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UnityOne

UPC AI Factory Optimized For
The Best Token Economics

A production-grade AI infrastructure model that combines GPU-optimized compute, intelligent orchestration, and full-stack automation.

Benefits

Your AI Factory, Ready in Days

Rack Density

130–240 kW per rack with NVIDIA H100/Blackwell, liquid-cooled for maximum AI performance per watt.

Rapid Deploy

Production-ready in days, not months. Pre-integrated MLOps and validated GPU clusters.

Private Dedication

64 to 10,000+ dedicated GPUs. Single-tenant private cloud HIPAA, GDPR, DPDP compliant.

Fungible GPU Pooling

Dynamically allocate mixed NVIDIA GPUs from a unified pool for optimal efficiency, lowest TCO.

AI Infrastructure Solutions

Centralized

AI Factory

One Site · Maximum Performance

"Deploy 512–10,000+ NVIDIA GPUs in a single data center."

GPU scale512 – 10,000+

Rack density130 – 240 kW

GPU-GPU latency< 100 µs

Cost efficiencyLowest per compute

Best for: Foundation model training, LLMs, diffusion & multi-modal models

Distributed

AI Factory

Many Sites · Unified Control

"Deploy GPU clusters across multiple locations with federated learning."

TopologyMulti-site federated

Edge latency< 1 ms

Data residencyLocal per site

ComplianceDPDP · GDPR · HIPAA

Best for: Edge AI, regulated industries, multi-national enterprises

Most Comprehensive Database as a Service Solution

Relational Databases

UnitedLayer supports relational databases like MySQL, Oracle, PostgreSQL, and Microsoft SQL Server. We offer architecture design, monitoring, upgrades, migrations, and backup/recovery services to ensure optimal performance and data integrity.

NoSQL Databases

Our database management expertise extends to NoSQL databases such as MongoDB, Redis, and Cassandra. We provide consulting, monitoring, tuning, and migration services for unstructured data applications.

Cloud Databases

UnitedLayer facilitates seamless database migration and management on cloud platforms like AWS, Azure, and Google Cloud Platform. We ensure scalability, 24/7 monitoring, and data protection through scheduled backups.

Vector Databases

While not explicitly listed, UnitedLayer’s consulting services can be customized to support vector databases like Milvus or Pinecone, enabling advanced AI-driven applications.

Benefits

Production-Ready AI Inference at Scale

Accelerated AI Deployment

Rapidly transition from development to production with scalable and deployment-ready AI infrastructure environments

Optimized Cost Efficiency

Reduce overall AI infrastructure costs through intelligent resource utilization and optimized token and inference economics

Multi-GPU Support

Supports flexible GPU configurations including L40s, B200s, and B300s for scalable high-performance AI workloads

Flexible Operations Model

Choose self-managed or fully managed operations with complete control, visibility, and enterprise-grade support services

Choose The AI Infrastructure that creates impact

Contiguous AI Factories

Built for centralized, hyperscale AI performance

Distributed AI Factories

Engineered for low-latency, sovereign, edge-driven AI

AI Factories Pro

Optimized inference at token scale

Enterprise AI Factories

Turnkey private AI factories secured

Key Features

Designed as a
pre-curated, production-ready model to accelerate deployment

A fully integrated, scalable architecture designed to support high-performance AI workloads with efficiency and control.

Flexible Consumption

Supports CapEx and OpEx models aligned with enterprise financial strategies

Pre-Engineered Design

Curated architecture enables faster deployment of production-ready AI environments

Rapid Deployment

Accelerates time-to-production with standardized yet customizable AI infrastructure frameworks

Integrated Stack

Combines infrastructure, platform, observability, automation, and orchestration layers seamlessly

Built-In Observability

Enables real-time monitoring, insights, and performance tracking across AI operations

Automation-Driven

Reduces manual intervention through intelligent workflows and agentic orchestration capabilities

High Throughput

Maximizes compute efficiency for large-scale training and real-time inference workloads

Cost Optimization

Minimizes token and inference costs through intelligent workload and resource tuning

Low Latency

Ensures faster response times with optimized networking and GPU utilization strategies

Workload Alignment

Infrastructure customized specifically to meet unique AI and ML requirements

Production-Ready Inference

Enables scalable, high-performance inference environments for enterprise AI applications

Elastic Scalability

Dynamically scales resources based on workload demand and performance requirements

Advanced GPU Support

Compatible with L40s, B200s, B300s across NVIDIA and AMD ecosystems

Complete Ecosystem

Includes compute, storage, backup, and disaster recovery for reliability

Flexible Deployment

Deploy in private cloud or data center environments with full control

Benefits

Production-Ready AI Inference at Scale

Accelerated AI Deployment

Rapidly transition from development to production with scalable and deployment-ready AI infrastructure environments

Optimized Cost Efficiency

Reduce overall AI infrastructure costs through intelligent resource utilization and optimized token and inference economics

Scalable Performance

Seamlessly scale compute, storage, and GPU resources to meet evolving AI workload demands

Flexible Operations Model

Choose self-managed or fully managed operations with complete control, visibility, and enterprise-grade support services

Blogs

Explore Solutions That Propel Businesses Forward

Stay ahead with the latest trends and expert advice in cloud computing.

ALLEngineeringProducts

Train, Deploy & Scale AI Faster with UPC Accelerated

AI innovation is accelerating rapidly, but the infrastructure required to run it at scale is struggling to keep pace, ultimately decelerating enterprises from operationalizing AI. Additionally, increasing infrastructure demands driven by data-sensitive use cases…

ALLEngineeringProducts

Private AI: The New Core of GCC Transformation

Industry verticals spanning financial services to healthcare – are racing to “operationalize AI” and shift their captive GCCs into innovation centers, aiming to achieve automation & efficiency, accelerated research & innovation, and better decision-making.…

ALLEngineeringProducts

Why are Enterprises Re-Architecting Infrastructure for AI Workloads?

AI is evolving from experimentation to a core driver of enterprise competitiveness. AMD’s Modern Infrastructure for the AI Era captures the scale of this shift, revealing that 85% of CIOs adopted GPU-accelerated infrastructure in…

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UnitedLayer is the world’s leading private cloud solution provider, empowering enterprises with secure, high-performance infrastructure powered by the latest Agentic AI innovations. Our offerings include UnitedConnect®, UnitedEdge®, UnitedSecure™, and the United Private Cloud® Suite, now enhanced with Enterprise Private Cloud with Private AI, featuring UPC Sovereign Cloud, United NaaS, UPC AI Factory, UPC Container Cloud, UPC DR Cloud, UPC DRaaS, and UPC Cyber Vault. Complementing this portfolio are Unified Observability, Agentic Orchestration, and Cloud Management capabilities that deliver intelligent automation, real-time visibility, and centralized control across the entire stack. Together, these solutions provide an enterprise-grade PaaS and IaaS experience with premium features such as 99.999% availability, software-defined agility, and seamless multicloud connectivity.