Tech News

Unlock Business Value with GenAI Through a Data Semantic Approach

Published

2 months ago

October 7, 2025

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.

Check out our previous post NMK Interactive 2025 Sets New Middle East AV Benchmark

Related Topics:#featured cybersecurity Dubai Technology IT News Latest Technology News MEA Middle East Middle East Technology

Up Next

Bulwark & E-7 Cyber To Boost Cybersecurity In Middle East

Don't Miss

NMK Interactive 2025 Sets a New Benchmark for AV Experiences in the Middle East

Click to comment

Tech News

Ramco Systems Celebrates 20 Years in the Middle East, Unveils Vision for the Future at Milestone Event

Published

4 days ago

December 3, 2025

Integrator Web-Editor

Doubles down on AI-native applications and localized innovation to shape enterprise technology in the region

Ramco Systems, aglobal enterprise software company offering next-generation SaaS-enabled platforms and products, celebrated two decades of powering enterprise transformation in the Middle East. To mark this milestone, Ramco hosted Ramco@20 – Experience That Matters, a full-day event in Dubai designed to showcase its regional journey, highlight cutting-edge innovations, and bring customers and industry leaders together for forward-looking discussions.

The first half of Ramco@20 convened senior HR and payroll leaders from across the region for a thought leadership forum on the future of employee experience. Industry leaders discussed how enterprises in the Middle East are moving beyond traditional HR process optimization toward more intelligent, intuitive, and employee-centric models of workforce management. Conversations explored balancing automation with empathy, using AI thoughtfully, and elevating payroll as a trust-building touchpoint.

The second half welcomed a large gathering of customers across business units – Global Payroll, Aviation MRO, ERP, Services Resource Planning and Logistics – along with partners, and industry influencers, for a celebration honouring the relationships that have defined Ramco’s two-decade journey. Ramco’s leadership unveiled its technology vision: shifting from Systems of Record to Systems of Intelligence through AI-native applications, agentic workflows, and conversational UX. The leadership’s address also emphasized its investments in platform modernization and localized initiatives, while outlining a roadmap to further strengthen Ramco’s focus for the next 20 years.

Abinav Raja, Managing Director, Ramco Systems, said, “The Middle East has been a cornerstone of Ramco’s growth story for two decades and has shaped our thinking in profound ways. The region’s appetite for transformation has inspired us to design solutions that combine global best practices with local relevance. This milestone is built on the trust and partnership of our customers, and our commitment is clear: double down on AI-native, API-first applications that incorporate special features aligned with the region, platform modernization, and customer-centricity. We are shaping the future of enterprise technology with solutions enabling businesses to focus on what truly matters: growth and people.”

Sandesh Bilagi, Chief Operating Officer, Ramco Systems, said, “Our presence in the Middle East has been built on strong partnerships and a commitment to delivering outcomes. This region is not merely a market for us, but also a proving ground for ideas that redefine global enterprise technology. The presence of all our business units in this region makes the Middle East a key pillar and reflects the confidence our customers have placed in us for twenty years.“

“Our investments in agentic AI, conversational UX, and platform innovation are designed to deliver enterprise applications that are intuitive, secure, scalable and integrate regional nuances,” Bilagi added. “We also focus on customer-focused initiatives like local deployment and training because every digital journey is, at its core, a human journey. The region is setting global benchmarks, and we are proud partners of the next era of enterprise innovation.”

Over the past two decades, Ramco has partnered with leading enterprises across the region, enabling digital transformation through innovative solutions. Its work in the Middle East has been shaped by sectors and functions that demand precision at scale – payroll, aviation, manufacturing, conglomerates, trading, infrastructure, professional services and logistics – giving Ramco an execution depth that continues to define its competitiveness in the region.

Tech News

Vertiv and Caterpillar announce Energy Optimization Collaboration to Expand End-to-End Power and Cooling Offerings for AI Data Centers

Published

2 weeks ago

November 21, 2025

Integrator Web-Admin

Vertiv, a global leader in critical digital infrastructure, and Caterpillar Inc. (NYSE: CAT), a global leader in power systems, today announced the signing of a strategic undertaking to collaborate on advanced energy optimization solutions for data centers. This initiative will integrate Vertiv’s power distribution and cooling portfolio with Caterpillar’s, and its subsidiary Solar Turbines’, product and expertise in power generation and CCHP (Combined Cooling, Heat and Power) to deliver pre-designed architectures that simplify deployment, accelerate time-to-power and optimize performance for data center operations.

A Powerful Collaboration:

This collaboration directly addresses the growing demand for on-site energy solutions that deliver reliable power and cooling. Together, the companies are able to offer a fully integrated solution with validated interfaces and performance, enabling customers to accelerate design, installation and deployment.

Caterpillar and Solar Turbines will supply power generation solutions, such as natural gas turbines and reciprocating engines, to deliver dependable, scalable electric power and thermal energy for CCHP.
Vertiv will provide a complete portfolio of power and cooling solutions and services, packaged as modular, pre-designed blocks, to shorten design cycles and standardize deployment.

The Customer Advantages:

Accelerates Time-to-Power – by utilizing predesigned, modular reference architectures to speed up deployment time.
Lowers PUE (Power Usage Effectiveness) – enables improved energy efficiency and carbon footprint because the system is optimized end-to-end: power, cooling, distribution and dynamic load management, compared to traditional design.
Global lifecycle support – the offering is backed by the trusted, global service and support networks of both Vertiv and Caterpillar.

