Tech News
Unlock Business Value with GenAI Through a Data Semantic Approach
By Robert Thanaraj, Sr Director Analyst at Gartner
Semantic representations of information are crucial for the functionality of large language models (LLMs), which is fuelling a heightened focus on semantics within data and analytics (D&A) and AI.
Data silos become entrenched and limit an organization’s capacity to draw insights from its data. Without understanding the relationships within data, the individual pieces of information become less useful.
Semantic approaches facilitate a shared understanding of business terms and their interrelationships, which is vital for providing the necessary context for generative AI (GenAI). In a Gartner survey on the evolution of data management, 44% of the respondents from AI-ready organizations reported that semantic alignment is a key factor in assessing the AI readiness of their data.
D&A leaders can enhance and expand their semantic understanding by leveraging emerging technologies such as knowledge graphs and augmented data catalogs, thereby unlocking greater value from their information resources.
What is Data Semantics?
Data semantics refers to the meaning and interpretation of data within a business-specific context, as opposed to focusing on the physical representation of data through a data dictionary or a business glossary. It involves understanding what a data element represents, how it should be used, and its relationships with other data elements. Without this understanding, data is of limited use for AI use cases.
Semantic modeling is a practice of connecting technical metadata with business metadata.
A business glossary serves as the foundation for all things “semantic,” documenting the meanings of business-related terms. When the semantics and rules of a business glossary are well-understood, it leads to better data quality, easier integration and greater usefulness, supporting interactions with LLMs. The glossary also supports business goals like reducing costs and managing risks by making definitions clear, consistent and easy to trace back to their sources.
Top Recommendations for D&A leaders
- -Upskill your data engineers with semantic modeling techniques such as the use of knowledge graphs in building business ontologies.
- -Introduce DataOps practices to “deliver value from data” more easily, quickly and broadly. Take a people-, product- and governance-centric approach.
- -Invest in converged data management platforms. Establish a platform engineering team that produces platform services for platform tenants.
Key Benefits of Data Semantics
Leveraging and governing semantics effectively enables:
- –Improved Data Understanding: Both people and applications gain a unified view of data and its structure. For example, if several medical e-commerce sites use consistent relationships between terms, applications can extract and aggregate information across these sites to support user queries or serve as input for other applications.
- –Knowledge Reuse: Relationships uncovered by one group can be reused or built upon by others for new use cases, allowing previously identified connections to be embedded in future work.
- –Enhanced Accuracy with LLMs: Incorporating knowledge graphs into the training and inference processes of LLMs serves as a factual base (i.e., data and metadata source) for mitigating errors and hallucinations.
- –Enhanced Interoperability and Innovation: By adopting semantic modeling, organizations open themselves to a wider range of use cases and enable more effective data interchange.
Link Data from Different Sources to Derive Data Relationships
Semantic reconciliation plays a crucial role in effectively linking data from different sources. It is also essential for inferring relationships between disparate datasets. Without a clear understanding of the relationships, correlations and distinctions among the meanings of data from different modalities such as text, videos, images and structured data, organizations cannot fully realize the potential of their data assets.
Modern semantic tools use algorithms to find connections in data. These tools recommend the best ways to clean, organize and analyze information. They also track where data comes from and how it is used for better governance.
With augmented data discovery, algorithms automatically detect correlations, segments, clusters, outliers and relationships, presenting the most statistically significant and relevant results. By using these semantic approaches, organizations can connect information from different sources, uncover relationships and gain valuable insights that drive better decisions.
In business ecosystems, the degree of openness is driven by members’ strategies, common goals and shared interests. For example, governments, nongovernmental organizations, charities and community groups can collaborate on health or public policy issues, or in open-source developer communities. This creates an opportunity for exploiting the knowledge of data and the meaning of data in terms of what can be applied to several digital business moments.
Lastly Think Data Semantics Before Introducing Large Language Models
Organizations are spearheading transformative initiatives to implement large language models in order to transform their operations. However, data and analytics leaders often rush to integrate LLM capabilities without first ensuring these tools are aligned with real business outcomes. To maximize value, it’s essential to connect LLMs with robust semantic frameworks.
Knowledge graphs are a powerful foundation for leveraging LLMs in business contexts. These machine-readable data structures capture semantic knowledge about both physical and digital entities. These worlds include entities and their relationships, which adhere to a network of nodes and links forming the graph data model.
LLMs can streamline the creation of ontologies, which define categories and relationships within data. By using “few-shot” learning prompts—providing just a handful of examples—users can guide LLMs to generate base ontologies in open formats that suit their needs. These initial frameworks can then be refined for greater detail as required.
