ORYX ML / ENGINEERING ECOSYSTEM

Infrastructure for intelligent systems

AI agents, virtualization and purpose-built hardware — designed, integrated and deployed as one technology ecosystem.

01 / AI02 / VIRT03 / HARDWARE

SOLUTIONS / THREE DIRECTIONS

One ecosystem, three product directions

Each direction handles its own class of tasks. Together they cover the path from business logic to computing infrastructure and physical devices.

01

ORYX AI / ENTERPRISE AI AGENTS

AI agents inside your business processes

Intelligence and automation

We connect AI with CRM, ERP, document management, contact centers and corporate knowledge bases — with controlled access, action logging and cloud, hybrid or on-premise deployment.

  • Business process automation
  • System integration
  • Document processing
  • Corporate knowledge search
  • Controlled agent autonomy
Explore Oryx AI
02

ORYX VIRT / VIRTUALIZATION PLATFORM

Virtual machines and Kubernetes containers on one platform

Computing and virtualization

oryx.virt provides a unified environment for managing virtual machines, Kubernetes containers, computing resources and distributed storage.

  • Virtual machines and Kubernetes
  • Hyperconverged architecture
  • GPU and vGPU support
  • Flexible cluster configurations
  • Distributed storage
Explore Oryx Virt
03

ORYX HARDWARE / INTEGRATED SYSTEMS

Purpose-built systems for identity, access and regulated operations

Physical devices and integrated systems

We design and deploy integrated hardware and software systems for enterprises and government organisations — from biometric capture and document verification to medical examination terminals.

  • Custom electronics
  • Integrated software
  • Open API
  • Installation and deployment
  • In-house support
Explore Oryx Hardware

ORYX AI / ENTERPRISE INTEGRATION

The value is in the integration layer

Employees can already access public AI tools. Oryx AI connects AI with real business processes, permissions and company data — so every result can be reviewed, traced and, when necessary, rolled back.

  1. 01

    System integrations

    Connect AI agents to CRM, ERP, document management, billing, 1C and internal services through APIs.

  2. 02

    Access control

    The agent operates only within the permissions of the employee whose work it performs.

  3. 03

    Action logging

    Every action is recorded: who performed it, what was changed and when it happened.

  4. 04

    Flexible infrastructure

    Choose between cloud APIs, hybrid deployment and a fully on-premise setup for sensitive data.

Representative use cases

  • 01Document processing
  • 02CRM assistant
  • 03Knowledge base search
  • 04Request triage
  • 05Call quality control
  • 06Management analytics
  • 07Document anonymisation
  • 08Employee onboarding

Three levels of agent autonomy

The agent’s authority grows step by step — only after it has proven reliable on the customer’s own data.

  1. Level 1

    Advisor

    The agent prepares a response, document or system entry. An employee reviews the result and makes the final decision.

  2. Level 2

    With guardrails

    The agent performs approved operations within defined rules and limits. Every action is logged, and an immediate stop mechanism is available.

  3. Level 3

    Autonomous

    The agent reacts to system events without a manual request. Employees handle exceptions. Use this level only after the process has been tested and monitored.

ORYX VIRT / VIRTUALIZATION PLATFORM

One platform for virtual machines and Kubernetes

oryx.virt is a virtualization platform based on hyperconverged architecture. It provides a unified environment for creating, scaling and monitoring virtual machines, Kubernetes containers, storage and computing resources.

years on the market
3+
business days to deploy
3–10
technical support
24/7
Platform layers
  1. ManagementWeb interface · CLI · Terraform · cloud-init
  2. WorkloadsVirtual machines · Kubernetes containers · KubeVirt
  3. Network and securityCalico · Flannel · RBAC · TLS
  4. StorageDistributed storage · SSD · HDD
  5. ComputePhysical servers · Linux · GPU / vGPU

Core capabilities

  1. 01Create, scale and monitor virtual machines.
  2. 02Manage Kubernetes containers and modern DevOps workflows.
  3. 03Use built-in distributed storage for reliable, scalable data.
  4. 04Combine servers with different CPU and RAM configurations in one cluster.
  5. 05Use SSD and HDD storage from different vendors and in different formats.
  6. 06Support GPU and vGPU workloads.
  7. 07Automate provisioning through Terraform and cloud-init.
  8. 08Support multi-zone and multi-cluster configurations.
  9. 09Configure networks through plugins such as Calico and Flannel.
  10. 10Use RBAC and TLS security mechanisms.
  11. 11Manage the platform through a web interface or CLI.

Two delivery models

On the customer’s infrastructure

oryx.virt License

The platform is deployed on the customer’s equipment and inside the customer’s infrastructure. Licensing is based on physical server cores and storage capacity.

  • Licensed per physical core and per TB of storage
  • Mixed server and disk configurations in one cluster

Managed service

oryx.virt Vault

Virtual computing capacity is provided as a managed service. Equipment and oryx.virt are hosted in a Tier III data center and supplied as a subscription-based environment.

  • Subscription for any period, starting from 1 month
  • Option to buy out the equipment after the minimum subscription term

Representative scenarios

  • 01Isolated development and testing environments
  • 02Hosting infrastructure
  • 03AI and machine learning workloads
  • 04Big Data processing
  • 05Kubernetes orchestration
  • 06Infrastructure scaling

ORYX HARDWARE / INTEGRATED SYSTEMS

Hardware and software designed as one system

Oryx Hardware develops integrated systems for identity capture, document verification, access control and regulated operational workflows.

Biometric capture

SPECTR

Biometric photo capture designed for government and ICAO requirements.

Document verification

PEGAS

RFID document reading and identity verification.

Medical examination

PTME

Automated pre-trip and pre-shift medical examination.

Industries and applications

  • Visa centres
  • Government service centres and consulates
  • Access control and OEM integration
  • Banks and hotels
  • Transport and industrial companies
  • Class A office buildings

Engineering capabilities

  • Electronics design
  • Software development
  • Server-side systems
  • Enclosures and physical product design
  • Open API
  • Installation and deployment
  • Integration with existing access-control and government systems
  • In-house maintenance and support

ONE ENGINEERING ECOSYSTEM

From intelligence to infrastructure and physical systems

Each direction is a distinct layer of the same system. A project can start with one layer and extend to the others through shared interfaces.

Shared principles

  • Engineering-led design
  • Integration with existing systems
  • Deployment around customer requirements
  • Controlled access and security
  • Cloud, hybrid and on-premise options
  • Open interfaces where supported
  • In-house implementation and support
  1. L3

    Oryx AI

    Intelligence and automation

    Oryx AI provides the intelligence and automation layer.

  2. L2

    Oryx Virt

    Computing and virtualization

    Oryx Virt provides the computing and virtualization layer.

  3. L1

    Oryx Hardware

    Physical devices and integrated systems

    Oryx Hardware provides the physical device and integrated systems layer.

L0Customer systems and infrastructure

DEPLOYMENT AND CONTROL

Built around the customer’s infrastructure

Every project starts from the customer’s systems, security requirements and data boundaries.

  • 01Cloud, hybrid and on-premise deployment options
  • 02Data can remain inside the customer’s perimeter
  • 03Role-based access control
  • 04Action logging and operational traceability
  • 05Integration-level permission boundaries
  • 06Stop and rollback mechanisms for automated operations
  • 07Deployment into existing enterprise environments
  • 08Technical support and maintenance

NEXT STEP

Let’s find the right place to start

Tell us what you need to automate, virtualize or deploy. We will review the use case and suggest the right ORYX product direction and pilot format.

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