“This collaboration with Caterpillar and Solar Turbines is a cornerstone of our Bring Your Own Power & Cooling (BYOP&C) strategy and aligns seamlessly with our grid-to-chip framework by offering resilient, on-site power generation solutions. This is optimal for customers looking to reduce or eliminate grid dependence,” said Gio Albertazzi, CEO, at Vertiv. “By combining our complementary technologies, portfolios and expertise, we are enabling coordinated integration. Our pre-engineered, interoperability-tested building blocks let customers execute design, build and deploy concurrently, with predictable system performance.”

“As AI-driven workloads continue to accelerate, the demand for robust and scalable power infrastructure and cooling is becoming increasingly critical,” said Jason Kaiser, group president of Caterpillar Power & Energy. “Our collaboration with Vertiv will enable us to deliver integrated, on-site energy solutions that lower PUE and meet customers’ evolving needs.”

This initiative directly addresses the growing demand for on-site energy solutions and offers a coordinated, customer-first approach to solution design and implementation. The Vertiv and Caterpillar Memorandum of Understanding (MOU) represents a pivotal step in further refining this ecosystem, enabling customers to overcome energy constraints and deploy optimized AI centers.

Tech News

ASUS Presents “Design You Can Feel” at Dubai Design Week — A Multi-Sensory Journey Through Craftsmanship, AI, and the Future of Laptop Design

Published

2 weeks ago

November 21, 2025

Integrator Web-Admin

ASUS has opened the doors to its most immersive exhibition yet, Design You Can Feel, at Dubai Design Week 2025 — where emotion, functionality, and innovation collide to shape the future of personal technology. Featuring the exclusive Zenbook Ceraluminum™ Signature Edition and the world’s lightest Copilot+ PC, the Zenbook A14, the showcase invites visitors to experience how ASUS is transforming everyday devices into objects of desire — built to be felt, owned, and adored.

Held at Atrium Building 5 in Dubai Design District (d3), the interactive exhibit replaces the traditional tech display with a sensory journey — spotlighting not just what ASUS builds, but how it makes people feel. It is a rare chance for consumers to get up close, try the devices, and even purchase them at exclusive Design Week prices.

“Zenbook has always been about design that connects emotionally. With the Copilot+ PC lineup, we’ve reached a new era — one where your device responds to you, understands you, and becomes a seamless part of your creative and personal life,” said Coraline Lin, Marketing Director of, ASUS.

WHAT VISITORS EXPERIENCED INSIDE “DESIGN YOU CAN FEEL”
Zenbook Ceraluminum™ Signature Edition

The centerpiece of the exhibit, crafted from ASUS’s proprietary Ceraluminum™ — a material that blends the durability of ceramics with the weightlessness of aluminum. Available in four finishes inspired by nature, this ultra-premium collectible edition laptop was built to redefine what luxury tech feels like. The tactile experience is unforgettable — and so is the fact that visitors can purchase it on-site.

Visitors can also explore the AL-FORM Furniture Range — a collection of sculptural chairs that explore the materiality of Ceraluminum™. One chair in the collection is made entirely from Ceraluminum™ — and visitors are encouraged to touch, guess, and interact. It’s design that tells a story — and acts as the perfect lead-in to a purchase moment.

To complement the experience, a bespoke Ceraluminum™ Bukhoor burner adds a UAE-inspired sensory layer to the space — signaling ASUS’s deep respect for local culture while showcasing just how far the material can go.

INTERACTIVE HIGHLIGHTS

“Thincredible Table”

A hands-on disassembly experience where visitors can explore what makes ASUS laptops ultra-thin, ultra-durable, and ultra-desirable — from board design to external finishes. The more visitors understand what’s inside, the more they’ll want to own one.

SUSA by Future Facility

A conceptual piece redefining device interaction — made from oxidized Ceraluminum™ and powered by AI. It challenges everything we know — and want — from modern devices.

Tech-Art Installation by Dr. Ahmad AlAttar

A brainchild of Emirati roboticist and artist Dr. AlAttar, this immersive artwork transforms touch into sound — a symbolic bridge between human emotion and machine response. It embodies ASUS’s message: the future of tech is alive, reactive, and emotional.

EXCLUSIVE DESIGN WEEK OFFERS — AVAILABLE ON-SITE AND ONLINE

For the first time ever, ASUS is uniting a design exhibition with a purchase campaign. Visitors can shop exclusive deals of up to AED 2,000 off on select Zenbook and ProArt laptops — both in-person and through the ASUS eShop.

Featured devices include:

Zenbook S16 (UM5606) – 16” Copilot+ powerhouse
Zenbook DUO (UX8406CA) – Dual-screen innovation
Zenbook A14 (UX3407) – The world’s lightest Copilot+ PC
ProArt P16 (H7606) – Creator-grade performance
ProArt PZ13 (HT5306) – Versatile 2-in-1 detachable
ProArt PX13 (HN7306) – Convertible creator experience

Whether you’re a creative professional, a student, or a tech enthusiast — this is the moment to own the most advanced ASUS laptop at the best price of the year.

Visit ASUS at Atrium 5, d3 — feel the design, fall in love, and take it home.