
Complexity, Cost, and Uncertainty Represent the Biggest Challenges in AI Inferencing for HPC
$3,000.00
Authors: Tom Sorensen and Bob Sorensen
Publication Date: February 202025
Length: 3 pages
Hyperion Research has just completed a study of AI inferencing practices, trends, and concerns. Data from this study of HPC users integrating AI inferencing technology into their HPC workloads indicated major concerns in the areas of cost management, complexity of integration, and potential technical issues. As shown in previous Hyperion Research studies, the majority of HPC sites, especially in the industrial and commercial sectors, are in various stages of integrating AI technology into their HPC/technical computing workflows. While buy-in on the promises of the technology remain high, there are some major potential roadblocks, especially when it comes to budgeting, ease of use, and the complex realm of hardware and software management.
Related Products
- Updated results continue to indicate substantial returns for investments in HPC: * The data now covers 763 successful HPC projects
- On average $507 dollars in revenue per dollar of HPC invested was generated * On average $47 dollars of profit (or cost savings) per dollar of HPC invested was generated * The average HPC investment per innovation was $2.6 million
Regional Profiles of AI Capability: The European Union
Michael Feldman, Melissa Riddle
In 2018, the European Union (EU) officially entered the competition for global leadership in artificial intelligence, outlining its strategy under the Coordinated Plan on Artificial Intelligence. Like China and the United States, the EU sees the technology as a major driver for regional economic growth and productivity, as well as a way to solve the world’s most pressing environmental and social challenges.
March 2020 | Special Analysis
Updated Financial ROI and Innovation ROR Results from Investments in HPC
Earl Joseph, Steve Conway, Alex Norton
Hyperion Research's continuing efforts in Return on Investment (ROI) research examine individual HPC projects and measure the amounts spent on the HPC resources compared with the projects' financial and innovation returns. This report provides an update on this research, including new ROI and Return on Research (ROR) data and additional analysis. Key findings of this updated research include:
November 2020 | Special Analysis