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Edge AI Software Market worth $120.31 billion by 2032 – Report by MarketsandMarkets™

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DELRAY BEACH, Fla., Sept. 21, 2026 /PRNewswire/ — According to MarketsandMarkets™, the global Edge AI Software Market is estimated at USD 20.73 billion in 2026 and is projected to reach USD 120.31 billion by 2032, reflecting a 34.1% CAGR during the forecast period.

Browse 550 market data Tables and 60 Figures spread through 500 Pages and in-depth TOC on “Edge AI Software Market – Global Forecast to 2032”

Edge AI Software Market Size & Forecast:

Market Size Available for Years: 2021–20322025 Market Size: USD 14.56 billion2026 Market Size: USD 20.73 billion2032 Projected Market Size: USD 120.31 billionCAGR (2026–2032): 34.1%

Edge AI Software Market Trends & Insights:

Growth is increasingly shaped by the need to reduce reliance on centralized cloud inference, improve response times, strengthen data control, and support AI execution in environments where connectivity, latency, or operational continuity are critical.By offering, the software segment is estimated to account for the largest share of 70.7% in 2026.By AI workload, computer vision is estimated to hold the largest share in 2026.By edge environment, device edge is estimated to account for the largest share in 2026.Asia Pacific is poised to register the highest growth rate of 36.5% over the forecast period.

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Growth is being driven by the rapid shift of AI processing from centralized cloud environments to devices, enterprise edge infrastructure, and telecom networks, enabling real-time intelligence to be delivered closer to the data source. Advances in on-device generative AI, multimodal AI, physical AI, small and optimized AI models, hardware-agnostic inference, and Edge MLOps are expanding the range and complexity of workloads that can be deployed at the edge. Enterprises are also increasing investment in Edge AI software to reduce cloud inference costs, improve response times, support data sovereignty requirements, and enable reliable AI operation in distributed or intermittently connected environments. As deployments scale, demand is rising for integrated software platforms that support model optimization, local inference, orchestration, observability, secure updates, and centralized lifecycle management across large fleets of edge devices and systems.

Software remains the primary value layer as edge AI deployments move into production

Software is expected to account for the largest share of the Edge AI Software Market in 2026, reflecting the growing commercial value of development platforms, inference runtimes, lifecycle management software, and Edge AI applications. As deployments move from pilots to production, enterprises increasingly require software that can optimize models for heterogeneous processors, support local execution, manage distributed endpoints, and monitor models throughout their operational lifecycle. Runtime and inference capabilities remain central because they provide the execution layer between trained models and edge hardware, while lifecycle platforms are becoming more important as deployments scale across fleets of devices and sites. Vendors that provide interoperable development-to-deployment environments are therefore well positioned to capture a larger share of recurring software spending.

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Generative AI is expanding the range of intelligence that can be executed locally

Generative AI is expected to grow fastest within the AI workload segment as smaller foundation models, quantization, model compression, and optimized inference runtimes make local execution increasingly viable. The opportunity is expanding from basic text generation to on-device assistants, retrieval-enabled applications, natural-language interfaces, autonomous software functions, and multimodal experiences that can operate with reduced dependence on continuous cloud connectivity. Local execution can improve responsiveness, strengthen control over sensitive data, and support operation in intermittently connected environments. As model efficiency improves, demand will increasingly shift toward software that balances performance, memory use, latency, and hardware portability. Vendors able to optimize generative models across diverse edge architectures are likely to benefit most from this transition.

Asia Pacific is emerging as the strongest growth market for edge AI software

Asia Pacific is expected to lead growth in the Edge AI Software Market over the forecast period, supported by the region’s strong position in electronics manufacturing, semiconductors, automotive production, industrial automation, robotics, and telecommunications infrastructure. The region combines a large installed base of connected devices and edge infrastructure with rapidly expanding enterprise AI adoption, creating favorable conditions for local inference and distributed AI deployment. China, Japan, South Korea, and India are strengthening capabilities across embedded AI, intelligent devices, software-defined vehicles, factory automation, and private network environments, while Southeast Asian markets are increasing investment in digital infrastructure and smart manufacturing. The region’s manufacturing depth also accelerates commercialization because Edge AI software can be embedded directly into devices, machines, vehicles, and industrial systems during production. As AI workloads become more complex, demand is expected to shift toward optimized inference software, lifecycle management platforms, multimodal AI, and applications designed for heterogeneous edge environments.

