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GPU as a Service Market to Reach USD 14.4 Billion by 2033 at 16.0% CAGR, Fueled by Generative AI, Machine Learning, and Cloud Infrastructure Expansion – Grand View Research, Inc.

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SAN FRANCISCO, June 11, 2026 /PRNewswire/ — The global GPU as a Service (GPUaaS) market is poised for substantial expansion as enterprises accelerate investments in artificial intelligence, machine learning, high-performance computing, and advanced analytics. According to a recent industry analysis by Grand View Research, the global GPU as a Service market was valued at USD 4.37 billion in 2025 and is projected to grow from USD 5.1 billion in 2026 to USD 14.4 billion by 2033, at a CAGR of 16.0% from 2026 to 2033. The rapid proliferation of AI-driven applications across industries is transforming the demand for computing infrastructure. Organizations increasingly require scalable access to graphics processing power to support model training, real-time inference, data analytics, simulation workloads, and cloud-native applications. GPU as a Service enables businesses to access enterprise-grade GPU resources without the significant capital expenditure associated with building and maintaining dedicated infrastructure.

As generative AI, large language models, computer vision, and predictive analytics continue to gain momentum, enterprises are prioritizing flexible and consumption-based computing models. GPUaaS platforms allow organizations to rapidly deploy advanced computing resources while optimizing operational efficiency and reducing time-to-market for AI initiatives.

The market’s growth trajectory is being reinforced by increasing cloud adoption across both developed and emerging economies. Businesses are leveraging cloud-based GPU resources to support data-intensive workloads that require substantial parallel processing capabilities. These solutions enable organizations to scale resources according to demand, providing greater agility and cost efficiency compared to traditional on-premises deployments.

A key factor driving market expansion is the surge in enterprise AI adoption. Companies across sectors including financial services, healthcare, telecommunications, manufacturing, media, and retail are integrating AI technologies into their operations. These applications often require intensive computational capabilities that GPUs are uniquely positioned to deliver, making GPUaaS an increasingly attractive deployment model.

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The evolution of edge computing is also creating new opportunities for market participants. Organizations are seeking low-latency processing capabilities closer to data sources, particularly for real-time AI applications. As a result, cloud providers and infrastructure vendors are extending GPU-enabled services beyond centralized data centers to support distributed computing environments. This trend is expected to unlock new growth avenues for GPUaaS providers over the forecast period.

Market analysis indicates that North America accounted for the largest revenue share of 32.6% in 2025, supported by advanced cloud infrastructure, strong AI adoption, and the presence of leading technology companies. The region continues to benefit from significant investments in digital transformation initiatives and accelerated deployment of AI-enabled applications. Meanwhile, Asia Pacific is anticipated to emerge as the fastest-growing regional market, fueled by rapid technology adoption, expanding cloud ecosystems, and increasing investments in AI infrastructure across countries such as China, India, Japan, South Korea, Singapore, and Australia.

From a component perspective, the solutions segment accounted for more than 55.9% of global revenue in 2025. The segment’s dominance reflects growing demand for cloud-based GPU solutions that enable enterprises to run complex AI, machine learning, and high-performance computing workloads with enhanced scalability and operational efficiency. As organizations continue to modernize their technology stacks, solution-oriented GPUaaS offerings are expected to remain a critical component of enterprise digital transformation strategies.

Subscription-based pricing models represented the leading revenue-generating segment in 2025, highlighting the increasing preference for predictable and scalable cloud consumption frameworks. However, pay-per-use models are projected to experience robust growth as organizations seek greater flexibility in managing computing expenses and aligning infrastructure costs with workload requirements. This approach is particularly attractive for businesses with fluctuating or project-based computing needs.

Among industry verticals, gaming emerged as the largest revenue contributor in 2025. The growth of cloud gaming platforms and increasing demand for high-quality graphics experiences continue to drive adoption of GPU-powered cloud services. GPUaaS enables users to access advanced gaming capabilities without investing in expensive hardware, broadening accessibility and supporting the evolution of cloud-based gaming ecosystems.

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The IT and telecommunications sector is expected to register significant growth throughout the forecast period as organizations increasingly depend on high-performance computing resources to support data-intensive operations, cloud services, AI-driven applications, and next-generation network technologies. The rollout of 5G infrastructure and edge computing architectures is further strengthening demand for GPU-accelerated environments capable of delivering real-time processing and low-latency performance.

Industry stakeholders are also investing heavily in advanced GPU clusters, AI-optimized cloud platforms, and infrastructure expansion initiatives to address growing enterprise demand. Strategic collaborations among cloud providers, semiconductor manufacturers, and AI technology companies are expected to enhance service availability and accelerate innovation across the market.

