--- description: AMD says AI energy efficiency improved 4x from 2024 to mid-2026, ahead of its 3x pace toward a 20x rack-scale goal by 2030. title: AMD AI Energy Efficiency Up 4x Since 2024, Ahead of Pace on Its 20x-by-2030 Rack-Scale Goal image: https://www.storagereview.com/wp-content/uploads/2026/07/Storagereview-Lux-supercomputer-04-2.jpg --- [![Storage Review]()](https://storagereview.com/) --- [Facebook](https://www.facebook.com/@storagereview) [X (Twitter)](https://twitter.twitter.com/storagereview) [Instagram](https://www.instagram.com/storagereview/) [LinkedIn](https://www.linkedin.com/company/storagereview-com) [YouTube](https://www.youtube.com/user/storagereview?sub_confirmation=1) [Email](mailto:info@storagereview.com) [Spotify](https://open.spotify.com/show/1y6VnznABhHeOSMOmbDTz0) [Reddit](https://www.reddit.com/r/StorageReview/) [Discord](https://discord.gg/TwMHb4azdC) [RSS Feed](https://www.storagereview.com/rss.xml) [TikTok](https://www.tiktok.com/@storagereview) [Facebook](https://www.facebook.com/@storagereview) [X (Twitter)](https://twitter.com/storagereview) [Instagram](https://www.instagram.com/storagereview/) [LinkedIn](https://www.linkedin.com/company/storagereview-com) [YouTube](https://www.youtube.com/user/storagereview?sub_confirmation=1) [Email](mailto:info@storagereview.com) [Spotify](https://open.spotify.com/show/1y6VnznABhHeOSMOmbDTz0) [Reddit](https://www.reddit.com/r/StorageReview/) [Discord](https://discord.gg/TwMHb4azdC) [RSS Feed](https://www.storagereview.com/rss.xml) [TikTok](https://www.tiktok.com/@storagereview) [![StorageReview.com](https://www.storagereview.com/wp-content/uploads/2026/07/Storage-Review-2x.png)](https://www.storagereview.com) ≡ Menu - [Home](https://www.storagereview.com/) - [Storage Reviews](https://www.storagereview.com/review) - [End User Reviews](https://www.storagereview.com/consumer) - [Enterprise Reviews](https://www.storagereview.com/enterprise) - [Ubiquiti Reviews](https://www.storagereview.com/best/ubiquiti-reviews) - [SR Merch](https://store.storagereview.com) - [Leaderboards](https://www.storagereview.com/best) - [Best Storage Arrays](https://www.storagereview.com/best/storage-arrays) - [Best Enterprise SSDs](https://www.storagereview.com/best/enterprise-ssds) - [Best Servers](https://www.storagereview.com/best/servers) - [Best Enterprise GPUs](https://www.storagereview.com/best/enterprise-gpus) - [Best Desktops for Local AI](https://www.storagereview.com/best/desktops-local-ai) - [Best Laptops for Local AI](https://www.storagereview.com/best/laptops-local-ai) - [Best Local LLM Tools](https://www.storagereview.com/best/local-llm-tools) - [Agentic AI Hardware](https://www.storagereview.com/best/agentic-ai-hardware) - [Best SSDs & Hard Drives](https://www.storagereview.com/best_drives) - [Best Portable SSDs](https://www.storagereview.com/best/portable-ssds) - [Best Business Laptops](https://www.storagereview.com/best/business-laptops) - [Best Mobile Workstations](https://www.storagereview.com/best/mobile-workstations) - [Best Desktop Workstations](https://www.storagereview.com/best/desktop-workstations) - [Best Mini PCs](https://www.storagereview.com/best/mini-pcs) - [Best Laptop Battery Life](https://www.storagereview.com/best/laptop-battery-life) - [Storage Reference Guide](https://www.storagereview.com/storage-reference-guide) - [About SR](https://www.storagereview.com/about-storagereview) - [StorageReview.com Sweepstakes Rules and Regulations](https://www.storagereview.com/storagereview-com-sweepstakes-rules-and-regulations) Search [Home](https://www.storagereview.com/) » [News](https://www.storagereview.com/news) » AMD AI Energy Efficiency Up 4x Since 2024, Ahead of Pace on Its 20x-by-2030 Rack-Scale Goal # AMD AI Energy Efficiency Up 4x Since 2024, Ahead of Pace on Its 20x-by-2030 Rack-Scale Goal by Harold Fritts on August 18, 2026 [AI](https://www.storagereview.com/enterprise/ai)  ◇  [Enterprise](https://www.storagereview.com/enterprise) [AMD said it has achieved an estimated 4x increase](https://newsroom.amd.com/news/amd-tracks-ahead-of-rack-scale-ai-energy-efficiency-goal/) in AI energy efficiency from 2024 to mid-2026, exceeding its projected 3x target for the period. It is working toward [a 20x improvement in rack-scale AI training and inference efficiency by 2030](https://www.amd.com/en/blogs/2025/amd-surpasses-30x25-goal-sets-ambitious-new-20x-rack-scale-energy-efficiency-target-for-ai-systems-by-2030.html), a goal it set in June 2025. The company measures progress against a 2024 baseline using performance-per-watt metrics across representative AMD rack configurations. AMD noted that its 2026 results combine measured product data with modeled estimates where final performance data were unavailable. When AMD set the 20x goal, it said the target itself outpaced the industry