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Top Companies in Edge AI Software Market:

The Top Companies in Edge AI Software Market are Microsoft (US), AWS (US), Google (US), Dell Technologies (US), Accenture (Ireland), Axelera AI (Netherlands), Edge Impulse (US), Litmus (US), Latent AI (US), and ClearBlade (US). These vendors occupy distinct competitive positions across cloud-to-edge platforms, enterprise infrastructure, integration services, model optimization, industrial Edge AI, and deployment management. Hyperscalers are extending AI development and inference capabilities to distributed and on-device environments, while enterprise technology vendors are strengthening orchestration, lifecycle management, and hybrid edge deployment. Specialist vendors and startups are differentiating through lightweight inference, hardware-aware optimization, embedded AI development, fleet management, and industrial Edge AI platforms. Competition is increasingly focused on deployment scalability, hardware interoperability, inference efficiency, and the ability to manage AI consistently across heterogeneous edge environments.

Edge AI Software Market – Investment & funding +Merger & Acquisition

Investment Funding Context

Funding activity in the Edge AI Software Market is increasingly focused on companies addressing model optimization, Edge MLOps, distributed deployment, and software infrastructure for physical AI. Over the past two years, several software-oriented Edge AI vendors have secured fresh capital to move from product development to broader commercial deployment. In June 2025, Embedl raised approximately USD 6.3 million to scale its hardware-agnostic AI model optimization platform, with the round co-led by Fairpoint Capital, SEB Greentech VC, and Spintop Ventures. In February 2026, Barbara raised approximately USD 5.3 million in a strategic round led by Aramco Ventures, with participation from Criteria Venture Tech and Iberdrola, to expand its industrial Edge AI platform across Europe, the Middle East, and the US. More recently, in August 2026, Edgify raised USD 9 million in Series A+ funding, bringing its cumulative funding to USD 25 million, to scale its Edge MLOps platform beyond retail into transportation, logistics, manufacturing, and other distributed environments. Together, these transactions show that investment is increasingly targeting the software layers required to optimize, deploy, orchestrate, and manage AI across heterogeneous edge environments, rather than only the underlying compute infrastructure.

Revenue Shift Context

Market revenue is increasingly shifting from standalone edge AI development and point inference tools toward broader platforms that support deployment, runtime execution, orchestration, lifecycle management, observability, and packaged Edge AI applications. The Edge AI Software Market is projected to grow from USD 20.73 billion in 2026 to USD 120.31 billion by 2032, at a CAGR of 34.1%, with software expected to account for nearly 70% of the market in 2026. As enterprise deployments scale from individual devices and pilot locations to distributed fleets, the commercial value of managing models after development is rising. This favors vendors that can provide common control layers across heterogeneous hardware, support secure and disconnected operation, simplify updates and monitoring, and integrate Edge AI into existing enterprise and operational technology environments. Application software is also becoming a larger monetization opportunity as buyers increasingly prioritize deployable business capabilities over standalone development tooling.

Mergers and Acquisitions

M&A activity in the Edge AI Software Market is increasingly focused on acquiring specialized capabilities across model development, embedded vision AI, inference deployment, and orchestration, rather than pursuing scale alone. These transactions signal a broader strategic shift toward tighter integration among AI development, optimized inference, deployment control, and underlying compute platforms. Larger vendors are increasingly using acquisitions to close software-stack gaps, accelerate time to market, and build more complete Edge AI environments spanning development through production deployment.

