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53% of Organizations Struggle to Translate Business Context Into AI Despite Rising AI Investment

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Alteryx, Inc., an AI-ready data and analytics company, today released its “2026 IT Leader Research: The State of AI Ownership, Agents, and ROI” report, revealing that organizations are entering a new phase of AI maturity where success is no longer defined by AI adoption alone, but by the ability to translate AI investment into measurable business outcomes.

Among 1,400 IT leaders surveyed globally, 80% expect AI spending to increase over the next two years, while 69% report moderate or significant ROI from their AI investments. Yet despite growing investment and early returns, more than half (53%) say their organization struggles to translate business context into AI systems and workflows. At the same time, 77% agree business context is critical to producing accurate and relevant AI outputs, underscoring a widening gap between AI ambition and operational readiness.

Key Findings at a Glance:

  • 80% of organizations expect AI spending to increase over the next two years.
  • 69% report moderate or significant ROI from their AI investments.
  • 93% of IT leaders are confident agentic AI could deliver measurable ROI for their enterprise within the next two years.
  • 77% agree business context is critical to accurate, relevant AI outputs.
  • 53% say their organization struggles to translate business context into AI systems and workflows.
  • Only 18% of organizations have achieved fully self-service access to cloud data for business users.

AI Investment Is Accelerating. Expectations Are Rising Even Faster.

AI investment continues to accelerate as organizations move beyond experimentation toward enterprise-scale deployment. Eighty percent of organizations expect AI spending to increase over the next two years across infrastructure, workflow automation, data platforms, and governance.

With that investment comes greater accountability. Technology leaders are increasingly measuring AI success through productivity improvements (53%), cost reduction (45%), and revenue growth or broader business impact (39%). More than one-third (35%) say the ability to measure AI ROI will be one of the capabilities that most distinguishes technology leaders from their peers.

The findings suggest AI has entered a new phase where organizations are no longer asking whether AI works. They are asking whether it consistently delivers measurable business value.

Business Context Is Emerging as a Barrier to Enterprise AI

As AI becomes embedded in everyday business processes, organizations are discovering that models alone are not enough. According to the research, 77% of IT leaders agree that business context, including the rules, definitions, and operational knowledge that shape how their organizations operate, is essential for producing accurate and relevant AI outputs. Yet more than half (53%) say their organization struggles to translate that business context into the systems and workflows AI depends on.

The challenge isn’t simply giving AI more data. It’s giving AI the business logic that tells it how the business actually works. While AI can analyze information and generate responses, it cannot consistently apply company-specific rules, policies, thresholds, and decision criteria unless that knowledge is built into the workflows it uses to make decisions.

Much of that business logic still lives in spreadsheets, macros, documentation, email threads, and the expertise of the people closest to the work. A financial forecast depends on assumptions. A tax process depends on rules and exceptions. A supply chain decision depends on inventory thresholds and timing. AI should be grounded in the rules and logic the business already trusts.

“Our research highlights a growing gap between AI ambition and enterprise-scale execution,” said Andy MacMillan, CEO of Alteryx. “Organizations have proven they’re willing to invest in AI, and many are already seeing returns. But scaling AI requires more than better models. It requires making the business knowledge people use every day available to the systems making decisions.”

Limited Data Access Continues to Slow AI Adoption

Despite years of investment in data democratization, only 18% of organizations report that business users have fully self-service access to cloud data. Most organizations continue to rely on IT or data teams for routine data access and analytics, with 38% describing a mixed model and 15% saying business users remain largely dependent on technical teams.

The findings suggest this dependency extends beyond productivity. The employees with the deepest understanding of how the business operates are often the same people waiting on IT to access the data needed to build, validate, and improve AI workflows. That disconnect makes it more difficult to embed business context into enterprise AI systems, limiting AI’s ability to generate meaningful business outcomes.

Enterprise AI Works Best When IT and the Business Work Together

The research also points to a growing consensus that AI performs best when technical expertise and business expertise work together. Two-thirds of technology leaders say AI and agent-based systems are most productive when managed within the line of business. Additionally, 71% believe AI initiatives are most successful when IT and business teams collaborate closely.

This sentiment correlates with past Alteryx research. Yet, strategy (37%) and delivery (38%) remain concentrated within IT, while business teams are most often responsible for defining requirements (30%). That disconnect between where business knowledge resides and where AI systems are built continues to slow enterprise AI adoption.

MacMillan concluded, “The organizations creating lasting value from AI will be the ones that operationalize their business logic so it becomes visible, governed, repeatable, and ready for AI.”

