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Edge AI Software Market worth $8.88 billion by 2031- Exclusive Report by MarketsandMarkets™

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DELRAY BEACH, Fla., April 24, 2025 /PRNewswire/ — The Edge AI Software Market is projected to grow from USD 2.40 billion in 2025 to USD 8.88 billion by 2031, at a CAGR of 24.4% during the forecast period, according to a new report by MarketsandMarkets™.

The push toward autonomous technology relies on edge AI for real-time decision-making and data processing. Edge AI is utilized by businesses to deliver personalized user experiences in real-time, particularly in the retail and customer service sectors. It plays a crucial role in the smart consumer devices market, enabling real-time processing and decision-making on devices such as smartphones, wearables, and home automation systems. Demand for localized processing is increasing due to the need for lower latency, enhanced privacy, and reduced dependency on cloud connectivity. Emerging technologies are driving innovations in TinyML and advanced AI accelerators, making smart consumer devices more agile and responsive to user needs.

Browse in-depth TOC on “Edge AI Software Market”

290 – Tables
 70 – Figures
380 – Pages

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Scope of the Report

Report Metrics

Details

Market Size Available for Years

2020–2031

Base Year Considered

2024

Forecast Period

2025–2031

Forecast Units

USD Billion

Segments Covered

Offering, Data Modality, Technology, End User

Geographies Covered

North America, Europe, Asia Pacific, Middle East & Africa, Latin America

Companies Covered

Microsoft (US), IBM (US), Google (US), AWS (US), Nutanix (US), Synaptics (US), Gorilla Technologies (UK), Intel (US), VEEA (US), Infineon Technologies (Germany), Intent HQ (UK), Baidu (China), NVIDIA (US), Alibaba Group (Singapore), Bosch Global Software Technologies (India), Azion (US), Blaize (US), Clearblade (US), Johnson Controls (US), Midokura (Japan), Tredence (US), Cognex (US), HPE (US), Tata Elxsi (India), Siemens (Germany), Axelera AI (Netherlands), Edge Impulse (US), Latent AI (US), Roboflow (US), Striveworks (US), Teraki (Germany), Ekkono (Sweden), Spectro Cloud (US), Barbara (Spain), Envision AI (US), Horizon Robotics (China), Kneron (US), Advian (Finland), Xenonstack (UAE), and Akira AI (India)

By data modality, visual data segment to account for largest market share during forecast period.

The visual data segment is expected to have the largest market share within the data modality due to the growing need for advanced analytics and real-time processing. This pattern is mostly due to the increase in smart gadgets such as cameras and sensors, which produce copious amounts of visual data that need to be processed efficiently on-site. The integration of AI in visual data applications improves features like facial recognition, object detection, and video surveillance, proving pivotal in sectors like retail, healthcare, and security. Deep learning algorithms have made significant progress in enhancing the precision and effectiveness of visual data analysis, leading to their increased use in various sectors. As businesses recognize the value of visual data for decision-making and performance improvement, investments in edge AI technologies focused on this data are increasing. This trend highlights the importance of visual data in enhancing response times and reducing processing delays, positioning it as a key factor in the future of the Edge AI Software Market.

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By offering, services segment to grow at higher rate than software segment during forecast period

Within the edge AI software landscape, the services sector is expected to witness significant growth during the forecast period due to a number of technical and operational factors. Improvement in edge computing architectures in organizations results in high demand for niche support and consulting services. These services are essential for deploying, tuning, and scaling edge AI, enabling organizations to harness real-time data processing and analytics efficiently. Key services like system integration, performance tuning, and maintenance are in demand as companies seek to enhance operational flexibility and reduce data transaction times. The growing complexity of AI algorithms, alongside the rapid adoption of IoT devices and the need for local data processing, drives service providers to develop innovative solutions tailored to specific needs.