improvement trend from 2018 to 2025 by nearly 3x; the interim 4x result lands ahead of even that accelerated slope. ![Rendering of the Lux supercomputer under construction at Oak Ridge National Laboratory, an AMD-powered system and the first Genesis Mission platform](https://www.storagereview.com/wp-content/uploads/2026/07/Storagereview-Lux-supercomputer-03-2.jpg) The Lux supercomputer is under construction at Oak Ridge National Laboratory in Tennessee. Powered by AMD technology, Lux is designed to be the first operational Genesis Mission platform and will help expand the U.S. Department of Energy’s AI leadership and accelerate progress and innovation in energy research, materials science, medicine, and advanced manufacturing. (Credit: Oak Ridge National Laboratory) ## Rack-Scale, Not Component-Level AMD’s 20×30 initiative targets rack-scale gains rather than component-level improvements alone. The company is positioning its approach around coordinated advances across compute silicon, process technology, memory and interconnect bandwidth, software, and system design. This reflects the growing importance of full-stack optimization as AI infrastructure shifts from individual accelerators to densely integrated racks. “The next wave of AI efficiency will depend on tighter co-optimization across compute silicon, memory, interconnects, software and rack-scale system design,” said Sam Naffziger, AMD senior vice president and Corporate Fellow, in the announcement. It is the same full-stack pitch behind [Lux, the AMD-powered system that became the first Genesis Mission supercomputer](https://www.storagereview.com/news/amds-lux-becomes-the-first-genesis-mission-supercomputer-with-discovery-to-follow-in-2028) at Oak Ridge National Laboratory. The company expects higher energy efficiency to provide two outcomes by 2030, depending on how customers deploy the available performance. Under one scenario, AMD projects that approximately two future racks could deliver the same compute capability as 570 racks from 2024, reducing use-phase electricity consumption by 20x and carbon intensity by 28x. Alternatively, the projected improvements could enable 20x more compute, measured in floating-point operations per second per watt, with the same energy use. Memory and interconnect technologies are central to that effort. AMD identified high-bandwidth memory, larger caches, and tighter memory-to-compute integration as mechanisms to keep compute resources fed while reducing energy-intensive data movement. [High-speed scale-up interconnects](https://www.storagereview.com/news/amd-mi455x-and-helios-432gb-hbm4-72-gpu-racks-and-a-real-answer-to-vera-rubin), the fabric at the center of AMD’s 72-GPU MI455X Helios rack, are also expected to become increasingly important as larger AI workloads require more efficient communication among GPUs, CPUs, memory, and other rack-level components. ## Software Could Push It to 100x Software remains another component of the company’s efficiency strategy. AMD said its ROCm software stack, open standards, and customer optimization efforts are intended to improve AI training and inference throughput while reducing energy use per generated token. The company expects software, algorithmic, and model-level advances to compound hardware and systems gains, potentially supporting up to a 100x overall improvement in AI energy efficiency by 2030. The focus is increasingly on useful compute per available watt. As power delivery, cooling capacity, and physical infrastructure become constraints on AI expansion, improvements in rack-scale performance per watt could reduce electricity use and improve infrastructure utilization without requiring power consumption to scale linearly with compute demand. **Engage with StorageReview** [Newsletter](https://www.storagereview.com/storage_newsletter) |  [YouTube](https://www.youtube.com/user/StorageReview "Opens in a new window") | Podcast  [iTunes](https://podcasts.apple.com/gb/podcast/storagereview-com-storage-reviews/id1060681115 "Opens in a new window")/ [Spotify](https://open.spotify.com/show/1y6VnznABhHeOSMOmbDTz0 "Opens in a new window") |  [Instagram](https://www.instagram.com/storagereview/ "Opens in a new window") |  [Twitter](https://twitter.com/storagereview "Opens in a new window") |  [TikTok](https://www.tiktok.com/@storagereview? "Opens in a new window") |  [RSS Feed](https://www.storagereview.com/rss.xml) ![]() ### Harold Fritts I have been in the tech industry since IBM created Selectric. My background, though, is writing. So I decided to get out of the pre-sales biz and return to my roots, doing a bit of writing but still being involved in technology. Previous post: [Micron and SK hynix Commit Billions to Memory Capacity, but Almost Nothing Lands Before 