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Kumo unveils world’s first Relational Foundation Model (RFM) for instant predictions on enterprise data

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Today, it takes months to build predictive models using machine learning — KumoRFM delivers results in seconds, with no manual effort.

MOUNTAIN VIEW, Calif., May 20, 2025 /PRNewswire/ — Kumo, a leader in predictive AI, announced today the launch of KumoRFM, which allows businesses to instantly generate accurate predictions, such as item recommendations, identifying customer churn, or detecting fraudulent transactions, directly from their enterprise data. The first-ever foundation model built for relational data, KumoRFM gives organizations of any size an off-the-shelf, cost-effective AI model that eliminates the need to manually build and train separate models for each predictive task. KumoRFM results in 20x faster time to value and delivers 30-50% higher accuracy compared to traditional approaches.

AI has completely transformed how businesses leverage text-based and unstructured data like documents, audio, video, and images. Yet, structured enterprise data — like customer records, transaction histories, and product catalogs — is the backbone of business decision-making, but remains largely untouched by this wave of AI innovation.

“To make predictions and business decisions, even the largest and most cutting-edge companies are using 20-year-old machine learning techniques on the enterprise data inside their data warehouses,” said Jure Leskovec, Co-Founder and Chief Scientist at Kumo. “Extending Transformer architecture beyond natural language took significant innovation and investment. We’re proud to bring to enterprise data what GPTs brought to text, and at a fraction of the cost.”

KumoRFM is the first model to deliver instant predictions on structured enterprise data, without the need for task-specific model training. While language models such as ChatGPT use their understanding of semantic meaning within text to generate the next word, KumoRFM uses its understanding of traits, behaviors, and relationships represented inside data warehouses to predict what business outcomes will be at a different time or in a different scenario. These predictions power critical business decisions, from flagging suspicious transactions to recommending products, personalizing marketing offers, and selecting which ads or content to display. All of which have a direct impact on revenue.

Data science teams, developers, and engineers can connect KumoRFM to their data warehouse through an API, and KumoRFM can begin immediately identifying patterns within the enterprise’s data and make business-critical predictions, like customer churn, personalized customer recommendations, and fraud detection. Unlike traditional approaches that require building and training separate models for each such predictive task, KumoRFM is zero-shot, enabling accurate predictions without the need to even train or specialize the model. This shift allows AI and engineering teams to get predictions for different use cases in real-time, letting them explore and ship applications faster. KumoRFM is trained solely on synthetic enterprise-like data, which makes the model compact and inference cost-effective.

“AI tools like chatbots and content generators have shown what’s possible with language, but there’s a missing piece when it comes to enterprise data, and KumoRFM fills that gap,” said Vanja Josifovski, Co-Founder and CEO at Kumo. “The game changes completely when AI connects with business data. That’s when we see the needle move. Real numbers, real ROI, and real business impact.”

KumoRFM is a pre-trained Relational Graph Transformer model, enabling it to learn across multiple tables of structured enterprise data. KumoRFM works out of the box, delivering instant predictions with accuracy on par with manual models. When fine-tuned to a specific task, KumoRFM delivers 30-50% higher accuracy compared to traditional approaches. The model is built on years of research in Graph Neural Networks (GNNs) and Graph Transformers, a field pioneered by Jure Leskovec and several members of the Kumo team. This core technology, available through an API, already powers Kumo’s existing platform, which is used by more than 20 enterprise clients, including DoorDash, Databricks, Snowflake, and Reddit. To get started, visit Kumo.AI.

Follow Kumo

LinkedIn: https://www.linkedin.com/company/kumo-ai/
X (formerly Twitter): https://twitter.com/Kumo_ai_team
Kumo Research: https://kumo.ai/research/

About Kumo

Kumo transforms how businesses create predictions from their data warehouse, using AI to quickly build high-performing machine learning models that help data scientists better predict user and customer behaviors with best-in-class accuracy. The company was founded by three PhDs who have held executive leadership and academic positions at Pinterest, Airbnb, LinkedIn, and Stanford. Kumo has raised $37 million in funding and is backed by Sequoia Capital. Kumo is reshaping the future of applications, making predictive AI accessible and practical for companies of all sizes. To learn more, visit kumo.ai.