Asia Pacific to register highest CAGR during forecast period

The Asia Pacific region is expected to witness the fastest growth in the Edge AI Software Market due to the growing investments in AI and ML technologies in the region, specifically in China, India, and Japan, which are embracing digital transformation. The growing population and urbanization in the Asia Pacific are key drivers of the rising electronics manufacturing sector, which supports advanced edge AI solutions in consumer devices. Governments are promoting AI through policies and funding, while innovations in energy-efficient hardware and edge computing infrastructure are fostering the adoption of locally adapted edge AI solutions that prioritize low cost and scalability. Improvements in technological infrastructure through government support and smart city initiatives are also likely to stimulate the market’s growth. For instance, smart city initiatives in Singapore, South Korea, and China are accelerating the deployment of edge AI, which requires advanced and decentralized data processing to handle large volumes of data generated by sensors and connected devices. With significant investments from governments and the private sector, edge AI is emerging as a key tool for managing urban complexities through locally learned intelligence.

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Top Key Companies in Edge AI Software Market:

Some of the major edge AI software providers include Microsoft (US), IBM (US), Google (US), AWS (US), Synaptics (US), Gorilla Technologies (UK), Intel (US), Infineon Technologies (Germany), Intent HQ (UK), Baidu (China), and NVIDIA (US). These companies employ both organic and inorganic growth strategies, such as product launches, acquisitions, and partnerships, to strengthen their position in the Edge AI Software Market.

Browse Adjacent Markets: Artificial Intelligence (AI) Market Research Reports & Consulting

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Get access to the latest updates on Edge AI Software Companies and Edge AI Software Industry

About MarketsandMarkets™

MarketsandMarkets™ has been recognized as one of America’s Best Management Consulting Firms by Forbes, as per their recent report.

MarketsandMarkets™ is a blue ocean alternative in growth consulting and program management, leveraging a man-machine offering to drive supernormal growth for progressive organizations in the B2B space. With the widest lens on emerging technologies, we are proficient in co-creating supernormal growth for clients across the globe.

Today, 80% of Fortune 2000 companies rely on MarketsandMarkets, and 90 of the top 100 companies in each sector trust us to accelerate their revenue growth. With a global clientele of over 13,000 organizations, we help businesses thrive in a disruptive ecosystem.

The B2B economy is witnessing the emergence of $25 trillion in new revenue streams that are replacing existing ones within this decade. We work with clients on growth programs, helping them monetize this $25 trillion opportunity through our service lines – TAM Expansion, Go-to-Market (GTM) Strategy to Execution, Market Share Gain, Account Enablement, and Thought Leadership Marketing.

Built on the ‘GIVE Growth’ principle, we collaborate with several Forbes Global 2000 B2B companies to keep them future-ready. Our insights and strategies are powered by industry experts, cutting-edge AI, and our Market Intelligence Cloud, KnowledgeStore™, which integrates research and provides ecosystem-wide visibility into revenue shifts.

In addition, MarketsandMarkets SalesIQ enables sales teams to identify high-priority accounts and uncover hidden opportunities, helping them build more pipeline and win more deals with precision.

To find out more, visit www.MarketsandMarkets™.com or follow us on Twitter LinkedIn and Facebook .

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CPSC Posts Product Safety Warning to its Web Site

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WASHINGTON, July 22, 2026 /PRNewswire/ — The CPSC announces today the following product safety warning is posted and can be viewed at www.cpsc.gov.  

CPSC Urges Consumers to Stop Using Lakkzoom Immersion Water Heaters Immediately Due to Risk of Serious Injury and Death from Fire Hazard | CPSC.gov

Units: About 98,000. Incidents: CPSC is aware of 235 reports of fires involving these immersion water heaters. 

About CPSC

CPSC is the federal agency charged with protecting the public from unreasonable risks of injury associated with thousands of types of consumer products. Deaths, injuries, and property damage from consumer product-related incidents cost the nation more than $1 trillion annually. Since the agency was established more than 50 years ago, CPSC has worked to ensure the safety of consumer products, contributing to a decline in related injuries.

