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SAS survey: Industry leaders on the quantum AI cusp

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Upcoming SAS offering to equip organizations with quantum AI for real ROI

DALLAS, April 28, 2026 /PRNewswire/ — SAS INNOVATE — As the supply chain to support quantum hardware stabilizes, many experts anticipate that this emerging technology will be popularized and production-ready by the early 2030s. Some assume that means benefitting from quantum now is out of the question.

SAS is working to level the playing field and ensuring that customers can get a piece of the quantum pie tomorrow.

Enter quantum AI, a powerful approach involving running machine learning algorithms on existing quantum hardware. In practice, applying quantum AI can look like helping organizations accomplish hours-long tasks in minutes, or rendering problems once considered impossible to realize on existing hardware. It can also look like calibrating models to learn efficiently on less data, bolstering stability over time – and much more.

So, with all its potential benefits, what’s holding back organizations from greater investment?

Data and AI leader SAS surveyed more than 500 global leaders across industries on quantum AI. In the first installment of the survey in 2025, high cost of implementation ranked as the number one barrier to adoption, followed by lack of understanding or knowledge. That’s changed in 2026.

What are the top barriers to quantum AI adoption in 2026?
The greatest barriers to quantum AI adoption in 2026 ranked as follows among survey respondents.

Uncertainty around practical, real-world uses.High cost of implementation.Lack of trained personnel.Lack of knowledge or understanding.Limited availability of quantum AI solutions.Lack of clear regulatory guidelines.

What is quantum AI, and why do organizations want to use it?
SAS looks at classical and quantum computing as a spectrum: with proven classical computing on one end, and experimental and exponentially more powerful quantum computing on the other. Many industry and business problems fall somewhere in the middle, with a hybrid approach splitting workloads: quantum processing and classical processing each doing what they do best.

“Organizations of all sizes are eager to develop intellectual property – their original, patented approach to quantum AI – so they’ll be ready as the technology comes of age,” said Bill Wisotsky, Principal Quantum Architect at SAS. “Despite continued strong interest, leaders are understandably proceeding with caution, and they don’t want to go all-in on expensive quantum investments they fear may not result in worthwhile use cases and solved problems.

“SAS is working to level the playing field, establishing real-world use cases for today, and ensuring that customers can get a piece of the quantum pie tomorrow.”

How can customers prepare for the quantum economy?
“This survey illuminates what SAS experts were already seeing in the market: that leaders are excited to use quantum, but the barriers to entry have been too high, and that requires a solution,” said Amy Stout, Head of Quantum Product Strategy at SAS. “SAS is excited to give a sneak peek of SAS Quantum Lab, a hands-on playground to learn and innovate for real-world ROI.”

What is SAS Quantum Lab?
Coming in Q4 to SAS Viya customers, SAS Quantum Lab is a launchpad for the quantum AI journey. It’s designed to be a complement to quantum experts on their existing work, and to empower users who may not be quantum physicists, but are ready to explore, test and validate their ideas. It significantly reduces the cost of quantum AI exploration and helps customers avoid false signals, all while exploring this powerful technology efficiently and credibly.

SAS Quantum Lab is currently being designed to include the following:

The ability to compare, side-by-side, classical, quantum and hybrid results for industry use cases, letting users find the best solutions for their business problems.Performance-boosting capabilities, with current testing showing more than 100 times speedup and 99% cost savings.A virtual quantum AI tutor to accelerate learning by answering questions, offering sample code and suggesting next steps.

What could be possible with quantum AI?
At the conclusion of the survey, respondents had the option to answer a write-in question: if they were currently working on quantum, what use cases did they hope to achieve, or what business problem would they like to solve? Responses included the following.

To enhance the accuracy of fraud detection systems in financial services, enabling more efficient identification of complex transaction patterns.To optimize 5G network path traffic in real-time.To accelerate molecular simulation and the drug discovery process for new therapeutic candidates.For supply chain distribution and to optimize logistics problems.To improve machine learning workflows with a focus on predictive modeling for customer behavior.To train large language models for natural language processing tasks, reducing the time and resources for model optimization.