Despite strong growth prospects, the industry faces challenges related to the availability of advanced GPU hardware. Rising demand for AI-focused processors, supply chain constraints, and increasing competition for high-performance GPUs have created supply pressures that may influence pricing and service accessibility. Nevertheless, continued investment in data center expansion and next-generation computing technologies is expected to support long-term market growth.

As enterprises continue to prioritize AI adoption and digital transformation, GPU as a Service is expected to play an increasingly critical role in enabling scalable, cost-effective, and high-performance computing capabilities. The market’s strong outlook reflects the growing importance of accelerated computing infrastructure in powering the next generation of intelligent applications and data-driven innovation.

To learn more about growth opportunities in the Global GPU As A Service Market, access the full report from Grand View Research

About Grand View Research
Grand View Research, U.S.-based market research and consulting company, provides syndicated as well as customized research reports and consulting services. Registered in California and headquartered in San Francisco, the company comprises over 425 analysts and consultants, adding more than 1200 market research reports to its vast database each year. These reports offer in-depth analysis on 46 industries across 25 major countries worldwide. With the help of an interactive market intelligence platform, Grand View Research Helps Fortune 500 companies and renowned academic institutes understand the global and regional business environment and gauge the opportunities that lie ahead.

Explore Horizon Databook – The world’s most expansive market intelligence platform developed by Grand View Research. Gain insights from 30K+ Global & Regional Reports, 120K+ Country Reports, 1.2M+ Market Statistics, 200K+ Company Profiles, and 5 business solutions encompassing ESG and Sustainability Consulting, Procurement Intelligence, Pricing Index and Analysis, and Consumer Analytics.

Contact:
Michelle Thoras
Corporate Sales Specialist, USA
Grand View Research, Inc.
Phone: 1-415-349-0058
Toll Free: 1-888-202-9519
Email: sales@grandviewresearch.com
Web: https://www.grandviewresearch.com
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Blog – https://globalindustryherald.com/

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Technology

KTech Releases Technology State of the Union Report, Showcasing Knoxville’s Rise as a National Innovation Hub

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June 11, 2026

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The Knoxville area is emerging as a leader in advanced energy, high-performance computing, and research commercialization due to a rare combination of assets that distinguish this region from other metropolitan areas.

KNOXVILLE, Tenn., June 11, 2026 /PRNewswire-PRWeb/ — The Knoxville Technology Council (KTech) has released its inaugural Technology State of the Union Report, an assessment of the Knoxville region’s technology economy and the forces shaping its future growth.

“Knoxville is uniquely positioned at the AI-energy convergence. We must work together to address the challenges and capitalize on the opportunities, ensuring that we build the workforce and infrastructure that accelerates innovation and secures a successful future for our community.”

The report evaluates Knoxville’s tech ecosystem across three major areas: workforce and talent, technology investment, and entrepreneurial growth. It highlights a rare combination of assets that distinguish Knoxville from other metropolitan areas:

Culture of Innovation — World-class research institutions and a flagship research university that generate breakthroughs in emerging technologies and attract top talentEnergy Infrastructure — Home to one of the nation’s largest public power providers, clean energy innovation, and a growing advanced nuclear energy sectorEntrepreneurial Spirit — An energetic startup community with an established network of supporting organizationsQuality of Life — A lower cost of living, strong job market, family-friendly amenities, and abundant outdoor and cultural activities

Together, these advantages are fueling Knoxville’s economic growth, particularly in advanced energy, artificial intelligence, and high-performance computing.

KTech Board Member, Travis Howerton, who led the initiative to release the report, said that East Tennessee has “all the raw ingredients we need to create a booming tech economy in the coming decades. At KTech, we want to be part of empowering our tech leaders to make Knoxville a premier tech hub in the U.S.”

The report draws from a survey of regional technology leaders along with economic data and research from leading organizations, including the East Tennessee Economic Council, Knoxville Chamber, Tennessee Valley Authority, Tennessee Advanced Energy Business Council, University of Tennessee, and Oak Ridge National Laboratory.

While it highlights where the region is gaining momentum, the report also identifies workforce readiness as the region’s primary constraint on growth. Other recommendations include expanding hands-on workforce development opportunities, strengthening research-to-commercialization pathways, improving broadband and digital infrastructure, and increasing access to growth-stage capital for startups.

“Knoxville is uniquely positioned at the AI-energy convergence. We must work together to address the challenges and capitalize on the opportunities, ensuring that we build the workforce and infrastructure that accelerates innovation and secures a successful future for our community,” said KTech President, Matt Kittrell.