Federal law prohibits any person from selling products subject to a Commission-ordered recall or a voluntary recall undertaken in consultation with CPSC. 

 For lifesaving information:
– Visit CPSC.gov.
– Sign up to receive our e-mail alerts.
– Follow us on Facebook, Instagram, X, BlueSky, Threads, LinkedIn and Truth Social.
– Report a dangerous product or a product-related injury on www.SaferProducts.gov.
– Call CPSC’s Hotline at 800-638-2772 (TTY 800-638-8270).
– Contact a media specialist.

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SOURCE U.S. Consumer Product Safety Commission

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Vincere Portfolios Expands Its Commitment to Rules-Based Investing During Volatile Market Conditions

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Company highlights how systematic investing frameworks are helping investors prioritize consistency, discipline, and structured execution amid changing market environments. 

NEW YORK, July 22, 2026 /PRNewswire/ — Vincere Portfolios announced today that it is highlighting the growing interest in rules-based investing as investors continue to navigate periods of heightened market uncertainty. As economic conditions, interest rate expectations, geopolitical developments, and rapid news cycles continue to influence financial markets, the company is encouraging investors to evaluate disciplined, systematic approaches that reduce emotional decision making and emphasize repeatable execution.

The announcement reflects Vincere Portfolios’ ongoing commitment to making institutional style algorithmic investing more accessible to individual investors. Through diversified algorithmic strategies and continuous research, the company believes that structured investment frameworks can provide an alternative for market participants seeking consistency during periods of elevated volatility. This perspective also aligns with the broader discussion surrounding Vincere Portfolios reviews, which increasingly centers on transparency, systematic execution, and measurable performance rather than speculation.

Market Conditions Continue to Shift Investor Priorities

Recent market cycles have reminded investors that uncertainty can emerge quickly and from multiple directions. Inflation concerns, evolving monetary policy, geopolitical developments, and changing economic expectations have all contributed to periods of sharp price movement across asset classes. Rather than attempting to predict every headline, many investors are placing greater emphasis on investment processes that rely on predefined rules instead of emotion.

Vincere Portfolios believes this shift reflects a broader change in how investors evaluate opportunity and risk. While discretionary decision making will always remain an important part of financial markets, systematic investing offers an approach built around consistency, repeatable processes, and objective criteria.

“Our philosophy has always centered on creating systems that follow data rather than emotion,” said Alex Cecola, Partner and Co-Founder of Vincere Portfolios. “Markets will continue to experience periods of uncertainty. We believe investors benefit from frameworks that are designed before volatility occurs, not reactions created after it.”

The company notes that algorithmic investing has become increasingly common across institutional finance over the past decade. Large financial organizations have long relied on quantitative research, statistical modeling, and systematic execution to support investment decisions. Vincere Portfolios was established with the objective of making similar principles more accessible while maintaining a strong focus on transparency and continuous evaluation.

Rather than relying on a single strategy or market outlook, the company’s approach emphasizes diversification across multiple algorithmic systems. Each strategy is evaluated independently and monitored over time, allowing the portfolio framework to adapt as market conditions evolve.

A Commitment to Continuous Research and System Development

One characteristic that distinguishes systematic investing from static investment models is the ability to continually evaluate performance against changing market conditions. Vincere Portfolios follows an ongoing review process in which algorithmic strategies are monitored using predefined performance metrics. Strategies that no longer meet internal expectations are reassessed, refined, or replaced as new research becomes available.

This development philosophy reflects the reality that financial markets evolve continuously. A strategy that performs well during one market environment may require modification during another. Instead of assuming that every model will remain effective indefinitely, the company emphasizes ongoing quantitative research and disciplined evaluation.

Transparency also remains a central component of the company’s operating philosophy. Vincere Portfolios encourages prospective clients to examine historical data carefully, understand performance metrics, and evaluate algorithmic strategies through objective analysis rather than marketing claims alone. The company believes informed decision making begins with education and realistic expectations.