To learn more and explore the full findings, download the “2026 IT Leader Research: The State of AI Ownership, Agents, and ROI” report.

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ALEC Partners with Environment Agency – Abu Dhabi to Launch Hydrological Mangrove Restoration Project in Abu Dhabi

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ALEC Engineering and Contracting LLC – SPC (ALEC), part of ALEC Holdings PJSC (ALEC Holdings) has signed an agreement with the Environment Agency – Abu Dhabi (EAD) to support a first-of-its-kind mangrove hydrological restoration pilot in the Emirate of Abu Dhabi.

The three-year project will explore whether restoring the natural hydrological conditions of a mangrove area in need of restoration can help the ecosystem return to long-term ecological health. In doing so, the initiative will examine the underlying conditions required to secure the future health and resilience of Abu Dhabi’s mangrove habitats.

EAD will lead the scientific planning and implementation of the project, including site selection, ecological and hydrological assessments, identification of the required restoration interventions, and the monitoring and reporting of project outcomes.

The pilot will establish baseline information for the selected site and track progress against defined restoration and biodiversity indicators. Its findings are expected to strengthen scientific understanding of mangrove hydrology in Abu Dhabi and help inform the planning of future ecosystem restoration initiatives.

The project supports the science-led restoration objectives of the Abu Dhabi Mangrove Initiative and complements the UAE’s national climate and biodiversity targets. By examining the conditions needed for mangrove habitats to recover and thrive, it will contribute to a broader understanding of how protection, hydrological restoration and long-term monitoring can work together to deliver durable ecological outcomes.

Earlier in 2026, ALEC signed the Abu Dhabi Mangrove Initiative Partners Pledge, committing to support the conservation and restoration of mangroves and other blue carbon ecosystems, advance science-based restoration, and reduce its impact on nature.

 This partnership marks ALEC’s first flagship nature restoration investment with measurable biodiversity outcomes and forms part of ALEC’s broader commitment to integrating biodiversity considerations into its sustainability strategy and contributing to nature-positive outcomes in the regions where it operates.

Maitha Mohamed Al Hameli, Acting Executive Director, Terrestrial and Marine Biodiversity of the Environment Agency – Abu Dhabi, said, “We welcome ALEC’s support for this pilot, which reflects the kind of long-term, science-based commitment the Abu Dhabi Mangrove Initiative was established to encourage. The findings will strengthen our understanding of how mangrove sites respond to restored hydrological conditions and will inform how we plan future restoration in the emirate. Through this pilot, we aim to build the scientific evidence needed for long-term solutions that safeguard Abu Dhabi’s mangroves, a defining feature of the emirate’s natural heritage.”

Sean McQue, Managing Director – ALEC, said, “Abu Dhabi is a capital defined by extraordinary ambition, creating next-generation cultural and visitor experiences while protecting the natural heritage that gives the emirate its identity. For ALEC, this partnership is an important step in turning our commitment to nature into tangible action. As our first biodiversity restoration investment, the project enables us to contribute directly to the protection and restoration of Abu Dhabi’s mangrove ecosystems, while supporting a science-led approach that will generate measurable biodiversity outcomes. Through this pilot, we are supporting the development of the knowledge, evidence and practical understanding needed to help these vital ecosystems recover and thrive. In doing so, we are proud to support Abu Dhabi’s ambition to protect its natural heritage and contribute to a more resilient future for the emirate.”

As a company whose activities interact with land, water and ecosystems across the built environment value chain, ALEC recognises the importance of supporting the protection and enhancement of natural habitats. Through this partnership, the company will support the collection of ecological baseline data, monitoring of biodiversity indicators and conservation of a priority coastal ecosystem.

The collaboration will also create opportunities for employees across the ALEC Holdings group to participate in environmental awareness, education and structured volunteering activities associated with the project. These are expected to include citizen-science monitoring and other forms of community engagement.

The signing follows the fourth annual Abu Dhabi Mangrove Initiative Partners Meeting, which took place on 8 October 2026 at Rixos Saadiyat Hotel in Abu Dhabi. ALEC participated in the meeting, which brought partners together to review their collective impact and consider future opportunities to support the health and resilience of the emirate’s mangroves.

-Ends-

Photo Caption: (R) Maitha Mohammed Al Hameli, Acting Executive Director – Terrestrial & Marine Biodiversity at Environment Agency Abu Dhabi and (L) Sean McQue, Managing Director at ALEC

About the Environment Agency – Abu Dhabi

About Environment Agency – Abu Dhabi (EAD)

Established in 1996, the Environment Agency – Abu Dhabi (EAD) is committed to protecting and enhancing air quality, groundwater as well as the biodiversity of our desert and marine ecosystem. By partnering with other government entities, the private sector, NGOs and global environmental agencies, we embrace international best practice, innovation and hard work to institute effective policy measures. We seek to raise environmental awareness, facilitate sustainable development and ensure environmental issues remain one of the top priorities of our national agenda.