“If you’re ready to explore quantum AI, we’re ready to work with you,” added Wisotsky. “Bring your ideas, and our experts will help determine if and how quantum AI can be incorporated in ways that are valuable, safe and sensible.”

Connect with quantum AI at SAS Innovate
Today’s announcement was made at SAS Innovate, the company’s global data and AI conference, as SAS celebrates 50 years of innovation. This year’s event is proudly supported by our partner sponsors, including Microsoft, Intel and AWS.

About SAS
SAS is a global leader in data and AI, helping organizations make confident decisions with AI they can trust. For decades, SAS has set the standard for delivering software that drives meaningful impact, incorporating deep industry expertise, transparency and governance. SAS gives you THE POWER TO KNOW®.

SAS and all other SAS Institute Inc. product or service names are registered trademarks or trademarks of SAS Institute Inc. in the USA and other countries. ® indicates USA registration. Other brand and product names are trademarks of their respective companies. Copyright © 2026 SAS Institute Inc. All rights reserved.

Editorial Contact:
Julia Norton
julia.norton@sas.com
919-531-4661
sas.com/news

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DCCM Acquires Dynamic Solutions, LLC Expanding Water Resources Expertise

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DCCM has acquired Dynamic Solutions, LLC, a consulting firm recognized for advanced water resources, hydraulic, and hydrodynamic modeling. Dynamic Solutions expands DCCM’s technical capabilities in water and environmental modeling to better serve complex infrastructure and water-related client needs. Dynamic Solutions, founded in 1996 and offering services including watershed/hydrology studies, sediment transport, water quality, and ecological modeling, will continue operating with its existing leadership and team.

HOUSTON, May 4, 2026 /PRNewswire-PRWeb/ — DCCM, a national provider of design, consulting, and program and construction management professional services, is pleased to announce the acquisition of Dynamic Solutions, LLC, a specialized consulting firm known for advanced water resources, hydraulic, and hydrodynamic modeling.

“This acquisition expands DCCM’s technical capabilities in advanced water and environmental modeling while strengthening our ability to serve clients facing complex infrastructure and water-related challenges,” said James F. (Jim) Thompson, PE, Chairman and CEO of DCCM.

Founded in 1996, Dynamic Solutions is nationally recognized for its expertise in hydraulic and hydrodynamic modeling, watershed and hydrology studies, sediment transport, water quality, and ecological modeling. The firm supports clients across federal, state, and local markets, as well as select technical advisory engagements, delivering analytical solutions for complex water and environmental challenges.

Dynamic Solutions operates from offices in Knoxville, Tennessee; Baton Rouge, Louisiana; Columbus, Mississippi; and Hamilton, Ohio, supporting projects nationwide.

“This acquisition expands DCCM’s technical capabilities in advanced water and environmental modeling while strengthening our ability to serve clients facing complex infrastructure and water-related challenges,” said James F. (Jim) Thompson, PE, Chairman and CEO of DCCM. “Dynamic Solutions brings a depth of expertise and a reputation for technical excellence that aligns well with our long-term growth strategy.”

Dynamic Solutions will continue to operate with its existing leadership and team, maintaining its specialized service offerings and longstanding client relationships.

“Joining DCCM allows us to build on the outstanding work our team is known for while gaining access to broader resources and a national platform,” said Julie Wallen of Dynamic Solutions. “We look forward to continuing to deliver the same high level of service to our clients as part of the DCCM organization.”

About Dynamic Solutions, LLC

Dynamic Solutions, LLC is a consulting firm specializing in hydraulic and hydrodynamic modeling, watershed and hydrology studies, sediment transport, water quality, and ecological modeling. Founded in 1996, the firm serves public sector and institutional clients across the United States.

About DCCM

DCCM is a provider of design, consulting, and program and construction management professional services focused on infrastructure across the public and private sectors. Through a national platform, DCCM serves a diverse range of end markets.

DCCM is a portfolio company of Court Square Capital Partners.

For more information, please visit www.dccm.com.

