01

High-Density AI Infrastructure & Facility Engineering

  • Next-Gen Data Center Architecture & Capacity Planning
  • Advanced Thermal Management & HVAC Optimization
  • Scalable Power Distribution & Precision Cooling Layouts

02

High-Performance GPU Cluster &
Network Fabric Integration

  • Multi-Node GPU Server & High-Throughput Storage Clustering
  • Ultra-Low Latency InfiniBand Network Fabric Setup
  • Intelligent Rack Configuration & Redundant Power Systems

03

Full-Stack MLOps & Autonomous
Cluster Operations

  • Automated Cluster Management & Software Orchestration
  • Distributed AI Model Training & Framework Optimization
  • Proactive AI Infrastructure Monitoring & Predictive Maintenance

01

High-Density AI Infrastructure & Facility Engineering

  • Next-Gen Data Center Architecture & Capacity Planning
  • Advanced Thermal Management & HVAC Optimization
  • Scalable Power Distribution & Precision Cooling Layouts

02

High-Performance GPU Cluster & Network Fabric Integration

  • Multi-Node GPU Server & High-Throughput Storage Clustering
  • Ultra-Low Latency InfiniBand Network Fabric Setup
  • Intelligent Rack Configuration & Redundant Power Systems

03

Full-Stack MLOps & Autonomous Cluster Operations

  • Automated Cluster Management & Software Orchestration
  • Distributed AI Model Training & Framework Optimization
  • Proactive AI Infrastructure Monitoring & Predictive Maintenance

Hybrid Infrastructure Platform for Autonomous Manufacturing

A comprehensive architecture that seamlessly integrates smart manufacturing solutions with exclusive IaaS portals, high-performance GPUs, and robust security infrastructure

Exclusive Portal (IaaS)

Portal-based Platform Mgmt.

  • Self-Service & Integrated Monitoring for Admins and Users
  • Cloud-based Integrated Management
  • Delivering Advanced Metering and Billing Management Capabilities

GPU & CMP

Provides High-Perf. GPUs & Mgmt. Pl.

  • Provided GPUs(H200/B200/300 etc.)
  • Provide AI-STACK : Maximize GPU efficiency through AI-STACK’s integrated management.

Unified DC Managed Svc.

Delivering Expert-led Cloud Operational Excellence

  • Specialized Data Center Infrastructure Management
  • Provide Operation Expert

Integrated Security Svc.

Provides Integrated Security & Compliance Pl.

  • Delivering Best-in-Class Security
  • Infrastructure and Solutions for Data Centers (ISMS Certification)

Data Center

Providing Best-in-Class, High-Efficiency Data Centers

  • Delivering Best-in-Class Noise Control and Superior Energy Efficiency

+

MenuVerse Solution

AI Autonomous Manufacturing
Smart AI-IN-ONE Service

Hybrid Infrastructure Platform for Autonomous Manufacturing

A comprehensive architecture that seamlessly integrates smart manufacturing solutions with exclusive IaaS portals, high-performance GPUs, and robust security infrastructure

Exclusive Portal (IaaS)

Portal-based Platform Mgmt.

  • Self-Service & Integrated Monitoring for Admins and Users
  • Cloud-based Integrated Management
  • Delivering Advanced Metering and Billing Management Capabilities

GPU & CMP

Provides High-Perf. GPUs & Mgmt. Pl.

  • Provided GPUs(H200/B200/300 etc.)
  • Provide AI-STACK : Maximize GPU efficiency through AI-STACK’s integrated management.

Unified DC Managed Svc.

Delivering Expert-led Cloud Operational Excellence

  • Specialized Data Center Infrastructure Management
  • Provide Operation Expert

Integrated Security Svc.

Provides Integrated Security & Compliance Pl.

  • Delivering Best-in-Class Security
  • Infrastructure and Solutions for Data Centers (ISMS Certification)

Data Center

Providing Best-in-Class, High-Efficiency Data Centers

  • Delivering Best-in-Class Noise Control and Superior Energy Efficiency

+

MenuVerse Solution

AI Autonomous Manufacturing
Smart AI-IN-ONE Service

Core Software Platforms for GPU Center

GPU Cloud & Orchestration Solution
A comprehensive multi-user GPU allocation and monitoring system that maximizes infrastructure efficiency through dynamic resource scheduling and real-time dashboard tracking.

Core Software Platforms for GPU Center

GPU Cloud & Orchestration Solution
A comprehensive multi-user GPU allocation and monitoring system that maximizes infrastructure efficiency through dynamic resource scheduling and real-time dashboard tracking.