2028](https://www.storagereview.com/news/micron-and-sk-hynix-commit-billions-to-memory-capacity-but-almost-nothing-lands-before-2028) Next post: [SK hynix and Solidigm Split the NAND Map: 54 Trillion Won at Home, a Reported Dalian Fab 2 Restart in China](https://www.storagereview.com/news/sk-hynix-and-solidigm-split-the-nand-map-54-trillion-won-at-home-a-reported-dalian-fab-2-restart-in-china) Trusted Vendors Products and solutions from our affiliate partners: - [ ![Ubiquiti Logo](https://www.storagereview.com/wp-content/uploads/2024/11/2-1.webp) Ubiquiti ](https://store.ui.com/us/en?a_aid=StorageReview "Opens in a new window") - [ ![Newegg Logo](https://www.storagereview.com/wp-content/uploads/2025/11/newegg.webp) Newegg ](https://click.linksynergy.com/fs-bin/click?id=g5terNMDhz0&offerid=1207190.18&subid=0&type=4 "Opens in a new window") - [ ![Amazon Logo](https://www.storagereview.com/wp-content/uploads/2025/11/amazon.webp) Amazon ](https://amzn.to/4fLJUEW "Opens in a new window") Newsletter Subscribe to the StorageReview newsletter to stay up to date on the latest news and reviews. We promise no spam! 1 Leave this field empty if you’re human: ## Advertisement Content Categories [Facebook](https://www.facebook.com/@storagereview) [X](https://twitter.com/storagereview) [Instagram](https://www.instagram.com/storagereview/) [LinkedIn](https://www.linkedin.com/company/storagereview-com) [YouTube](https://www.youtube.com/user/storagereview?sub_confirmation=1) [Email](mailto:info@storagereview.com) [Spotify](https://open.spotify.com/show/1y6VnznABhHeOSMOmbDTz0) [Reddit](https://www.reddit.com/r/StorageReview/) [Discord](https://discord.gg/TwMHb4azdC) [RSS](https://www.storagereview.com/rss.xml) [TikTok](https://www.tiktok.com/@storagereview) Copyright © 1998-2025 Flying Pig Ventures, LLC Cincinnati, Ohio. All rights reserved. Manage your privacy To provide the best experiences, we and our partners use technologies like cookies to store and/or access device information. Consenting to these technologies will allow us and our partners to process personal data such as browsing behavior or unique IDs on this site and show (non-) personalized ads. Not consenting or withdrawing consent, may adversely affect certain features and functions. Click below to consent to the above or make granular choices. Your choices will be applied to this site only. You can change your settings at any time, including withdrawing your consent, by using the toggles on the Cookie Policy, or by clicking on the manage consent button at the bottom of the screen. Functional Functional Always active The technical storage or access is strictly necessary for the legitimate purpose of enabling the use of a specific service explicitly requested by the subscriber or user, or for the sole purpose of carrying out the transmission of a communication over an electronic communications network. Preferences Preferences The technical storage or access is necessary for the legitimate purpose of storing preferences that are not requested by the subscriber or user. Statistics Statistics The technical storage or access that is used exclusively for statistical purposes. The technical storage or access that is used exclusively for anonymous statistical purposes. Without a subpoena, voluntary compliance on the part of your Internet Service Provider, or additional records from a third party, information stored or retrieved for this purpose alone cannot usually be used to identify you. Marketing Marketing The technical storage or access is required to create user profiles to send advertising, or to track the user on a website or across several websites for similar marketing purposes. Statistics Marketing Features Always active Special features Special purposes Always active - Manage options - Manage services - Manage {vendor\_count} vendors - [Read more about these purposes](https://cookiedatabase.org/tcf/purposes/) Accept Deny Manage options Save preferences Manage options - {title} - {title} - {title} Manage your privacy To provide the best experiences, we use technologies like cookies to store and/or access device information. Consenting to these technologies will allow us to process data such as browsing behavior or unique IDs on this site. Not consenting or withdrawing consent, may adversely affect certain features and functions. Functional Functional Always active The technical storage or access is strictly necessary for the legitimate purpose of enabling the use of a specific service explicitly requested by the subscriber or user, or for the sole purpose of carrying out the transmission of a communication over an electronic communications network. Preferences Preferences The technical storage or access is necessary for the legitimate purpose of storing preferences that are not requested by the subscriber or user. Statistics Statistics The technical