Additionally, LLMs support ontology mapping by helping users align entities and relationships across different datasets or systems. With targeted prompts and sample mappings, organizations can extract relevant connections from their data and improve accuracy through iterative refinement.
By adopting large language models alongside semantic representations like knowledge graphs and ontologies, organizations position themselves for faster deployment of advanced analytics solutions that deliver meaningful business value.
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Tech News
TALLY SOLUTIONS OPENS NOMINATIONS FOR THE 6TH EDITION OF TALLY MSME HONOURS, CELEBRATING INSPIRING ENTREPRENEURS

Tally Solutions, a leading international technology provider of business management software, has announced the launch of the sixth edition of its flagship annual initiative, Tally MSME Honours. With an aim to recognize and celebrate emerging entrepreneurs, the initiative builds on the momentum of five successful years and continues to champion the future of the UAE’s MSME ecosystem by spotlighting innovation, resilience, and meaningful impact.
Over the last five editions, Tally MSME Honours has received more than 70,000 nominations globally, with over 20% of entries from women-led ventures, making it one of the biggest global platforms to celebrate MSMEs. This year, Tally expects 20,000 nominations across categories. The honours will also bring forth MSME success stories from across India, Africa, Bangladesh, and Nepal, in addition to the Middle East. The entries can be submitted by interested businesses or people who know such businesses via this link.
As part of this year’s edition, participants can submit video entries, ensuring representation from different emirates across the UAE. To further strengthen the evaluation process, Tally is also deploying an AI-led shortlisting framework that will help validate and assess entries more comprehensively by analyzing publicly available business information, ensuring deserving businesses receive due recognition for their impact and growth.
Speaking about the initiative, Vikas Panchal, General Manager – MENA, Tally Solutions, said, “MSME Honours is not just an award platform; it is a celebration of the resilience, ambition, and entrepreneurial spirit that drives small businesses forward every day. Across the UAE and the wider MENA region, we continue to witness inspiring MSMEs building innovative businesses, creating employment, and contributing meaningfully to economic growth. This becomes even more relevant as the UAE continues to place strong focus on strengthening its SME ecosystem as a key pillar of the country’s long-term economic vision. Through MSME Honours, we aim to spotlight these stories of determination and impact, while encouraging more entrepreneurs to share and celebrate their journeys.”
With a strong focus on enabling long-term growth and visibility, Tally MSME Honours extends beyond recognition to create a platform that continuously supports entrepreneurial journeys. Over the years, past winners have become part of a growing network of business leaders and changemakers, gaining opportunities to participate in industry discussions, ecosystem forums, and business-led conversations. These engagements help entrepreneurs showcase their journeys, build meaningful collaborations, exchange insights, and further strengthen their impact within the broader MSME ecosystem.
Tally MSME Honours 2026 will feature the following award categories:
- Business Maestro: Established businesses that have mastered the art of thriving and sustaining success.
- Wonder Woman: Outstanding women-led businesses making a remarkable impact.
- NewGen Icon: A new generation of business owners innovating and paving the way for exponential growth.
- Tech Transformer: Businesses leveraging new technology to drive efficiency and scale.
- E-preneur Icon: Purpose-driven businesses contributing meaningfully to society and the environment
The entries will be judged by an esteemed panel comprising experts from the field of technology, the MSME domain, and the media.
Tech News
BELKIN’S LILYPAD IPAD CASE TURNS THE FAMILY IPAD INTO A FUN, FRIENDLY SIDEKICK INSPIRED BY DISNEY AND PIXAR’S “TOY STORY 5”

Belkin, a global leader in consumer electronics for over 40 years, today announced a real-world special edition iPad case inspired by Lilypad, the high-tech frog-shaped smart tablet character from Disney and Pixar’s “Toy Story 5,” in theaters June 18.
Designed to transform an iPad into a fun character companion, the Lilypad iPad Case blends protection with subtle character-inspired features, turning tablet use into an imaginative, playful experience connected to the world of “Toy Story 5.”
“Lilypad represents a modern take on how kids interact with technology,” said Steve Malony, CEO of Belkin. “With this collaboration, we wanted to create an accessory that captures the character’s personality while still delivering the quality, durability, protection, and thoughtful design families expect from Belkin.”
Turning an iPad into Lilypad
Designed, for families and Disney collectors, the Lilypad iPad Case combines durable EVA foam construction with character-inspired details like a built-in carry handle and foldable kickstand, allowing users to comfortably hold, carry, and use their device for watching, drawing, or learning on the go.
