEdge

Unlock AI on the edge.

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Sandbox

Web Search


Confidential processing

Confidential processing

Confidential processing

Privacy Plane

nilEdge creates a high security privacy environment where operators never see customer data, yet customers retain full control and verification. Trust is no longer a promise — it is a cryptographic proof.

  • Confidential Compute (TEE-based) for CPU + GPU

  • Encrypted CPU↔GPU data flow

  • Unified Attestation producing cryptographic proofs

  • Non-custodial developer experience

nilEdge unlocks an entirely new market for hardware compute providers by unlocking secure AI in days rather than years.

nilEdge unlocks an entirely new market for hardware compute providers by unlocking secure AI in days rather than years.

Our Process

Our Simple, Frictionless Deployment

We deploy our software on your existing hardware.

Step 1

Deployable in bare-metal environments

We assess your hardware and deploy our software across a range of CPU and GPUs.

Installing runtime on bare metal

GPU and CPU configuration for TEE support

Control Plane services for governance, auth, and metering

nilDB client connection for secure prompt and data storage


Manual work

Repetative task

Installing runtime on bare metal

GPU and CPU configuration for TEE support

Control Plane services for governance, auth, and metering

nilDB client connection for secure prompt and data storage


Manual work

Repetative task

Step 2

Initialize Confidential Compute (nilCC)

Once the runtime is installed, nilCC enables confidential execution on both CPU and GPU:

  • class ConfidentialComputeInit:
    def __init__(self):
    self.cpu_mode = "disabled"
    self.gpu_mode = "disabled"
    self.attestation_ready = False
    self.environment = "unsecured"

     def initialize_nilCC(self, value):
    self.cpu_mode = "SEV-SNP enabled"
    self.gpu_mode = "GPU TEE enabled"
    return. {
    "cpu_mode": self.cpu_mode,
    "gpu_mode": self.gpu_mode,
    "channels": encrypted_channels,
    "attestation": attestation_status,
    "environment": self.environment
    }
  • class ConfidentialComputeInit:
    def __init__(self):
    self.cpu_mode = "disabled"
    self.gpu_mode = "disabled"
    self.attestation_ready = False
    self.environment = "unsecured"

     def initialize_nilCC(self, value):
    self.cpu_mode = "SEV-SNP enabled"
    self.gpu_mode = "GPU TEE enabled"
    return. {
    "cpu_mode": self.cpu_mode,
    "gpu_mode": self.gpu_mode,
    "channels": encrypted_channels,
    "attestation": attestation_status,
    "environment": self.environment
    }
  • class ConfidentialComputeInit:
    def __init__(self):
    self.cpu_mode = "disabled"
    self.gpu_mode = "disabled"
    self.attestation_ready = False
    self.environment = "unsecured"

     def initialize_nilCC(self, value):
    self.cpu_mode = "SEV-SNP enabled"
    self.gpu_mode = "GPU TEE enabled"
    return. {
    "cpu_mode": self.cpu_mode,
    "gpu_mode": self.gpu_mode,
    "channels": encrypted_channels,
    "attestation": attestation_status,
    "environment": self.environment
    }
  • class ConfidentialComputeInit:
    def __init__(self):
    self.cpu_mode = "disabled"
    self.gpu_mode = "disabled"
    self.attestation_ready = False
    self.environment = "unsecured"

     def initialize_nilCC(self, value):
    self.cpu_mode = "SEV-SNP enabled"
    self.gpu_mode = "GPU TEE enabled"
    return. {
    "cpu_mode": self.cpu_mode,
    "gpu_mode": self.gpu_mode,
    "channels": encrypted_channels,
    "attestation": attestation_status,
    "environment": self.environment
    }

Step 3

Configure Governance & Usage Controls

Next, the nilEdge Control Plane is configured to match the operator’s policies:

  • Define API access rules and user-level permissions

  • Set per-user and global rate limits

  • Enable usage metering, per-query accounting, and anonymous system metrics

  • Optionally connect operator billing or crediting logic

Our solution

Your stack

Our solution

Your stack

Step 4

Load Models & Enable Agentic Features

At completion, the operator has a fully functional AI stack supporting multimodal agents, retrieval, and confidential inference — ready to serve users immediately.

Chatbot system

Add open-source or licensed models

Enable RAG pipelines

Semantic search

Activate tool-calling and sandbox

Execute code securely

Chatbot system

Add open-source or licensed models

Enable RAG pipelines

Semantic search

Activate tool-calling and sandbox

Execute code securely

nilEdge technology

nilEdge unlocks new confidential AI based on new frontier privacy technologies

nilEdge combines different privacy-enhancing technologies to unlock new secure computing.

DRAG TO EXPLORE

DRAG TO EXPLORE

Confidential computing (nilCC)

Secure CPU+GPU runtime using SEV-SNP and GPU TEEs. End-to-end encryption between CPU ↔ GPU. Unified attestation lets customers verify hardware integrity before running workloads.

Impact :

New high-margin confidential AI SKUs

Unlock access to regulated enterprise customers

Zero data-exposure risk for operators

Remove host trust assumption

Confidential computing (nilCC)

Secure CPU+GPU runtime using SEV-SNP and GPU TEEs. End-to-end encryption between CPU ↔ GPU. Unified attestation lets customers verify hardware integrity before running workloads.