Category Infrastructure Management Solution GPU Cloud & Orchestration Solution
Key Objective Ensuring hardware infrastructure stability and reliability Maximizing GPU resource efficiency and boosting developer productivity
Resource Management Monitoring the health and status of physical servers and GPUs Virtualized GPU resource pooling and project-based allocation
Workload Management Real-time performance monitoring and analytics at the server level Container (Docker)-based training and inference workload management
Key Features Auto-discovery, fault alerting, and automated reporting Job scheduling, template management, and model serving (RCS)

The Ultimate Alternative to Expensive Cloud Solutions

The Ultimate Alternative to Expensive Cloud Solutions

The Inevitable Transition to On-Premise

While public clouds offer a convenient starting point for initial deployments, the reality of scaled data analytics often leads to unpredictable and skyrocketing cloud invoices. For sustainable, long-term operations, transitioning to a dedicated on-premise infrastructure is not an option—it is a financial necessity.

70% Cost Reduction Compared to Major Cloud Providers

Currently, AWS is the only major cloud provider offering a comparable hybrid service ecosystem (combining data center infrastructure with manufacturing solutions). However, by choosing ManuVerse, your organization can achieve up to a 70% reduction in total cost of ownership (TCO) while maintaining the exact same GPU

The Unmatched Edge:
True End-to-End Infrastructure

Unlike cloud-first providers, ManuVerse delivers a truly unified architecture. Major providers like AWS do not offer the critical starting point of the architecture—the Edge IoT Gateway. ManuVerse bridges this gap, seamlessly connecting your physical shop floor directly to your dedicated data infrastructure from day one.

The Inevitable Transition to On-Premise

While public clouds offer a convenient starting point for initial deployments, the reality of scaled data analytics often leads to unpredictable and skyrocketing cloud invoices. For sustainable, long-term operations, transitioning to a dedicated on-premise infrastructure is not an option—it is a financial necessity.

70% Cost Reduction Compared to Major Cloud Providers

Currently, AWS is the only major cloud provider offering a comparable hybrid service ecosystem (combining data center infrastructure with manufacturing solutions). However, by choosing ManuVerse, your organization can achieve up to a 70% reduction in total cost of ownership (TCO) while maintaining the exact same GPU

The Unmatched Edge: True End-to-End Infrastructure

Unlike cloud-first providers, ManuVerse delivers a truly unified architecture. Major providers like AWS do not offer the critical starting point of the architecture—the Edge IoT Gateway. ManuVerse bridges this gap, seamlessly connecting your physical shop floor directly to your dedicated data infrastructure from day one.

TCO Results

(AWS vs ManuVerse DC) – H200 (24EA, Phase1), Based 3-year

TCO Results

(AWS vs ManuVerse DC) – H200 (24EA, Phase1), Based 3-year

Category On-Premise 3-Year TCO Analysis
(ManuVerse Data Center)		 AWS Cloud 3-Year TCO Analysis
AWS (Public Cloud)
Details Cost Details Cost
Initial/Upfront Cost
(CapEx)
  • 1) Servers & GPUs: 6x bare-metal servers equipped with 24x H200 GPUs (including CPUs, RAM, and local NVMe storage).
  • 2) Network Infrastructure: InfiniBand and high-speed Ethernet switches for parallel node processing.
  • 3) Setup Costs: Rack deployment, cabling, and initial stabilization engineering.
  • 4) Infrastructure & GPU mgmt. tools: AI-STACK & TTM
  • 1 unit
  • Compute Costs (CapEx equivalent):AWS (3x 8-GPU Instances)
  • Even with the steepest 3-year upfront discount, securing three 8-Way AI instances requires a massive fixed commitment.
  • 1 unit x 2
3-Year OpEx
  • 1) Colocation & Power: Space and electricity for 6 high-density servers (approx. 4-5kW per server), factoring in standard Power Usage Effectiveness (PUE) rates.
  • 2) Maintenance (MA) & Licensing: Renewal of NVIDIA AI Enterprise (NVAIE) licenses and partner technical support within the standard 3-year hardware warranty period.
  • 1 unit
  • Storage & Network (OpEx):
  • Storage: High-performance storage for massive training datasets (e.g., Amazon FSx for Lustre or large EBS volumes).
  • Data Transfer (Egress): Continuous costs for outbound data transfer and inter-node communication within the VPC.
  • 1 unit x 2
ManuVerse
(Platform)
  • Edge IIoT gateway
  • DataOps (DataLake etc.)
  • AI Services (options)
  • Basic option
  
  • Excluded
Local LLM        
Asset Ownership  
  • Permanent (Residual value remains)
  
  • None (Lease expires)
3-Year TCO Results  
  • Total cost
  
  • Total cost x 2

Case Study

SMIC Innovation Data Center Platform & Mobile Data Center (2020)

Case Study

SMIC Innovation Data Center Platform & Mobile Data Center (2020)