AIOTOR PIXELD · WORKSTATION TO GPU CLOUD

One compute platform for desktops, GPU workstations, research and GPU cloud.

PixelD is the execution platform between users, applications and managed compute: standard Workstations, GPU Workstations, Research Workstations, GPU Cloud, VDI and virtual apps, CAD/3D, Unreal-class interactive streaming, controlled development, managed application runtime and immersive VR/XR.

Real-time visual compute4K workstation profiles, graphics, engineering and interactive workloads over WAN.
One managed environmentDesktops, packaged apps, development workspaces and approved application runtimes.
Security + resilience around computeKIVVEC security intelligence and KVFES protected data can surround the PixelD operating path.
PixelD real-time enterprise compute fabric with 4K workspace and packaged applications
4K + 3DHigh-fidelity workspace
AI + GPUAccelerated workloads
Apps + RuntimeBuild · run · manage
WORKSTATIONDesktop · apps · browser
GPU WORKSTATION4K · CAD · 3D · Unreal
RESEARCHAI · vision · simulation
GPU CLOUDTraining · inference · render
ENDPOINTSExisting devices · Edge · Desktop

PIXELD IN ONE MINUTE

Move the working computer into controlled infrastructure.

Think of PixelD as the operating fabric between people and centralized compute. It can deliver a normal virtual desktop, a 4K GPU workstation, a research environment, an Unreal-class interactive application, a development workspace, a managed business application or an immersive XR session without turning each use case into a separate infrastructure island.

1 · USER / DEVICE

Browser · laptop · thin client · tablet · qualified headset

The endpoint is the interaction surface—not necessarily where the heavy workload runs.

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2 · PIXELD FABRIC

Identity · session · application · policy · lifecycle

PixelD places the user into the right managed environment and operating profile.

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3 · COMPUTE + DATA

CPU · GPU · RAM · applications · project state

The workload executes where performance, governance, recovery and economics make sense.

PIXELD USE-CASE MAP

From ordinary VDI to specialist visual, scientific and immersive workloads.

PixelD should be understood by the workload it enables. Start with a familiar virtual desktop or application-delivery problem, then extend the same managed fabric into GPU, research, development or immersive compute where required.

MEASURED INTERACTIVE PERFORMANCE

4K is not a decorative claim — it has been qualified on the running PixelD path.

Current qualification measured a live 3840×2160 Unreal Editor workload through the general PixelD workstation path. The figures below are workload-specific evidence, not a promise that every WAN or workload will behave identically.

3840×2160Live workstation surface
59.52 FPSMean decoded rate in qualification
8.14 msMean measured server video path
0 / 0Packet loss / dropped frames in the qualification runs

Internal qualification, 19 Oct 2026, on the current constrained test host. End-to-end user experience depends on WAN quality, workload, endpoint capability and assigned compute profile; 8.14 ms is the measured server video path and is not an input-to-photon latency claim.

Interactive 3D proof: an internally developed real-time game has also been run on PixelD, demonstrating interactive 3D application execution on the fabric. VR headset display, tracking, motion-to-photon and controller paths remain device-specific qualification items before production performance claims.

BEYOND THE VDI CATEGORY

One compute fabric. Multiple ways to work.

Traditional VDI starts with delivering a desktop. PixelD starts with the workload and gives IT one controlled environment for interactive desktops, applications, high-compute work, development and managed runtimes.

01 · WORKSPACE

Desktop & app delivery

Role-based workspaces, browser access, packaged applications and persistent user sessions.

Office · business · admin · branch
02 · HIGH-FIDELITY

Engineering & visual compute

4K workstation profiles for CAD, 3D, visualization, simulation and other graphics-intensive work.

CPU · GPU · 3D · real-time
03 · AI COMPUTE

AI, vision & research workspaces

Centralized accelerated environments for notebooks, AI tooling, computer vision, research and model-driven workflows.

AI · ML · vision · science
04 · DEVELOPMENT

Company-controlled dev environments

Give developers approved tools, repositories and build environments without distributing the entire infrastructure to endpoints.