EDGE AI SOFTWARE MARKET: MERGERS AND ACQUISITIONS, JANUARY 2025–AUGUST 2026

Month & Year

Deal Type

Company 1

Company 2

Description

August 2026

Acquisition

d-Matrix (US)

Wallaroo.AI (US)

d-Matrix acquired Wallaroo.AI, adding AI inference deployment and orchestration software, intellectual property, and engineering capabilities to its inference platform. Financial terms were not disclosed. (d-Matrix)

May 2026

Acquisition

Renesas Electronics (Japan)

Irida Labs (Greece)

Renesas completed its acquisition of Irida Labs, adding embedded AI visual-perception software and tools that will be integrated into Renesas 365 to strengthen its Edge AI software and lifecycle capabilities. Financial terms were not disclosed. (Renesas)

March 2025

Acquisition

Qualcomm (US)

Edge Impulse (US)

Qualcomm agreed to acquire Edge Impulse, adding an end-to-end Edge AI development platform that covers data preparation, model training, deployment, optimization, and monitoring to its IoT and Edge AI ecosystem. Financial terms were not disclosed. (Qualcomm)

Company Revenue Share Details

The top five players account for about 40% of the Edge AI Software Market, indicating meaningful concentration among large technology platforms and service providers, while leaving substantial room for specialist edge AI vendors. The leading five companies are AWS (US), Microsoft (US), Dell Technologies (US), Accenture (Ireland), and Google (US), reflecting the importance of cloud-to-edge platforms, distributed infrastructure, enterprise integration, and large-scale deployment capabilities in market leadership. The top 10 players collectively account for about 60% of market share, with Capgemini (France), IBM (US), Siemens (Germany), Red Hat (US), and NTT DATA (Japan) completing the leading group. The remaining market is distributed across specialist development platforms, industrial edge AI vendors, inference and orchestration providers, and application-focused companies. This structure creates room for continued consolidation as larger vendors seek differentiated capabilities in model optimization, edge AI development, inference execution, lifecycle management, and industry-specific applications.

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

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Edge Computing Market by Offering (Hardware, Software, Services), Application (Video Analytics, Asset Monitoring, Automation, IoT Monitoring, Content Delivery), Deployment Mode, Organization Size, Vertical, and Region – Global Forecast to 2031

Artificial Intelligence (AI) Market by Offering [Hardware (AI Chips, Memory, Storage), Software, Services], Technology (ML, NLP, Generative AI, Neurosymbolic AI), Business Function (Operations & Supply Chain, Sales & Marketing) – Global Forecast to 2033

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.

MarketsandMarkets™ SalesPlay is an AI-driven Revenue Intelligence Co-Pilot designed to help revenue teams prioritize the right accounts, identify critical changes early, and surface opportunities ahead of demand, so pipeline builds naturally and deals close with greater consistency.

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

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LEADING LADIES MAGAZINE GOES NATIONAL, EXPANDING FROM SOUTH FLORIDA TO SIX MAJOR U.S. MARKETS

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September 21, 2026

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First National Edition Debuts September 22 Across New York, Atlanta, Washington, D.C., Chicago, Dallas and Los Angeles

MIAMI, Sept. 21, 2026 /PRNewswire/ — Leading Ladies Magazine, the South Florida publication celebrating women at the intersection of entrepreneurship, luxury and legacy, expands into six new markets this fall: New York, Atlanta, Washington, DC, Chicago, Dallas and Los Angeles. 

“For years, we have watched women build companies, shape culture and move philanthropy forward in cities across the country, yet their stories are too often told in isolation,” said Jessica Cristobal, founder and CEO of Leading Ladies Magazine. “This expansion brings those women into one national conversation, where their ideas and impact travel far beyond their own communities.”

Each edition is designed as a collectible, placed where its readers already live, work and gather: five-star hotels, luxury residences, private clubs, executive offices, designer boutiques, spas and salons, galleries, restaurants, private aviation lounges, marinas and yacht clubs, plus subscriptions and digital editions.

Editorial coverage spans business and leadership, philanthropy, fashion, travel, real estate, design, arts and culture, society, dining, automotive, yachting and private aviation, supported by Leading Ladies signature experiences, including the Leading Ladies Awards, Glam Soirée, Align & Dine, cover celebrations and charitable events.