About ALEC Holdings PJSC  

ALEC Holdings PJSC (“ALEC Holdings”), part of the Investment Corporation of Dubai, is a leading diversified engineering and construction group operating in the UAE and KSA. The Company builds and provides construction solutions that set industry benchmarks for innovation, quality, reliability and operational excellence. 

ALEC Holdings offers its clients complete turnkey solutions in construction, MEP, fitout, marine, oil & gas, modular construction, energy efficiency and solar projects, heavy equipment rental, technology systems and asset maintenance. With these capabilities, the Company successfully serves a diverse range of sectors including airports, data centers, retail, hotels & resorts, high-rise buildings, and themed projects. 

For more information, please visit https://alec.ae/.  

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Five Strategies from Government HR and Youth Thought Leaders to Shape the Future of Work

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Government and public sector leaders from across the GCC will gather in Abu Dhabi on 20th and 21st October 2026 for the 14th Annual GCC GOV HR & Youth Summit and Awards, taking place at the Grand Hyatt Abu Dhabi Hotel & Residences Emirates Pearl. Organised by QNA International, the region’s most exclusive B2B public sector HR platform will bring together CHROs, People Leaders, policymakers and change agents under the theme Time of Opportunities: Uncovering the New Realities of Work.

As governments across the GCC advance their national transformation agendas, the challenge is no longer simply to modernise systems or introduce new technologies, but to build institutions that can translate innovation into meaningful outcomes for people. This requires a more integrated approach to workforce transformation, one that brings together digital capability, adaptive leadership, employee experience and a culture of continuous learning.

Ahead of the event, Advisory Board Members and speakers have shared the shifts they expect to define government work across the region.

From Measuring Volume to Measuring Impact

His Highness Captain Shaikh Abdulaziz Sultan Al Nuaimi, Director of Excellence Awards Branch, Ajman Police, UAE, said: “Government excellence requires a shift from measuring the volume of achievements to measuring impact, added value, and the capacity for anticipation and adaptation.”

His Excellency Mohamed Al Marzooqi, Executive Director Of Support Services, Government Entity, UAE, added: “The future of government support services is not about doing the same things faster; it is about doing things differently and creating greater value for people.”

For HR, that means a new role. Brigadier Rashid Nasser Rashid Abdullah, Director of the General Department of Human Resources, Dubai Police, UAE, said: “The biggest shift facing government HR leaders in the GCC today is moving from managing workforces to unlocking leaders.” He added: “Our job is no longer to plan for one future, but to build institutions ready for many, and people who are trusted to learn, adapt, and take initiative.”

Dr. Ebrahim Al Khajeh, Human Resources Director, Abu Dhabi Customs, UAE, named the same turning point: “The shift from traditional HR to strategic workforce transformation.”

These themes reflect the Summit’s focus areas of Human-Centric Government and Disruptive Leadership.

AI, Accountability and Trust

His Excellency Mohamed Al Marzooqi said: “Our greatest challenge is not adopting AI; it is preparing our people and our institutions to work differently because of AI.”

Maitha A. Balfaqeeh, Senior Vice President of Shared Services, ADNOC Gas, UAE, said: “Technology and AI are fundamentally reshaping the role of shared services — moving them from primarily transactional functions to becoming more intelligent, predictive, and employee-centric.”

Iman Khalid Al Marzouqi, Group Chief Support Services Officer, Alpha Dhabi Holding, UAE, said: “HR leaders must help shape how AI is used, how decisions affecting people are made, and who remains accountable.”

These conversations connect to the Summit’s focus areas of AI-First Workforce, Agentic Intelligence, Workforce Intelligence and Trust, Talent, and Resilience.

National Talent and the Next Generation

From Saudi Arabia, Reem AlRehaili, Chief of Corporate Services, ARDARA (PIF), Saudi Arabia, said: “Vision 2030 asks us to do more than increase the number of Saudis in the workforce, it asks us to build their capability.” She added: “The most powerful thing we can offer is not a package. It is a purpose.”

Dr. Ebrahim Al Khajeh said: “Government organizations are increasingly prioritizing national talent development, digital skills, and leadership capabilities rather than simply filling vacancies.”