Build · test · debug · govern
05 · APPLICATION RUNTIME

Host approved applications

Run qualified PixelWeb and internal application releases on managed private endpoints with health and rollback controls.

Private endpoint · release · rollback
06 · OPERATIONS

One control model

Manage compute profiles, application sets, access, support and environment lifecycle centrally instead of per workstation.

Provision · observe · support · scale
07 · IMMERSIVE / XR

VR, simulation & interactive worlds

Run immersive applications and real-time 3D experiences on PixelD-managed CPU/GPU compute. Headset display, tracking and input paths are qualified per device and deployment.

VR · XR · simulation · games

WHY PIXELD

A new compute model — not another remote-screen feature list.

The commercial value is simple: reuse capable endpoints, centralize expensive compute, standardize application environments and keep high-value data under organizational control.

ECONOMICS

Buy better compute centrally.

Extend endpoint life and avoid peak-sizing every user device for workloads that only some people need some of the time.

PERFORMANCE

Give the workload the profile it needs.

Move from office productivity to engineering, visualization, simulation, development and GPU-backed work without rebuilding the endpoint estate.

CONTROL

Keep the working environment governed.

Centralize applications, project data, access policy and support around the compute environment instead of distributing the full working set to every device.

FIVE ENTERPRISE OUTCOMES

Experience, control, security, resilience and efficiency—designed together.

PixelD should be evaluated as an operating model for high-value work, not only as a remote-display protocol.

EXPERIENCE

Interactive work across imperfect networks.

Adaptive visual delivery, high-resolution workstation profiles and workload-aware compute are designed to keep demanding work usable across distributed locations.

CONTROL

Centralize the environment, not the user.

Applications, compute profiles, project environments and support stay centrally managed while users retain device flexibility.

SECURITY

Keep sensitive work closer to governed infrastructure.

Centralized data paths, private application endpoints and KIVVEC security intelligence can reduce the amount of high-value working state scattered across endpoints.

RESILIENCE

Recover the work environment, not thousands of devices.

KVFES snapshots, versions and disaster-recovery workflows can protect the data foundation underneath PixelD environments.

EFFICIENCY

Right-size compute around demand.

Extend endpoint life, centralize premium CPU/GPU capacity and avoid sizing every user device for peak workloads that are only occasionally required.

AIOTOR PixelD real-time desktop product and use-case overview

PACKAGED APPLICATION ENVIRONMENT

Open the workspace and get to work — without building a workstation one application at a time.

PixelD can package the tools a role needs into the managed desktop, from everyday Office applications to demanding engineering and visualization software.

PixelD Office — Write · Sheets · Presentation · Draw · PDF · NotesEngineering & CAD — FreeCAD and technical design tools3D & Real-time — Blender · Unreal-class visualizationDevelopment — VS Code · terminal · browser · notebooksScience & Research — robotics · molecular visualization · AI / vision toolsBusiness — Mail · CRM · ERP · dashboards and internal applications

ONE WORKSPACE · MANY WORKLOADS

From office work to serious engineering and research.

PixelD is designed so the workspace follows the user while the compute profile follows the workload.

01

Engineering & CAD

Product design, technical drawing, CAD review and model interaction.

02

3D, real-time & immersive

Blender-class modelling, Unreal-class visualization, interactive games, VR/XR experiences and simulation.

03

Development & AI

Developer tools, terminals, notebooks, browsers and accelerated project environments.

04

Research & science

Robotics, molecular visualization, simulation and shared institutional compute.

05

Business applications

ERP, CRM, analytics, dashboards and controlled internal tools.

06

Office & documents

Documents, spreadsheets, presentations, PDF workflows and daily productivity.

07

Training & labs

Repeatable role-based environments for classrooms, technical labs and temporary teams.

08

Secure operations

Governed desktops for distributed branches, contractors, administrators and remote experts.

HOW THE MODEL CHANGES

The endpoint becomes the window. Compute lives where it makes business sense.

PixelD separates interaction from execution so organizations can modernize compute independently from the device lifecycle.

ACCESS / DISPLAY DEVICE

Laptop · thin client · tablet · browser · qualified VR headset

The edge focuses on display, input and secure access; immersive endpoints add headset-specific tracking and controller integration.