The national growth builds on the community Cristobal has cultivated through Leading Ladies League, her invitation-only network centered on connection, collaboration and community impact. With more than 20 years in luxury publishing, she has led more than a dozen award-winning titles, authored the international bestseller The Leading Ladies Guidebook and was crowned Mrs. Florida International 2025.

To subscribe or view the digital edition, visit LeadingLadiesMagazine.com.

About Leading Ladies Magazine
Leading Ladies Magazine is a national women’s success publication showcasing founders, philanthropists, entrepreneurs, moguls and cultural leaders. Built on connection, collaboration and community impact, the magazine covers business, leadership, luxury, lifestyle and legacy through print, digital media and signature events, reaching readers across South Florida, New York, Atlanta, Washington, DC, Chicago, Dallas and Los Angeles. For more information, visit LeadingLadiesMagazine.com.

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VuSpex Highlights Passage of AB 1738 as Governor Newsom Signs Bill Expanding Virtual Inspections Across California

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September 21, 2026

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The new law enhances homeowners’ and contractors’ access to both live videoconference and asynchronous video/photo inspections, streamlining approvals across a wide range of residential installations.

WATSONVILLE, Calif. and SACRAMENTO, Calif., Sept. 21, 2026 /PRNewswire/ — Governor Gavin Newsom has signed Assembly Bill 1738, establishing a statewide mandate that expands access to remote building inspections for specified residential projects while preserving the authority and professional judgment of local Inspectors.

Authored by Assemblymember Juan Carrillo, AB 1738 passed the California Senate by a 29–6 vote and received final Assembly concurrence by a 68–0 vote. The new law requires covered cities and counties to offer a homeowner—or a Contractor with the homeowner’s written consent—the option to request a remote inspection for all or part of an inspection required by a building permit. This can speed up residential and renewable energy developments by offering remote inspections for qualified residential installations. This lowers expenses, saves time, and maximizes Inspector availability without compromising safety.

At the jurisdiction’s discretion, an inspection may be conducted through live videoconferencing or recorded photos and videos. The law covers specified work in single-family and two-family dwelling units, including residential reroofs, qualifying photovoltaic and energy-storage systems, minor electrical and plumbing work, and smoke and carbon monoxide detectors. AB 1738 creates a statewide framework to modernize building departments and streamline residential permitting workflows.

“AB 1738 is an important step toward faster, more accessible building inspections without compromising Inspector control,” said Dane Demicell, founder and CEO of VuSpex. “California agencies do not need to build a remote-inspection program from scratch. VuSpex already provides the live video, field documentation, reporting, scheduling and permitting-system integrations needed to put a dependable program into operation.”

The law allows local agencies to establish reasonable protocols for image quality, camera coverage, location verification, technology and connectivity. It requires the remote option to be offered at no greater cost and with no greater delay than an in-person inspection. An Inspector may end a remote inspection and require an in-person visit whenever compliance cannot be verified remotely.

Under the newly enacted measure, California’s new remote inspection standards will phase in statewide, creating a streamlined digital pathway for homeowners and contractors while giving local building departments the necessary lead time to adopt compliant workflows, with exemptions provided for small jurisdictions.

A Complete Remote-Inspection Solution

VuSpex is purpose-built for public agencies, where our team fully configures the platform to match the jurisdiction’s specific inspection policies, permit types, staffing models, and existing workflows. Capabilities include:

Flexible inspection modes: Live, two-way video inspections; real-time on-demand queues; scheduled appointments; recorded photo and video inspections; and offline field reports that synchronize when connectivity returns.

Detailed reports and documentation: Configurable inspection reports complete with photos and video give agencies a clear record of the work reviewed and the inspection result.

Permitting-system integration: Connections with platforms including Accela, Tyler Technologies, Intuitive Municipal Solutions, CentralSquare, Cityworks, Citizenserve, OpenGov, Infor, Govwell, Maintstar, Salesforce, Computronix and others allow Inspectors to launch inspections from familiar systems and automatically attach inspection photos and results to the permit record.