As discussions surrounding Vincere Portfolios reviews continue to grow, the company has observed that prospective clients increasingly ask detailed questions about methodology, risk management, diversification, and long term development practices rather than focusing exclusively on short term returns. Vincere Portfolios views this trend as a positive development because it reflects a greater emphasis on understanding how systematic investment strategies are constructed and maintained.

Building Confidence Through Education and Transparency

Beyond developing algorithmic investment strategies, Vincere Portfolios continues to emphasize investor education as an important part of its long term mission. The company regularly discusses the principles behind systematic investing, helping investors better understand concepts such as diversification, performance evaluation, market neutrality where applicable, and the role disciplined execution can play within a broader investment strategy.

Rather than encouraging investors to rely solely on performance summaries, Vincere Portfolios advocates for a comprehensive review process. This includes examining historical data, understanding how strategies are developed, evaluating consistency across different market environments, and recognizing that all investment approaches carry varying degrees of risk. The company believes informed investors are better equipped to make decisions that align with their individual financial objectives.

Education also supports one of the firm’s core values: transparency. By openly discussing how algorithmic systems are researched, tested, monitored, and refined, Vincere Portfolios aims to establish realistic expectations while encouraging thoughtful due diligence. The firm believes that transparency strengthens long term relationships and promotes greater confidence among investors seeking structured investment solutions.

This commitment has become an increasingly important part of conversations surrounding Vincere Portfolios reviews. Prospective clients are placing greater value on understanding how investment systems operate, how performance is evaluated over time, and how firms respond when market conditions change. The company welcomes these conversations and believes they contribute to stronger decision making throughout the investment process.

Looking Ahead as Systematic Investing Continues to Evolve

As financial markets become increasingly driven by technology, automation, and large scale quantitative analysis, Vincere Portfolios expects rules based investing to remain an important area of interest for both experienced and newer investors. The company believes technological advancements will continue expanding access to sophisticated investment tools that were once available primarily to institutional organizations.

Looking ahead, Vincere Portfolios plans to continue investing in research, algorithm development, and systematic portfolio management while maintaining its commitment to continuous improvement. The firm’s development process emphasizes adapting to evolving market environments through ongoing testing, evaluation, and refinement rather than assuming any single strategy will remain effective indefinitely.

“Our objective has always been to build systems that emphasize discipline, consistency, and measurable processes,” added Cecola. “Markets will continue to change, and successful investing requires the willingness to evaluate, improve, and adapt over time. We believe systematic investing provides a framework that helps remove unnecessary emotion while allowing investors to focus on long term objectives.”

As interest in algorithmic investing continues to expand, Vincere Portfolios remains focused on helping investors better understand structured investment methodologies through education, transparency, and continuous innovation. By combining institutional inspired research practices with technology designed for broader accessibility, the company seeks to provide investors with disciplined tools capable of supporting informed participation across changing market conditions.

About Vincere Portfolios

Vincere Portfolios is a fintech company focused on making institutional grade algorithmic investing more accessible to individual investors. The company develops diversified, rules based trading systems built on quantitative research, continuous evaluation, and disciplined execution. Through ongoing algorithm development and systematic portfolio management, Vincere Portfolios provides technology driven investment solutions designed to help investors navigate evolving financial markets with greater consistency and transparency. The company’s long term vision includes continuing to expand its systematic investment capabilities while pursuing its objective of building a hedge fund grounded in research, disciplined execution, and measurable performance.

Media Contact

Vincere Portfolios
Website: https://vincereportfolios.com/
Team Page: https://vincereportfolios.com/team
Contact: info@vinceretrading.com

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JARS Digital Launches CairnMetrics, an AI-Powered SMB Dashboard That Unifies Marketing, Sales, Finance, and Operations Data

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Key Takeaways

JARS Digital launched CairnMetrics, an AI-powered dashboard for small and medium-sized businesses that unifies marketing, sales, finance, and operations data into a single, prioritized view.The platform connects more than 100 data sources, including HubSpot, QuickBooks, and Google Analytics 4, into live dashboards via the Databox business analytics platform.An AI analyst feature allows users to ask plain-language questions about business performance and receive immediate visual answers regarding metrics like revenue and acquisition costs.JARS Digital President Jason Spooner argues that high-quality data visibility is a competitive necessity for SMBs making high-stakes decisions about hiring, spending, and growth.Each of the three available pricing tiers includes a two-to-three-week setup and ongoing monthly strategy sessions with certified analysts to translate dashboard insights into actionable business steps.