Contact:

Ali Goldberg
Concrete Media for Kumo
kumo@concrete.media

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SOURCE Kumo.AI

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Meiyume (Group) LTD Achieves EcoVadis Gold Rating for 2026, Reinforcing Commitment to Sustainable Beauty

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HONG KONG, May 4, 2026 /PRNewswire/ — Meiyume (Group) LTD has achieved the EcoVadis Gold rating for 2026, with the company being in the 96th percentile globally and among the top-performing companies for sustainability.

EcoVadis evaluates companies across environment, labour and human rights, ethics, and sustainable procurement. The Gold rating reflects Meiyume’s strong performance and continued commitment to embedding sustainability across its supply chain.

A supplier’s commitment to sustainability is increasingly important to brands, as they work to meet rising regulatory requirements and evolving consumer expectations for transparency and responsible practices. In this landscape, choosing the right partners is essential. Partners like Meiyume play a key role in enabling more responsible, future-ready solutions while helping to strengthen sustainability standards across the supply chain.

A Holistic Sustainability Strategy: Meiyume’s 5Ps Framework

Meiyume’s sustainability approach is guided by its 5Ps framework: Product, Process, Places, People, and Principle, ensuring a comprehensive integration across the business:

Product – Advancing sustainable innovation in formulations and packaging

Process – Strengthening responsible sourcing and supply chain practices

Places – Enhancing operational efficiency and environmental performance

People – Fostering an inclusive and supportive workplace

Principle – Upholding strong governance and compliance standards

Sustainability as an Ongoing Journey

While the EcoVadis Gold rating marks an important milestone, Meiyume views sustainability as an ongoing journey. The company remains committed to strengthening its sustainability performance and supporting beauty and personal care brands in achieving their sustainability goals.

About Meiyume:

Formerly LF Beauty, Meiyume offers end-to-end beauty solutions—packaging, ODM, OEM —grounded in sustainability and insights. Powered by it’s Beauty Intelligence Platform and a global sourcing network, Meiyume brings visions to life with agility, intelligence, and responsibility.

https://meiyume.com/
2/F HK Spinners Industrial Building, Phases I & II, 800 Cheung Sha Wan Road, Kowloon, Hong Kong

SOURCE Meiyume

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Marketna: Launching Smart Arabic Platform for Digital Classified Ads

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DUBAI, UAE, May 4, 2026 /PRNewswire/ — “Marketna” has announced the launch of its new digital classified advertising platform for the Arab world, available through its mobile app and website.

With the slogan “Easy Buy and Sell,” Marketna is a platform connecting buyers and sellers across various sectors, including cars, property, electronics, home furniture and appliances, jobs, and services, enabling users to advertise and sell almost anything.

 

 

The platform, enhanced with artificial intelligence technologies, aims to simplify the online advertising process through a secure and user-friendly environment.

Marketna offers its services in both Arabic and English, currently covering nine Arab countries: the UAE, Saudi Arabia, Egypt, Jordan, Kuwait, Qatar, Oman, Bahrain, and Lebanon. Expansion is underway to include Syria, Iraq, Morocco, Algeria, Tunisia, and Libya, along with the addition of French as a supported language.

This initiative comes as part of Marketna’s vision to become a leading digital e-commerce platform across the Arab world, with a focus on the quality of user experience.

Marketna aims to build an inclusive online community that connects the region’s markets, thereby boosting the prosperity of the Arab digital economy.

Smooth and Easy Classified Ad Creation and Publishing

Marketna is built on four core pillars that make the buying and selling experience unique:

Speed and Simplicity: One-step registration and three-step ad postingSafety and Trust: Focus on protecting user data and privacyPremium Service: Fast ad approval and exceptional customer supportGreater Outreach: Maximum exposure to the target audience

Supporting Individuals and Business Owners

The platform offers individual sellers additional features through a “Premium” membership, granting ongoing benefits such as the ability to publish unlimited ads, extended ad validity, priority in search results, and a special seller badge.

Through a “Business” account, which can be created in just a few minutes, Marketna provides dedicated accounts for small, medium, and large business owners, enabling them to advertise cars and real estate in a professional way.

New users, both individuals and merchants, can post their basic ads for free, and receive exclusive discounts to boost their ads upon upgrading to a “Premium” or “Business Plus” membership, allowing them to reach a larger pool of potential buyers.