Scheduling and intelligent routing: DaySmart and Outlook scheduling can route appointments by discipline, record type, inspection type or other agency-defined criteria while allowing manual control when needed.

Low-connectivity support: Patented technology supports inspection work in low-bandwidth and offline environments, including rural areas and locations where a reliable signal is unavailable.

Easy field participation: Contractors and homeowners can join from a phone, tablet or computer, communicate with the Inspector and provide the visual evidence requested from the jobsite without specialized inspection hardware.

For agency leaders, the combination of configurable reports, photos, video, results and permit-record integration helps create a consistent review process and reduces separate logins, duplicate data entry and manual transfer of inspection records. By using browser-based links, VuSpex eliminates app downloads for instant virtual inspections. Initial adoption is streamlined through phased rollouts on simple permits, backed by complete training toolkits and live support.

California Agencies Are Already Using VuSpex

California jurisdictions already using VuSpex include major metropolitan areas as well as rural areas, with a total combined population of over 3 million residents. Their adoption demonstrates that VuSpex remote-inspection technology can benefit jurisdictions of any size, with different workflows, staffing levels and connectivity conditions.

“Remote inspections are not a replacement for Inspector judgment; they are another tool that helps Inspectors use their time where it matters most,” Demicell said. “With AB 1738 now law, VuSpex is ready to help California jurisdictions move from policy to implementation with a platform already being used by agencies in the State.”

VuSpex invites California building officials, technology leaders and inspection managers to schedule a demonstration and begin evaluating workflows, technical protocols, system integrations and reporting needs ahead of the law’s implementation deadlines. Visit https://www.vuspex.com to learn more and arrange a meeting to use the VuSpex cost savings calculator for remote video inspections.

About VuSpex

VuSpex’s award winning platform provides configurable virtual inspection software for government agencies and private-sector inspection teams. Its platform supports live, on-demand, scheduled and offline inspection workflows; detailed reports with photos and video; permitting and scheduling integrations; and low-connectivity field operations. VuSpex helps inspection teams improve access, reduce travel and administrative work, and maintain Inspector control throughout the review process. VuSpex has authored 4 issued patents in the domain of remote video inspection technology with two additional patents pending.

Contact: Brad Pennington, VuSpex Vice President of Sales and Business Development, brad@vuspex.com

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SMARTIES™ Vietnam Announces 2026 Shortlist, Celebrating 187 Standout Entries

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September 21, 2026

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HO CHI MINH CITY, Vietnam, Sept. 21, 2026 /PRNewswire/ — SMARTIES™ Vietnam has officially announced its 2026 Shortlist, recognizing 187 entries that have distinguished themselves through this year’s rigorous judging process and moved one step closer to the coveted SMARTIES™ trophies. This year’s award brings together 150 senior marketing leaders and industry experts across judging panels, reinforcing the scale and professional rigor behind SMARTIES™ Vietnam 2026.

187 Entries Making Their Mark in 2026

The SMARTIES™ Vietnam 2026 Shortlist, presented by the Marketing + Media Alliance (MMA), brings together 187 entries spanning a wide range of industries, each offering a distinct response to the increasingly complex challenges facing marketers today. Across creativity, data, technology and consumer engagement, the shortlisted work captures how marketing is being applied to create tangible impact for businesses.

This year’s Shortlist features a strong showing from leading brands including Abbott, BYD, Coca-Cola, FPT Play, Google, Grab, Heineken, L’Oréal, MSD, Nestlé, Nutifood, Samsung, Suntory PepsiCo, Unilever and Vietnam Airlines, among many others. It also reflects the work of leading media and creative agencies including Dentsu Creative, Hakuhodo, LEO, MullenLowe Mishra, Omnicom Media, PMAX, Purpose.Ant, TMRW, WPP Media and Zenith.

