Connect with us

Tech News

Unlock Business Value with GenAI Through a Data Semantic Approach

Published

on

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

Tech News

PNY STRENGTHENS ITS TEAMS IN THE MIDDLE EAST AND SAUDI ARABIATO SUPPORT STRATEGIC GROWTH

Published

on

PNY today announces the reinforcement of its commercial and marketing teams across the Middle East, with a particular focus on Saudi Arabia, a key strategic market for the expansion of its professional and consumer solutions businesses.

These recruitments are designed to support the acceleration of PNY’s expanding business around AI Factory initiatives and large-scale datacenter deployments. By strengthening its capabilities across computing, networking, storage, the full software stack, and the integration of NVIDIA and Vertiv solutions, PNY is positioning itself to deliver scalable, reliable end-to-end infrastructures that meet the evolving needs of enterprises as well as public and governmental organizations investing in AI and high-performance computing.

To support this growth strategy, PNY announces several key appointments:

Hashem Abughazaleh joins PNY to lead Professional Solutions Sales.
A seasoned Business Development and Enterprise Sales leader, Hashem brings over 15 years of experience across the Middle East and GCC. He has led high-level partnerships, defined enterprise sales strategies, and managed full solution lifecycles—from partner onboarding and technical customization to delivery.

Abdullah Algahyadh is appointed to drive the expansion of PNY’s presence in Saudi Arabia.
Born and raised in Riyadh, Abdullah holds a Bachelor’s degree in Business Information Systems and a Master’s degree in Entrepreneurship and Innovation Management from Middlesex University. His professional background includes business development, account management, and IT consulting. Abdullah brings strong local market knowledge and will play a key role in strengthening PNY’s footprint in the Kingdom.

Mohammed Hamdouche will lead the development of local marketing activities.
His background sits at the intersection of business, marketing, and technology, shaped by experience in large, tech-driven organizations across MENA markets. He brings expertise in digital marketing, with a strong interest in AI-driven technologies. Mohammed will actively support the growth of consumer solutions (a complete ecosystem of NVIDIA® GeForce® graphics cards, SSD components, and memory modules), storage ranges (USB flash drives and memory cards), as well as professional solutions.

“With these strategic hires, PNY is reinforcing its commitment to the Middle East and Saudi Arabia. We are strengthening our proximity to partners and customers, while helping them embrace innovative technologies to meet the region’s growing needs in digital transformation, AI, and high-performance computing.” –  Jérôme Bélan, CEO at PNY Technologies EMEA

Continue Reading

Tech News

ACCELERATING AI ADOPTION IN HEARING HEALTH CRITICAL TO SUPPORTING PATIENTS WITH HEARING LOSS IN UAE

Published

on

Starkey MEA speaker presenting Omega AI hearing technology to audiologists and industry professionals during a conference session in Dubai.

Drawing on feedback from patients across the globe, Starkey highlighted that accelerating AI adoption in hearing health is already transforming daily life for people with hearing challenges, improving how they hear, connect and participate with greater confidence. Starkey addressed UAE’s leading audiologists, clinic owners and industry stakeholders from across the Middle East and Africa, led by Dr. Achin Bhowmik, Chief Technology Officer and Executive Vice President of Engineering.

The session focused on Starkey’s blueprint for AI-led hearing performance for patients in UAE and wider Middle East region, anchored by Omega AI, and detailed how the platform is advancing real-world speech clarity in challenging noisy environments, listening comfort and spatial awareness today, while setting the architecture for next-generation sound processing.

“At Starkey, sound quality is always, and will remain, job number one. Hearing is essential for how people connect, work, and participate in everyday life. When people delay action, outcomes suffer and quality of life and cognitive ability can decline unnecessarily,” said Dr. Achin Bhowmik, Chief Technology Officer and Executive Vice President of Engineering, Starkey. “Omega AI is built to bring people closer to natural hearing in real environments, using an industry-first 360-degree deep neural network processing and generative AI designed to dynamically adapt as listening conditions change and assist the patient in all environments. Hearing aids are high tech multifunction devices.   The next step is accelerating adoption, so these capabilities reach more patients in the UAE who can benefit from them.”

During the session, Starkey highlighted how Omega AI advances the shift from conventional amplification toward intelligent hearing systems designed for clarity, comfort and usability. Omega AI includes new connectivity features including Auracast assistant and Google Fast Pair, fall detection and a special AI assistant.  Starkey is setting the new standards for the industry.