Media Contact

Jessica Steglich, DCCM, 1 7138749162, marketing@dccm.com, dccm.com

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Modine to Participate in Upcoming Oppenheimer Virtual Conference on May 5, 2026

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RACINE, Wis., May 4, 2026 /PRNewswire/ — Modine (NYSE: MOD), a diversified global leader in thermal management technology and solutions, announced today that it will participate in the Oppenheimer 21st Annual Industrial Growth Conference on Tuesday, May 5, 2026.

Neil D. Brinker, Modine President and Chief Executive Officer, and Michael B. (Mick) Lucareli, Executive Vice President and Chief Financial Officer, will participate in a virtual fireside chat during the conference on Tuesday, May 5, 2026, at 1:30 p.m. Eastern time (12:30 p.m. Central Time).

Live webcasts of the event will be available in the Investor Relations section of Modine’s website www.modine.com. Recordings of the events will be available for 365 days following the webcast.

About Modine
For more than 100 years, Modine has solved the toughest thermal management challenges for mission-critical applications. Our purpose of Engineering a Cleaner, Healthier World™ means we are always evolving our portfolio of technologies to provide the latest heating, cooling, and ventilation solutions. Through the hard work of more than 11,000 employees worldwide, our Climate Solutions, Data Centers, and Performance Technologies segments advance our purpose with systems that improve air quality, reduce energy and water consumption, lower harmful emissions, and enable the transition to a more sustainable future. Modine is a global company headquartered in Racine, Wisconsin (U.S.), with operations in North America, South America, Europe, and Asia. For more information about Modine, visit modine.com.

Investor Contact
Kathleen Powers
(262) 636-1687
kathleen.t.powers@modine.com

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Blaize and Winmate Sign Strategic Partnership Agreement to Bring AI to Rugged Systems for Defense and Critical Infrastructure

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Joint solutions combine Blaize’s energy-efficient and industrial-grade AI chips with Winmate’s rugged platforms – including drones, handhelds, vehicle-mounted units, and embedded edge devices used by defense, border security, maritime, and healthcare operators.

TAIPEI and EL DORADO HILLS, Calif., May 4, 2026 /PRNewswire/ — Blaize Holdings, Inc. (Nasdaq: BZAI, Nasdaq: BZAIW) (“Blaize,” the “Company,” “we,” “our,” or “us”), and Winmate Inc., a publicly traded company in Taiwan, today announced they have signed a Strategic Partnership Agreement (“Agreement”) with an intent to close approximately $15 million in business during the first year. The two companies will integrate Blaize’s AI chips into Winmate’s rugged systems, including drones, handhelds, vehicle-mounted units, and embedded devices that have to keep working in the field, often in places where regular hardware can’t survive.

The companies expect the Agreement to be the start of a much larger, multi-year relationship.

Why this partnership matters

Most AI today runs in large data centers rather than at the edge, where decisions must be made in real time. This model is often impractical for soldiers at remote posts, Coast Guard crew at sea, or medics in field clinics. They often don’t have a reliable network connection, and even when they do, they can’t afford to wait for an application to respond from halfway across the globe.

That’s the gap Blaize and Winmate intend to address through this partnership. Blaize’s chips were designed to industrial grade specifications and run AI directly on the device, with no cloud dependency. Winmate’s systems are purpose-built to perform in extreme environments, including heat, cold, dust, vibration, and rough handling. Together, they deliver real-time AI capabilities exactly where it’s needed, whether in drones, field units, the patrol vehicles, or diagnostic devices.

A fast-growing market

Demand for on-device AI is accelerating. According to BCC Research[1], the global edge AI market is projected to grow from $11.8 billion in 2025 to $56.8 billion by 2030, a 36.9% compound annual growth rate. Defense agencies, governments, hospitals, ports, and critical infrastructure operators all demand AI that can run securely on their equipment, without sending sensitive data over public networks.

From the leaders

“Our customers can’t wait, and they often can’t rely on the cloud. They need AI that runs where the work happens. Winmate makes some of the most capable rugged systems in the industry, and our chips are designed to run AI inside exactly those kinds of devices. This partnership turns a years-long vision into a practical, deployable answer for defense and critical infrastructure operators,” said Dinakar Munagala, CEO of Blaize, Inc.

