ClusterP&L: Empowering GPU Cluster Investors with Real-World Financial Insights

At Eliovp BV, we’ve spent years on the cutting edge of GPU cluster deployment and optimization across Europe. Our team supports leading organizations in AI, finance, and research, architecting, building, and scaling high-performance infrastructure. Over time, our customers, both newcomers and seasoned adopters, repeatedly asked the same question:

“Can you help us build a P&L model for our GPU cluster investment?”

Time and again, we found ourselves crafting custom profitability models, refining spreadsheets, and running dynamic “what-if” scenarios for every project. This made it clear that many organizations need a user-friendly, continually updated tool for accurately forecasting the financial returns of their GPU clusters.

That’s why we built ClusterP&L.


Why ClusterP&L?

  1. Born from Real-World Demand
    ClusterP&L was launched in direct response to our clients’ ongoing needs. Rather than creating a new P&L model from scratch for each engagement, we centralized our expertise in a tool that’s available anytime, anywhere.
  2. Built by Practitioners, for Practitioners
    Our team has hands-on experience with real-world deployments rather than relying solely on theoretical frameworks. Every ClusterP&L feature is rooted in authentic GPU infrastructure project insights.
  3. Always Up to Date
    In a rapidly evolving GPU market, staying current is critical. ClusterP&L is a living platform, regularly refreshed to reflect new hardware, pricing dynamics, and best practices.
  4. Empowering Our Customers
    Instead of waiting for custom spreadsheets, users can instantly explore scenarios, fine-tune assumptions, and access on-demand financial projections that keep them in the driver’s seat.

Key Features

Comprehensive GPU System Configuration

  • Model the economics of leading GPU systems, H200, B200, L40, MI325, and more.
  • Adjust system count, contract length, utilization, power costs, and PUE to reflect real-time conditions.
  • Leverage transparent pricing for both on-demand and term-based contracts.

Preset Configurations for Real-World Scenarios

  • Ready-to-use templates for AI Training, Inference, HPC Research, and Startup MVP clusters.
  • Each preset integrates established best practices to mirror typical industry deployments.

Advanced Financial Modeling

  • Generate key profitability metrics like NPV, IRR, ROI, and payback period.
  • Harness Monte Carlo simulations for risk assessment, enabling you to gauge confidence intervals and scenario variability.
  • Access a robust three-statement financial model (income statement, balance sheet, and cash flow) for comprehensive analysis.

Holistic Networking Considerations

  • In addition to GPU hardware, we recognize the critical role of high-speed networking, such as InfiniBand or advanced Ethernet solutions, to minimize bottlenecks and maximize cluster throughput.
  • Our real-world expertise with complex networking topologies will be integrated into future versions of ClusterP&L, helping you plan and forecast end-to-end infrastructure ROI.

Scenario Management

  • Save, load, and compare multiple scenario configurations.
  • Explore future GPU price shifts, demand fluctuations, and hardware launches via the Scenario Explorer.
  • Export your results as PDF or CSV to share with stakeholders and team members.

Interactive Visualizations

  • Dynamic charts break down costs, project profit, analyze sensitivities, and more.
  • Optimized for both desktop and mobile with seamless dark and light mode compatibility.

Responsive, User-Friendly UI

  • Leverages a mobile-first design that looks great on any device.
  • Simplified tabbed navigation for Core Configuration, Advanced Settings, Deployment Model, and Financial Summary.
  • A floating summary bar provides instant access to top-level metrics like Profit, ROI, and Payback.

Custom Workload Templates

  • Out-of-the-box templates for LLM training, inference, and additional GPU-intensive workloads.
  • Token-based cost modeling and performance metrics tailored to AI use cases.

Export and Reporting

  • Download comprehensive PDF or CSV reports for offline analysis.
  • (Coming Soon) Export charts and insights as images for presentations and stakeholder updates.

How It Works: A Quick Walkthrough

  1. Start on the Home Page
    • A prominent disclaimer highlights that ClusterP&L is a living tool: “The GPU market changes rapidly, and we are continuously updating this resource.”
  1. Configure Your Scenario
    • Select a preset (e.g., “AI Training Cluster”) or build your configuration from scratch.
    • Adjust variables, system count, contract length, utilization, power cost, and more, to see instant ROI and payback data.
  1. Analyze Results
    • Access a detailed financial breakdown of CAPEX, OPEX, revenue forecasts, and cash flow.
    • Dive into advanced metrics like NPV, IRR, and Monte Carlo simulations to evaluate performance under different market conditions.
    • Compare multiple scenarios side by side with ease.
  1. Export and Share
    • Export the final projections as a PDF or CSV for immediate distribution.

Example: AI Training Cluster

Imagine evaluating a realistic scenario using the “AI Training Cluster” preset:

  • 128 H200 systems
  • 1-year contract
  • 85% utilization
  • Power cost: $0.019/kWh
  • Optimized for large language model training

In just a few clicks, you’ll see the entire financial projection, including profit, ROI, and payback period. From there, you can adjust parameters, compare scenarios, and export results to share with stakeholders or your broader team.


Disclaimers & Transparency

ClusterP&L is, and will always be, a work in progress. The GPU market moves fast, and we regularly refine the tool to capture new pricing, hardware releases, and emerging best practices. All results are estimates and should not be construed as financial advice.


What’s Next?

  • Market Benchmarking Dashboard: Assess your configuration relative to market averages and top-tier implementations.
  • More Templates: Targeted solutions for LLM workloads, advanced parallelism strategies, and beyond.
  • Integrated Networking Models: Build in financial projections for InfiniBand and Ethernet infrastructure to deliver a holistic ROI view.
  • Image Export: Convert charts and analytics into ready-made images for fast, professional presentations.
  • Enhanced Collaboration: Share scenarios and insights with colleagues or external stakeholders more seamlessly.

About Eliovp BV

Eliovp BV is an industry leader in GPU cluster deployment and optimization, with a proven track record worldwide. Our team partners with clients in AI, finance, and research to help them maximize infrastructure ROI.

  • 10+ Large-Scale GPU Deployments: Spanning multiple industries and use cases
  • Diverse Client Base: Financial, AI, and research-focused firms
  • On-Prem & Cloud Expertise: Flexibility to deliver value in any environment
  • Advanced Networking Know-How: Expert guidance in InfiniBand and Ethernet for high-bandwidth, low-latency cluster designs

Visit eliovp.com to learn more.


Try ClusterP&L Today

  • Launch the Calculator: Calculator
  • Contact Eliovp BV: For a custom consultation, head to Eliovp.com.
  • Feedback & Features: We thrive on user input. Let us know how we can further refine ClusterP&L.