Key features include:
- Official Lilypad Character Design – Inspired by Lilypad from Disney and Pixar’s “Toy Story 5,” the case gives iPad (10th and 11th generation) expressive eye details and a character-inspired design.
- Kid-Proof Protection – Durable EVA foam construction helps absorb bumps and drops during everyday play.
- Soft, Grippy Edges – Easy for small hands to hold securely, helping reduce slips and accidental drops.
- Built-In Carry Handle – Integrated handle provides easy portability, designed to keep up with everyday use.
- Built-In Kickstand – Foldable kickstand supports hands-free viewing for drawing, watching, or playing.
- Exclusive Digital Wallpapers – Each case includes a QR code to download complimentary Lilypad-themed wallpapers for home and lock screens, making the iPad feel even more like the character.
- Safe & Parent-Approved Materials – Made with non-toxic materials and wipe-clean surfaces for easy maintenance.
Tech News
VERTIV EXPANDS LIQUID COOLING PORTFOLIO IN EMEA TO ACCELERATE AI‑READY DATA CENTER DEPLOYMENTS
Vertiv (NYSE: VRT), a global leader in critical digital infrastructure, today announced the expansion of its end-to-end thermal chain with the availability of the Vertiv™ CoolChip CDU 2300 and Vertiv™ CoolChip Fluid Network Row Manifolds in Europe, Middle East and Africa (EMEA). These liquid cooling technologies support the growing demands of AI and high-density, next-generation compute to help customers deploy high-density infrastructure faster and operate more efficiently.
The Vertiv CoolChip family is a core building block of the Vertiv thermal chain, an end-to-end portfolio including direct-to-chip cooling, immersion cooling, rear-door heat exchangers, coolant distribution, heat rejection, intelligent controls, and lifecycle services into a single, cohesive thermal management system.
The newly announced solutions will be on display at Datacloud Global Congress in Cannes (June 1–4), where Vertiv will participate as a Patron Sponsor and showcase its latest technologies at booth n. 123.
“The rapid growth of AI workloads is driving a fundamental shift in how data centers are designed, cooled, powered and operated,” said Paul Ryan, president for EMEA at Vertiv. “At Datacloud Global Congress, we’re showing how Vertiv is expanding its end‑to‑end portfolio, combining high-density power solutions, liquid cooling, heat rejection, intelligent controls, and lifecycle services, to help customers deploy AI-ready infrastructure faster and operate more efficiently over time.”
As a critical link in the Vertiv™ thermal chain, the Vertiv CoolChip CDU 2300 is a liquid-to-liquid coolant distribution unit delivering 2.3 MW of cooling capacity in a compact footprint, offering one of the highest capacity-to-footprint ratios available in the market. Its smaller cabinet supports flexible placement, including in‑row or in adjacent mechanical areas, helping operators reduce floor space requirements and the number of CDUs needed in large‑scale, high‑density deployments.
Vertiv™ CoolChip CDU systems span from 100 kW to 2.3 MW and support direct‑to‑chip liquid cooling as well as rear‑door heat exchangers. The integrated Vertiv™ CoolChip CDU controller allows temperature and flow to adapt to workload demands, while features such as redundancy, unit‑to‑unit communication, and remote monitoring help enhance system availability and simplify operations. This controller-level intelligence enables the CDU to operate in coordination with other elements of the thermal chain, enabling consistent thermal performance across the entire infrastructure.
Complementing the CDU within the thermal chain architecture, the new Vertiv™ CoolChip Fluid Network Row Manifolds provide the physical connectivity layer between coolant distribution units, server-level cooling hardware, and heat rejection systems. Each manifold assembly is flushed, passivated, pressure-tested, and sealed to deliver superior cleanliness, corrosion resistance, and leak-free performance. The configurable design provides full system compatibility across direct-to-chip cooling, immersion cooling, and rear-door heat exchangers while simplifying coolant routing. It also enables fast deployment for new builds or retrofits, helping operators scale liquid-cooling infrastructure in weeks rather than months.
Vertiv complements its portfolio with Vertiv™ Liquid Cooling Services, covering design support, installation, and ongoing maintenance. This lifecycle approach is designed to help customers maximize efficiency, maintain system availability, and support consistent performance as liquid cooling becomes an integral part of modern data center operations.
Vertiv experts will be available throughout Datacloud Global Congress at booth #123 to discuss Vertiv’s end‑to‑end portfolio of power, cooling, and converged infrastructure solutions designed to support high‑density, AI‑ready data centers. Explore insights and resources at Vertiv.com/AI.
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