storage or access that is used exclusively for statistical purposes. The technical storage or access that is used exclusively for anonymous statistical purposes. Without a subpoena, voluntary compliance on the part of your Internet Service Provider, or additional records from a third party, information stored or retrieved for this purpose alone cannot usually be used to identify you. Marketing Marketing The technical storage or access is required to create user profiles to send advertising, or to track the user on a website or across several websites for similar marketing purposes. Statistics Marketing Features Always active Special features Special purposes Always active - Manage options - Manage services - Manage {vendor\_count} vendors - [Read more about these purposes](https://cookiedatabase.org/tcf/purposes/) Accept Deny Manage options Save preferences Manage options - {title} - {title} - {title} Manage consent Manage consent ```json {"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.storagereview.com\/news\/amd-ai-energy-efficiency-up-4x-since-2024-ahead-of-pace-on-its-20x-by-2030-rack-scale-goal","url":"https:\/\/www.storagereview.com\/news\/amd-ai-energy-efficiency-up-4x-since-2024-ahead-of-pace-on-its-20x-by-2030-rack-scale-goal","name":"AMD AI Energy Efficiency Up 4x Since 2024, Ahead of Pace on Its 20x-by-2030 Rack-Scale Goal - StorageReview.com","isPartOf":{"@id":"https:\/\/www.storagereview.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.storagereview.com\/news\/amd-ai-energy-efficiency-up-4x-since-2024-ahead-of-pace-on-its-20x-by-2030-rack-scale-goal#primaryimage"},"image":{"@id":"https:\/\/www.storagereview.com\/news\/amd-ai-energy-efficiency-up-4x-since-2024-ahead-of-pace-on-its-20x-by-2030-rack-scale-goal#primaryimage"},"thumbnailUrl":"https:\/\/www.storagereview.com\/wp-content\/uploads\/2026\/07\/Storagereview-Lux-supercomputer-04-2.jpg","datePublished":"2026-08-18T18:20:18+00:00","description":"AMD says AI energy efficiency improved 4x from 2024 to mid-2026, ahead of its 3x pace toward a 20x rack-scale goal by 2030.","breadcrumb":{"@id":"https:\/\/www.storagereview.com\/news\/amd-ai-energy-efficiency-up-4x-since-2024-ahead-of-pace-on-its-20x-by-2030-rack-scale-goal#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.storagereview.com\/news\/amd-ai-energy-efficiency-up-4x-since-2024-ahead-of-pace-on-its-20x-by-2030-rack-scale-goal"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.storagereview.com\/news\/amd-ai-energy-efficiency-up-4x-since-2024-ahead-of-pace-on-its-20x-by-2030-rack-scale-goal#primaryimage","url":"https:\/\/www.storagereview.com\/wp-content\/uploads\/2026\/07\/Storagereview-Lux-supercomputer-04-2.jpg","contentUrl":"https:\/\/www.storagereview.com\/wp-content\/uploads\/2026\/07\/Storagereview-Lux-supercomputer-04-2.jpg","width":1500,"height":1000,"caption":"The Lux supercomputer is under construction at Oak Ridge National Laboratory in Tennessee. Powered by AMD technology, Lux is designed to be the first operational Genesis Mission platform and will help expand the U.S. Department of Energy’s AI leadership and accelerate progress and innovation in energy research, materials science, medicine and advanced manufacturing. (Credit: Oak Ridge National Laboratory)"},{"@type":"BreadcrumbList","@id":"https:\/\/www.storagereview.com\/news\/amd-ai-energy-efficiency-up-4x-since-2024-ahead-of-pace-on-its-20x-by-2030-rack-scale-goal#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.storagereview.com\/"},{"@type":"ListItem","position":2,"name":"News","item":"https:\/\/www.storagereview.com\/news"},{"@type":"ListItem","position":3,"name":"AMD AI Energy Efficiency Up 4x Since 2024, Ahead of Pace on Its 20x-by-2030 Rack-Scale Goal"}]},{"@type":"WebSite","@id":"https:\/\/www.storagereview.com\/#website","url":"https:\/\/www.storagereview.com\/","name":"StorageReview.com","description":"StorageReview.com is a leading provider of news and reviews throughout the entire IT stack - from the datacenter to the edge, and all points in between.","publisher":{"@id":"https:\/\/www.storagereview.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.storagereview.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.storagereview.com\/#organization","name":"StorageReview.com","url":"https:\/\/www.storagereview.com\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.storagereview.com\/#\/schema\/logo\/image\/","url":"https:\/\/www.storagereview.com\/wp-content\/uploads\/2020\/02\/Storage-Reviews-2-2.png","contentUrl":"https:\/\/www.storagereview.com\/wp-content\/uploads\/2020\/02\/Storage-Reviews-2-2.png","width":344,"height":61,"caption":"StorageReview.com"},"image":{"@id":"https:\/\/www.storagereview.com\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/storagereview","http:\/\/youtube.com\/user\/storagereview"]}]} ```