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PIXELD WORKSPACE

Applications · session · policy

Users enter a consistent workspace with centrally governed applications and desktop state.

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PREMIUM COMPUTE

CPU · GPU · RAM · data

Shared or dedicated profiles can be right-sized around workload and security requirements.

AIOTOR Office inside PixelD
PixelD application launcher with packaged applications
Mail · Drive · Office · Meetings · Remote
Same family · heavier compute when needed
PixelD research and education workspace spanning robotics, molecular research, simulation, CAD and AI

RESEARCH · EDUCATION · ENGINEERING

A full research desktop first. Accelerated compute behind it.

Researchers enter a complete managed desktop with notebooks, code, vision, simulation and governed project data. Standard, GPU, High GPU or Multi-GPU profiles can be attached according to workload and deployment policy.

RoboticsMolecular research3D & CADSimulationAI & MLComputer visionDevelopment

PIXELD APPLICATION HOSTING

Run more than desktops. Manage approved applications too.

PixelD can provide the controlled application environment behind PixelWeb deployments, keeping public exposure at the gateway while application endpoints, resources and release lifecycle remain centrally managed.

AIOTORPixelDDESKTOPS · DEVELOPMENT · APPLICATION HOSTING
PRIVATE ENDPOINT

Expose the service—not the server.

Route public requests through the gateway while the application itself remains on a controlled internal endpoint.

RELEASE CONTROL

Activate, health-check and roll back.

Use versioned artifacts and centralized lifecycle operations instead of editing a live public server in place.

RESOURCE POLICY

Keep execution bounded.

Apply deployment-specific resource, network and service policies around the application environment.

Hosting and isolation profiles depend on deployment configuration and qualification.

PIXELD DEVELOPMENT WORKSPACE

Give developers the workspace—not broad access to the infrastructure.

PixelD can become the controlled development environment, PixelWeb the build and publishing layer, and KIVVEC the security qualification gate before an application reaches production.

PIXELDDevelopEditor · build · test · debug inside an isolated workspace.
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PIXELWEBPackageCreate a controlled deployable application artifact.
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KIVVECQualifySecurity testing, runtime evidence and approval.
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PIXELD PRODUCTIONHost + manageRun the approved artifact in a centrally managed application environment with a tighter capability profile.

PIXELD BY INDUSTRY

Sell the outcome each industry already cares about.

The same compute fabric can be shaped differently for regulated finance, industrial engineering, healthcare research, public-sector operations, education and distributed branch estates.

FINANCIAL SERVICES

Regulated workspaces + operational continuity.

Analyst, developer, branch, privileged-operation and BCP environments with centralized data, controlled access and recovery-oriented infrastructure.

MANUFACTURING

Engineering, plant support + industrial AI.

CAD and 3D review, remote experts, supplier collaboration, plant applications, visualization and AI-assisted industrial workflows.

HEALTHCARE + RESEARCH

High-compute research without workstation sprawl.

Medical research imaging, scientific visualization, AI/ML, shared laboratory environments and remote specialist access under institutional control.

PUBLIC SECTOR

Private compute for distributed, regulated operations.

Government desktops, technical applications, secure administration, research environments and branch access with deployment control.

EDUCATION

Give every learner access to serious compute.

Engineering, AI, programming, robotics, simulation and 3D tools from institutional compute to laptops, labs and lower-cost endpoints.

RETAIL + BRANCH

Central applications across distributed locations.

Standardized branch workspaces, role-based applications, remote support and rapid environment updates without rebuilding every endpoint.

PIXELD + KVFES

High-performance compute deserves a resilient data foundation.

Pair PixelD visual compute with KVFES protected storage, snapshots, version history, fast recovery and disaster recovery so high-value workspaces can recover cleanly without scattering project data across endpoints.

KVFES enterprise storage fabric for protected PixelD data, snapshots, recovery and disaster recovery

PIXELD PILOT

Choose one expensive workload. Prove the experience and economics.

Start with a controlled team, application set and compute profile. Measure interaction quality, application performance, support effort, endpoint reuse and operational control before expanding.