“Our platforms are deployed on naval vessels, in border outposts, on industrial sites, and in disaster zones – environments where most hardware fails. With Blaize, we can now deliver those same systems with on-device AI built in, giving customers real-time intelligence wherever they operate,” said Ken Lu, Chairman and CEO of Winmate Inc.

Target applications

Border security and surveillance: Real-time threat detection and perimeter monitoringMobile command and control: On-site intelligence and situational awareness for field teamsDrones and unmanned systems: Autonomous navigation and mission execution for UAVs and ground vehiclesCritical infrastructure: Continuous monitoring and predictive analytics for power, ports, and transportationMaritime domain awareness: Vessel tracking and anomaly detection at seaField healthcare: Portable diagnostics and decision support in remote and disaster environments

Deal at a glance

First-year revenue: the parties intend to work in good faith to close approximately $15 million in business, expected to scale meaningfully in subsequent yearsTerm: Three-year initial term, with automatic renewalNext steps: Joint engineering, sales, and marketing execution to bring integrated systems to market, with additional opportunities to be added through follow-on programs

[1] BCC Research, “Global Edge AI Market,” October 2025

About Blaize, Inc.

Blaize delivers a programmable AI platform, purpose-built for AI inference workloads in real-world environments. Its Hybrid AI architecture combines the Blaize GSP (Graph Streaming Processor) with GPU-based infrastructure, enabling AI inference workloads to run across edge, cloud, and data center. Blaize solutions support computer vision, multimodal AI, and sensor-driven applications across smart cities, industrial automation, telecommunications, retail, logistics, and defense. Blaize is headquartered in El Dorado Hills, California, with a global presence across North America, Europe, the Middle East, and Asia. Visit www.blaize.com or follow us on LinkedIn @blaizeinc.

About Winmate Inc.

Winmate Inc. is a publicly traded global leader in rugged computing systems, delivering industrial-grade platforms – including handhelds, tablets, vehicle-mounted units, panel PCs, and embedded modules – for demanding environments across defense, transportation, energy, healthcare, and industrial markets.

Cautionary Statement Regarding Forward Looking Statements

This press release contains forward-looking statements within the meaning of Section 27A of the U.S. Securities Act of 1933, as amended (the “Securities Act”), and Section 21E of the U.S. Securities Exchange Act of 1934, as amended (the “Exchange Act”) that are based on beliefs and assumptions and on information currently available to Blaize, including expectations and scope of customer contracts, including the Strategic Partnership Agreement with Winmate, the potential value and the timing of revenue pursuant to such contracts, preliminary estimates of results of operations and guidance on results for future periods, the industry in which Blaize operates, market opportunities, and product offerings. In some cases, you can identify forward-looking statements by the following words: “may,” “will,” “could,” “would,” “should,” “expect,” “intend,” “plan,” “anticipate,” “believe,” “estimate,” “predict,” “project,” “potential,” “continue,” “ongoing,” “target,” “seek” or the negative or plural of these words, or other similar expressions that are predictions or indicate future events or prospects, although not all forward-looking statements contain these words. Forward-looking statements are predictions, projections and other statements about future events that are based on current expectations and assumptions and, as a result, are subject to risks and uncertainties. Many factors could cause actual future events to differ materially from the forward-looking statements in this document, including but not limited to those factors discussed under the heading “Risk Factors” in our Annual Report on Form 10-K filed with the Securities and Exchange Commission (“SEC”) on March 24, 2026, and other documents filed by Blaize from time to time with the SEC. These filings identify and address other important risks and uncertainties that could cause actual events and results to differ materially from those contained in the forward-looking statements. Forward-looking statements speak only as of the date they are made. Readers are cautioned not to put undue reliance on forward-looking statements, and Blaize assumes no obligation to update or revise these forward-looking statements, whether as a result of new information, future events, or otherwise, except as required by law, including the securities laws of the United States and the rules and regulations of the SEC. Blaize does not give any assurance that it will achieve its expectations.

Blaize Contact

press@blaize.com
www.blaize.com 

Investors

ir@blaize.com
www.blaize.com 

Winmate Inc.

Liu, Chih-Yuan
Tel: +886-2-8511-0288
Email: spokesman1@winmate.com.tw
https://www.winmate.com/ 

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