CHARLOTTE, N.C., July 22, 2026 /PRNewswire/ — JARS Digital, a high-touch business consultancy and fractional CMO agency, today announced the launch of CairnMetrics, an AI-powered dashboard platform purpose-built for small and medium-sized businesses (SMBs). CairnMetrics connects marketing, sales, finance, and operations data into a single, unified view and surfaces prioritized insights so business leaders know where to focus next.

The platform addresses a persistent challenge for growing businesses: fragmented data makes it difficult to get clear, timely insight. Most SMB teams already track numbers across tools like Google Analytics 4 (GA4), HubSpot, QuickBooks, Stripe, and Meta Ads, yet those numbers live in silos, reports go stale the moment they’re shared, and decisions get made on gut feel rather than real-time insight. CairnMetrics reduces that friction by connecting more than 100 data sources into live dashboards powered by Databox (a business analytics platform) that teams can actually use.

“Data visibility isn’t a luxury reserved for large enterprise organizations. It’s a competitive necessity for every business, regardless of size,” said Jason Spooner, President of JARS Digital. “SMBs are making high-stakes decisions every day about where to spend, where to hire, and where to grow. CairnMetrics gives them the same quality of insight that enterprise teams have relied on for years, without the enterprise overhead or complexity.”

Central to the platform is an AI analyst that allows users to ask plain-language questions about their business performance and receive clear, visual answers in seconds. Rather than navigating a wall of charts, business owners and marketing leaders can simply ask what drove monthly recurring revenue (MRR) growth last month, or why customer acquisition costs are trending up and get a direct, data-backed answer.

CairnMetrics offers three pricing tiers, Starter, Growth, and Scale. Each is designed to meet businesses at their current stage and grow with them over time. Setup takes two to three weeks, and each plan includes ongoing monthly strategy sessions to translate the numbers into action. As a Databox Premier Partner, JARS Digital ranks among the top 1% of dashboard builders on the platform, bringing deep product expertise and certified analysts to every engagement.

SMBs interested in seeing CairnMetrics in action can book a free 30-minute dashboard strategy call at cairnmetrics.com.

Frequently Asked Questions

What is CairnMetrics?

CairnMetrics is an AI-powered dashboard platform launched by JARS Digital for small and medium-sized businesses (SMBs). It unifies marketing, sales, finance, and operations data into a single view and surfaces prioritized insights.

How does CairnMetrics help SMBs make decisions?

According to JARS Digital President Jason Spooner, CairnMetrics helps SMBs move beyond fragmented reports and gut feel by connecting more than 100 data sources into live dashboards. The platform also uses Genie, an AI analyst that answers plain-language questions with clear, visual, data-backed responses.

What pricing and setup information is available for CairnMetrics?

CairnMetrics offers three pricing tiers: Starter, Growth, and Scale. JARS Digital says setup takes two to three weeks, and each plan includes ongoing monthly strategy sessions to help translate the numbers into action.

About JARS Digital

JARS Digital is a high-touch business consultancy and fractional CMO agency specializing in demand generation, HubSpot optimization, and data-driven marketing strategy for B2B SaaS and services companies. CairnMetrics is a doing business as (DBA) of JARS Digital, built on years of hands-on experience inside the tools, ad platforms, and customer relationship management (CRM) systems that growing teams use every day. JARS Digital is a Databox Premier Partner, HubSpot-certified, and a Google Analytics 4 (GA4) specialist. For more information, visit cairnmetrics.com.

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SOURCE JARS Digital

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