An Optimal User Experience via the Marketna Smart App

The Marketna Classified Ads Smart App is available for Android devices on the Google Play Store, allowing users to browse ads and post listings from anywhere, at any time, with the ability to communicate directly through in-app chat.

The app features a simplified, modern, and responsive interface. An iOS version for Apple devices is coming soon, with the goal of supporting all users.

For more information about Marketna and its services, visit the official website at https://marketna.com.

Photo: https://mma.prnewswire.com/media/2963238/Marketna_Classified_Ads.jpg
Logo: https://mma.prnewswire.com/media/2963239/Marketna_Logo.jpg

 

 

View original content:https://www.prnewswire.com/news-releases/marketna-launching-smart-arabic-platform-for-digital-classified-ads-302758903.html

SOURCE Marketna

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2026 Hong Kong Corporate Gift Purchasing Trends Report: BeGiftHK Reveals “Specialization and Wellness” as the New Standard for Corporate Gifting

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HONG KONG, May 4, 2026 /PRNewswire/ — BeGiftHK, a leading professional corporate gift company in Hong Kong, today officially released the “2026 Corporate Gift Purchasing Trends Report.” The report highlights that following profound changes in corporate culture in the post-pandemic era, the Hong Kong B2B gift market has officially moved away from the “low-price, high-volume” model. It has been replaced by a new purchasing logic centered on “Employee Wellness” and “Brand Specialization.”

Pickleball Customization: The New Corporate Sports Social Favorite of 2026

The most prominent trend highlighted in the report is the strong rise of “sports social gifts.” Data shows that in the first quarter of 2026, inquiries for Pickleball customization equipment surged by 210% compared to the same period last year.

A spokesperson for BeGiftHK analyzed: “In 2026, a corporate gift is no longer just an object; it is a brand touchpoint. Due to its low entry barrier and high participation across all age groups, Pickleball has become the top choice for large enterprises for hosting Team Building and ESG promotion activities. The professional-grade T700 carbon fiber paddles we provide, combined with high-quality customized designs, successfully transform the act of gifting into a highly social brand experience.”

Technology Defines Authority: Full-Color UV Digital Printing Enhances Corporate Image

Regarding the craftsmanship requirements for gift customization, purchasers in 2026 have demonstrated unprecedented attention to detail. The report indicates that over 85% of multinational organizations and financial enterprises prioritize the precision of printing technology when selecting a Hong Kong corporate gift company.

BeGiftHK has addressed the limitations of traditional screen printing, such as the inability to render gradients and high-precision logos, by introducing cutting-edge “Full-Color UV Digital Printing” technology. This commitment to professionalism has led BeGiftHK to frequently receive high praise as a “Souvenir Recommendation of the Year” in various commercial evaluations.

ESG Transformation: From “Green Products” to “Social Responsibility”

The report concludes by emphasizing that ESG factors have permeated every stage of the purchasing decision. In 2026, the demand for “Recycled PET (RPET)” materials and “Sustainable Sports Solutions” among Hong Kong enterprises consistently accounted for over 40% of the market share. Through its robust supply chain accumulated over years of deep cultivation in the Hong Kong market, BeGiftHK not only provides eco-friendly materials but also assists organizations in planning gift solutions with social impact, integrating “ESG narratives” into every exquisite gift box.

Rooted in Hong Kong, Defining the Future

As an established authoritative brand in the market, BeGiftHK, with its keen market insights and excellent execution, has successfully provided one-stop corporate gift customization services for numerous NGOs, educational institutions, and Fortune 500 companies. Looking ahead, the company will continue to drive industry innovation, creating the most valuable brand souvenirs for Hong Kong organizations with a more professional and forward-looking vision.

About BeGiftHK

BeGiftHK is a professional gift solution provider headquartered in Hong Kong. The company is committed to providing customers with closed-loop gift customization services, including design, production, quality inspection, and logistics, through innovative technology and a unique industry perspective. With the core concepts of “Professionalism, Design, and Value,” BeGiftHK is a designated gift partner for many large-scale events and corporate anniversary celebrations in Hong Kong.

Media Inquiries, please contact:

Contact Person: BeGiftHK Customer Service DepartmentCompany Name: Ideas Promotion Ltd (BeGiftHK)Phone: +852 3490 6532Email: info@ideaspromotion.com.hkWebsite: https://begifthk.com

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SOURCE BeGiftHK

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