Impact :

New high-margin confidential AI SKUs

Unlock access to regulated enterprise customers

Zero data-exposure risk for operators

Remove host trust assumption

Quantum-secure distributed storage (nilDB)

Non-custodial, secret-shared database with zero operator access to decrypted data using UCAN-based cryptographic access control and delegation.

Impact :

Resistant to insider and root-level attacks

No single node can break security or availability

Built-in data localization & sovereignty control

Future-proof against quantum threats

Quantum-secure distributed storage (nilDB)

Non-custodial, secret-shared database with zero operator access to decrypted data using UCAN-based cryptographic access control and delegation.

Impact :

Resistant to insider and root-level attacks

No single node can break security or availability

Built-in data localization & sovereignty control

Future-proof against quantum threats

Benefits

The Key Benefits of nilEdge for Your Business

AI on the edge opens up a new market of low latency, confidential AI close to the end consumer.

Launch AI Services Immediately

Deploy Nillion’s confidential AI substrate on your GPU fleet and offer customers: Secure inference APIs (text, vision, multimodal) + Agentic and Control Plane features + Confidential data storage and fine-grained delegation.

Launch AI Services Immediately

Deploy Nillion’s confidential AI substrate on your GPU fleet and offer customers: Secure inference APIs (text, vision, multimodal) + Agentic and Control Plane features + Confidential data storage and fine-grained delegation.

Launch AI Services Immediately

Deploy Nillion’s confidential AI substrate on your GPU fleet and offer customers: Secure inference APIs (text, vision, multimodal) + Agentic and Control Plane features + Confidential data storage and fine-grained delegation.

Retain Control and Brand

Run AI workloads on your infrastructure under your name — not AWS’s or Google’s. Keep the customer relationship, billing, and telemetry fully within your platform. Stay ahead of AWS, Azure and others by offering confidential AI services on-edge.

Retain Control and Brand

Run AI workloads on your infrastructure under your name — not AWS’s or Google’s. Keep the customer relationship, billing, and telemetry fully within your platform. Stay ahead of AWS, Azure and others by offering confidential AI services on-edge.

Retain Control and Brand

Run AI workloads on your infrastructure under your name — not AWS’s or Google’s. Keep the customer relationship, billing, and telemetry fully within your platform. Stay ahead of AWS, Azure and others by offering confidential AI services on-edge.

Differentiate on Trust

With unified attestation, customers gain verifiable assurance that inference runs on genuine hardware in your facility, data and models never leave the encrypted environment, and the operator (you) cannot view or tamper with their workloads.

Differentiate on Trust

With unified attestation, customers gain verifiable assurance that inference runs on genuine hardware in your facility, data and models never leave the encrypted environment, and the operator (you) cannot view or tamper with their workloads.

Differentiate on Trust

With unified attestation, customers gain verifiable assurance that inference runs on genuine hardware in your facility, data and models never leave the encrypted environment, and the operator (you) cannot view or tamper with their workloads.

Unlock Premium Revenue

Offer new SKUs: Confidential Inference for high-assurance compute tier for regulated customers; Private RAG / Agentic AI: On-prem retrieval augmented generation with zero data leakage; Non-Custodial Storage: Encrypted, verifiable data layer for AI pipelines.

Unlock Premium Revenue

Offer new SKUs: Confidential Inference for high-assurance compute tier for regulated customers; Private RAG / Agentic AI: On-prem retrieval augmented generation with zero data leakage; Non-Custodial Storage: Encrypted, verifiable data layer for AI pipelines.

Unlock Premium Revenue

Offer new SKUs: Confidential Inference for high-assurance compute tier for regulated customers; Private RAG / Agentic AI: On-prem retrieval augmented generation with zero data leakage; Non-Custodial Storage: Encrypted, verifiable data layer for AI pipelines.

Sustainability & sovereignty

Confidential edge AI aligns with local energy sourcing, carbon transparency, and regional data laws — giving you an additional ESG narrative.

Sustainability & sovereignty

Confidential edge AI aligns with local energy sourcing, carbon transparency, and regional data laws — giving you an additional ESG narrative.

Sustainability & sovereignty

Confidential edge AI aligns with local energy sourcing, carbon transparency, and regional data laws — giving you an additional ESG narrative.

Enter new Markets

Confidential AI on the edge expands reach to new accessible markets like government and regulated industries.

Enter new Markets

Confidential AI on the edge expands reach to new accessible markets like government and regulated industries.

Enter new Markets

Confidential AI on the edge expands reach to new accessible markets like government and regulated industries.

FAQs

We’ve Got the Answers You’re Looking For

Quick answers to your AI integration questions.

How can nilEdge help my business?

Does nilEdge help me get to market fast?

What are the cost savings for me by integrating with nilEdge?

What customers care about those features?

How long does an integration take?

How can nilEdge help my business?

Does nilEdge help me get to market fast?

What are the cost savings for me by integrating with nilEdge?

What customers care about those features?

How long does an integration take?

Integrate AI features into your stack.

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© 2025 nilEdge.

© All right reserved

© 2025 nilEdge.

© All right reserved