Download the Report

The full Technology State of the Union Report is available at:
https://www.knoxtech.org/state-of-the-union/

About KTech

The Knoxville Technology Council (KTech) exists to connect, develop, and promote the technology industry in the Greater Knoxville region. Founded on the belief that the technology industry is essential for the Knoxville community to thrive, KTech aims to unite the region’s technology leaders and advocate for ideas and policies that support the growth of Knoxville as a vibrant and sustainable technology hub. Learn more at https://www.knoxtech.org/

Media Contact

Jenna Spooner, Knoxville Technology Council, 1 865.246.2617, admin@knoxtech.org, knoxtech.org

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SOURCE Knoxville Technology Council

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Technology

RHODE ISLAND LAWMAKERS PASS TEAMSTERS-SUPPORTED WAREHOUSE WORKER PROTECTION ACT

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June 11, 2026

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Governor Dan McKee’s Signature Expected Imminently

PROVIDENCE, R.I., June 11, 2026 /PRNewswire/ — Teamsters are celebrating the passage of S2504A/H7364A, the Rhode Island Warehouse Worker Protection Act, out of the General Assembly. The legislation will prevent companies like Amazon from abusing their workforce by regulating the use and disclosure of warehouse quotas.

“Amazon and other bad actors who make up the worst employers in our state have been wreaking havoc on workers’ livelihoods and physical well-being for far too long, but we’re putting a stop to in Rhode Island,” said Matt Taibi, Secretary-Treasurer of Teamsters Local 251 in East Providence.

Gov. McKee has already said he will sign the bill into law. Rhode Island will become the seventh state to enact the Warehouse Worker Protection Act, following California, Minnesota, New York, Oregon, Washington, and most recently Connecticut.

“Far too many people who work in warehousing go to work every day and put themselves in harm’s way because of strain or exhaustion, and even then, are told they’re still not abiding by an unknown production standard,” Taibi said. “By working with our allies in the legislature, particularly Rep. Evan Shanley and Senate Majority Leader Frank Ciccone, we’ve leveled the playing field by increasing something that isn’t measured enough: corporate accountability.”

The warehouse bill is the latest legislative success for Rhode Island Teamsters — last session, the union successfully got laws passed to enhance school bus safety and prevent mandatory attendance at anti-union propaganda meetings.

Teamsters Local 251 represents over 6,200 workers in a wide variety of industries throughout Rhode Island and southeastern Massachusetts. For more information, go to teamsters251.org.

Contact:
Matt McQuaid, (771) 241-0015
mmcquaid@teamster.org  

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SOURCE International Brotherhood of Teamsters

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Technology

Jennifer Biro Named a 2026 Philadelphia Titan 100 Honoree for Second Consecutive Year

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June 11, 2026

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FORT WASHINGTON, Pa., June 11, 2026 /PRNewswire/ — CleanSpace is proud to announce that Jennifer Biro, Chief Revenue Officer, has been recognized as a 2026 Philadelphia Titan 100 Honoree. This marks Biro’s second consecutive year receiving the prestigious distinction, which recognizes the region’s top CEOs and C-level executives for their leadership, vision, and impact.

The Titan 100 program celebrates Philadelphia’s most accomplished business leaders across a wide range of industries. Honorees are selected based on their demonstrated leadership, vision, passion, and contributions to the growth and success of their organizations.

As Chief Revenue Officer of CleanSpace, Biro leads the company’s national sales strategy and business development initiatives. Her leadership has played a key role in expanding CleanSpace’s presence across the life sciences, pharmaceutical, biotechnology, healthcare, semiconductor, battery manufacturing, and advanced technology sectors. Through a customer-focused approach and commitment to long-term partnerships, she has helped position CleanSpace as a trusted provider of modular cleanroom, cold room, and controlled environment solutions.

“I am incredibly honored to be recognized as a Philadelphia Titan 100 honoree for the second year in a row,” said Biro. “This recognition reflects the collective efforts of the entire CleanSpace team. Every accomplishment is the result of talented people working together toward a common goal, and I am grateful to be part of an organization that continues to push boundaries, solve complex challenges, and support our clients’ success.”

“Jennifer’s leadership, passion, and commitment to excellence have had a tremendous impact on CleanSpace’s growth and success,” said Glenn Vandegrift, President and Owner of CleanSpace. “She leads with integrity, builds strong relationships, and consistently demonstrates the vision required to help move our company forward. We are proud to see her recognized once again among Philadelphia’s most accomplished business leaders.”

Biro will be honored alongside fellow Titan 100 recipients at the annual awards celebration on September 10, 2026, in Philadelphia.

About CleanSpace

CleanSpace is a nationally recognized design-build partner specializing in controlled and regulated environments. Through an integrated approach that combines planning, design, engineering, manufacturing, construction, maintenance, and CQV support, CleanSpace helps clients reduce risk, maintain compliance, and accelerate project delivery. The company serves clients across the life sciences, biotechnology, pharmaceutical, healthcare, semiconductor, battery, and advanced manufacturing industries throughout North America.

Media Contact:

Stephanie Raab
Director, Marketing
sraab@cleanspaceus.com

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SOURCE CleanSpace Modular, LLC

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