Reflecting on the progress seen across this year’s entries, Rohit Dadwal, CEO of MMA APAC and Global Head of SMARTIES Worldwide, shared:

“Vietnam continues to distinguish itself within the global SMARTIES™ community through its ability to combine technology and data with a deep understanding of local culture and consumers. This year’s shortlisted work demonstrates how marketers are translating that combination into creative solutions that address real business challenges and deliver measurable impact.”

4 Channels – 25 Categories: A Broader View of Modern Marketing

The range of work represented across this year’s 187 shortlisted entries extends across 4 channels and 25 categories. From customer experience, technology and data to emerging platforms and new approaches to engagement, the awards offer a broader view of how marketing is adapting to a changing marketplace and rising consumer expectations.

Beyond the 25 award categories, SMARTIES™ Vietnam 2026 will also recognize excellence through 15 Industry Awards, extending recognition across campaigns, brands, agencies, technology enablers, publishers and other players that have made a notable mark on this year’s awards.

The broader scope of SMARTIES™ also reflects the expanding role of marketing and the many ways it creates value for brands, businesses and the wider market, capturing a more complete picture of marketing excellence today.

13 Years of Celebrating Excellence and Shaping the Standards of Marketing in Vietnam

Over 13 years in Vietnam, SMARTIES™ has established itself as one of the country’s leading international marketing awards, while growing alongside an industry undergoing profound transformation. Across each season, SMARTIES™ has witnessed the boundaries between creativity, media, data and commerce become increasingly interconnected, reshaping what marketing excellence means today.

Excellence is no longer defined by the ability to capture attention alone, but by the ability to turn ideas into solutions that contribute to sustainable business growth. This principle has remained at the heart of SMARTIES™ for more than a decade.

The credibility of the 2026 awards is further reinforced by 150 industry leaders and experts across the judging panels, comprising 100 Qualifying Jury members and 50 Grand Jury members. Their breadth of expertise and experience brings depth and perspective to the judging process, while ensuring that every campaign is assessed against the standards SMARTIES™ has upheld throughout its journey in Vietnam.

Each campaign is evaluated across strategy, creativity, execution and business impact, providing a comprehensive view of both the quality of the work and the impact it delivers.

Ms. Phan Bich Tam, Managing Director Vietnam and Cambodia & Board Member Vietnam, MMA Global – APAC, emphasized:

“For 13 years, SMARTIES™ Vietnam has celebrated marketing that turns creativity into measurable business value. This year’s Shortlist reflects the growing ambition and strategic maturity of Vietnam’s marketing community. It also shows how brands and agencies are applying innovation with greater discipline to address real business challenges. Congratulations to every team recognized.”

SMARTIES™ Awards Gala

On October 29, SMARTIES™ Vietnam 2026 Gala Night will reveal and celebrate the outstanding campaigns, brands and agencies of this year’s competition.

More than the moment when the SMARTIES™ trophies find their winners, Gala Night brings the marketing community together to celebrate the campaigns and teams that have transformed consumer understanding, strategic thinking and creativity into meaningful value for brands and businesses.

View the complete list of SMARTIES Vietnam 2026 Finalists

The industry will gather to celebrate the winners at the SMARTIES™ Vietnam 2026 Awards Gala on October 29, 2026, at GEM Center, Ho Chi Minh City.

Reserve your attendance at the Gala Night.

PR Newswire is the Official Press Release Distribution Partner of SMARTIES™ Vietnam 2026.

About the Marketing + Media Alliance (MMA)

The Marketing + Media Alliance is the global non-profit community of CMOs advancing marketers’ ability to create value, with 825+ members across 16 countries. mmaglobal.com

About SMARTIES™

SMARTIES™ is the prestigious marketing awards program hosted by MMA, recognizing excellence in marketing effectiveness and innovation. The SMARTIES Awards celebrate campaigns that push creative boundaries while delivering measurable business impact. With programs spanning local, regional, and global markets, SMARTIES has become the industry’s most respected benchmark for marketing that drives real growth.

Media Contact:
Ms. Ngoc Vu
Email: ngoc.vu@mmaglobal.com

MMA Vietnam
mmavn@mmaglobal.com

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