The briefing took place against a backdrop of hearing loss emerging as a major global health and societal challenge. The World Health Organization projects that by 2050, nearly 2.5 billion people will have some degree of hearing loss, with more than 700 million expected to require hearing rehabilitation. The WHO also estimates the annual global cost of unaddressed hearing loss at almost US$ 1 trillion, reinforcing why prevention, early checks, and access to care matter.

The roadmap also emphasized connectivity and ecosystem design, including features intended to reduce friction for wearers, support faster fitting and follow-up, and enable a smoother clinical experience for hearing care professionals.

“Audiologists and clinic leaders in the Middle East, Africa and Turkey can rest assured that the new OMEGA AI platform will give them confidence and speed in treating their patients,” said Giscard Bechara, Director, Starkey MEA. “This briefing was designed to align the professionals on a larger point – hearing care is the need of the hour. Starkey has the technology today to service our patients better than any time before and we will waste no effort to educate and bring it here to our patients in the UAE and the Middle East.”

Starkey Middle East and Africa will continue engaging hearing care professionals and partners through professional education, technology briefings and clinical enablement initiatives, supporting evidence-based hearing care practices and helping translate the latest hearing innovation into improved patient outcomes.

Continue Reading

Tech News

NEMETSCHEK GROUP AND INGRAM MICRO PARTNER TO ACCELERATE DIGITAL TRANSFORMATION ACROSS THE MIDDLE EAST AND NORTH AFRICA REGION

Published

on

Three executives stand behind a table holding a signed document folder during a Nemetschek Group and Ingram Micro partnership announcement event, with branded backdrop and floral arrangement in front.

The Nemetschek Group, one of the world’s leading software providers for the Architecture, Engineering, Construction and Operations (AEC/O) industry, announced a strategic partnership with Ingram Micro, a business-to-business (B2B) platform company for the global technology ecosystem, to jointly explore new business opportunities and accelerate digital transformation across the Middle East and North Africa (MENA).

The strategic partnership brings together Nemetschek’s cutting-edge software portfolio with Ingram Micro’s extensive regional reach, ecosystem enablement capabilities and deep market expertise. As part of the collaboration, both companies will work closely on joint market development initiatives, including coordinated marketing campaigns, industry events and customer engagement activities aimed at increasing awareness and adoption of Nemetschek’s solutions across the region. The collaboration also outlines a strong focus on sales enablement and training, equipping Ingram Micro’s teams with the technical, product and commercial expertise required to effectively promote, demonstrate and support Nemetschek technologies.

In addition, the partnership will support customers throughout their digital transformation journey through pre-sales collaboration, post-sales support and long-term account growth strategies. It is designed as a progressive onboarding framework, with Ingram Micro expected to be gradually onboarded across Nemetschek’s portfolio on a brand-by-brand basis as the partnership evolves.

Yves Padrines, Chief Executive Officer of the Nemetschek Group, noted that partnerships are a cornerstone of Nemetschek’s strategy to scale innovation and drive digital transformation globally. “The Middle East and North Africa region offers immense opportunity, defined by ambitious infrastructure programs and a clear commitment to digitalization. By collaborating with Ingram Micro, we are strengthening our ability to deliver open, connected and future-ready solutions that empower our customers to design, build and operate more efficiently and sustainably.”

Commenting on the partnership, Muayad Simbawa, Managing Director of Nemetschek Arabia, said: “This collaboration represents a strategic step forward in our mission to enable meaningful digital transformation across the built environment in the Middle East and North Africa. Ingram Micro’s strong regional footprint, ecosystem-driven approach and proven ability to scale technology adoption make them an ideal partner as we continue to empower architects, engineers and construction professionals with innovative, open and interoperable solutions. Together, we are laying the foundation for a more connected, efficient and sustainable future for the industry.”

Shaikh Mohammed Ahmed, Managing Director, Ingram Micro KSA, added: “At Ingram Micro, we see digital transformation as a collaborative journey built on strong partnerships and shared expertise. Our collaboration with Nemetschek reinforces our commitment to enabling our customers and partners with world-class technologies that address the evolving needs of the AEC sector. By combining Nemetschek’s industry-leading solutions with our regional capabilities and enablement services, we aim to unlock new growth opportunities and deliver tangible value across the MENA region.”

Ingram Micro is a leading global technology distributor and services provider, playing a critical role in the IT ecosystem by connecting technology manufacturers with solution providers and end customers. Through its extensive portfolio, digital platforms and value-added services, Ingram Micro enables businesses to scale, innovate and transform in an increasingly digital world.

The partnership underscores both companies’ shared vision of driving innovation, accelerating technology adoption and supporting regional ambitions for smarter infrastructure, sustainable development and digitally enabled economies.

Continue Reading

Trending

Copyright © 2023 | The Integrator