His Highness Captain Shaikh Abdulaziz Sultan Al Nuaimi said: “Young professionals are essential partners in shaping the future of government work, with their digital skills, capacity for innovation, and ability to adapt rapidly.”

Iman Khalid Al Marzouqi said: “We need to understand their strengths, give them meaningful responsibility, and provide mentors who are personally invested in their progress.”

Advising young professionals, Maitha Ahmed Balfaqeeh said: “Future leaders need to understand the business, not only their own function.” Reem AlRehaili’s message to young women entering the workforce was: “The door is open. What matters now is what you do once you walk through it.”

These perspectives are at the heart of the Summit’s Nationalization 2.0, Workforce 2035 and GCC Next-Gen Leaders tracks.

Why This Summit, Why Now

Brigadier Rashid Nasser Rashid Abdullah said: “This Summit matters now because change is moving faster than institutions can respond, and the UAE has chosen not to wait.”

Sidh N.C., Director of QNA International, said: “The voices ahead of this year’s Summit point in one direction: government HR in the GCC is moving from administering the workforce to leading change. Over two days in Abu Dhabi, we will bring together the leaders, the ideas and the young talent shaping the next chapter of public service across the region.”

The 14th Annual GCC GOV HR & Youth Summit and Awards 2026  will provide a platform for public sector leaders to exchange practical insights, challenge established approaches and explore how government HR can evolve from a support function into a strategic driver of institutional performance, national talent development and long-term public value.

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Tech Interviews

Building Digital Sovereignty Through Operational Control

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Exclusive interview with Anirban Mukherjee, Director of Solutions Architecture, Red Hat

Digital sovereignty is increasingly moving beyond data residency. What does genuine operational control look like for organisations that need to retain control over their data, applications and infrastructure?

Data residency answers where information sits. Operational control answers who can run, inspect, recover, and change the stack when it matters.

In practice, that means organisations can choose where workloads run – on premises, sovereign cloud, or public cloud – without rewriting applications every time. It means they can audit the software supply chain, keep recovery paths under their own governance, and decide which models, tools, and partners sit in their AI and application environments.

For many MENA enterprises and public-sector bodies, the test is simple: can you keep serving citizens and customers if a single vendor, region, or connectivity path is constrained? Open hybrid platforms give you that room to manoeuvre because the control plane and the open source components stay portable.

As organisations continue to rely on hyperscalers, where do you see the strongest case for combining public cloud with sovereign cloud and on-premises environments?

Hyperscalers remain excellent for elasticity, global reach, and certain managed services. The strongest case for a mixed model is when data sensitivity, latency, or regulatory expectations vary across the same organisation.

We routinely see customer data, AI inference close to the data, and regulated workloads stay in sovereign or on-premises environments, while less sensitive or bursty workloads use public cloud. The point is not to reject public cloud. It is to stop treating it as the only place innovation can happen.

An open hybrid cloud approach lets MENA organisations keep one consistent platform experience across those footprints, so teams are not rebuilding skills and tooling for every environment.

Could the growing AI infrastructure requirement actually increase technology concentration, and what can organisations do to avoid creating a new form of dependency around AI platforms?

Yes, the growing AI infrastructure requirements can actually increase technology concentration, – if every AI workload is tied to one model provider, one accelerator vendor, or one proprietary stack, concentration risk simply moves up a layer.

Organisations reduce that risk by treating AI like the rest of enterprise IT: multiple models for multiple jobs, open tooling where possible, and a platform that can run across hardware and clouds. Smaller, purpose-built open models are often a better fit for specific enterprise tasks than relying on one giant external model for everything.

In the Middle East, where national AI strategies are accelerating investment, the winners will be the ones who can innovate quickly without locking the next decade of infrastructure decisions into a single vendor path.

Open hybrid cloud is often positioned as a way to balance control with access to innovation. What does a mature open hybrid cloud strategy look like in practice?

Maturity looks like consistency. Same platform, same security and policy controls, same developer experience – whether the workload sits in a national data centre, a partner sovereign cloud, or a hyperscaler.

It also looks like deliberate placement: you put each application and AI workload where it creates the best outcome for cost, performance, and governance, and you can move it when those conditions change.

For solution architects in this region, the practical question is: can the customer ship new services without creating a parallel stack every time? If the answer is yes, the hybrid strategy is working.

Vendor dependency is difficult to eliminate entirely. How should organisations assess concentration risk and maintain credible alternatives without creating unnecessary complexity?

You will always have dependencies. The goal is to make them conscious and reversible.

Assess concentration by asking: what breaks if this vendor changes pricing, exits a market, or restricts a capability? Which workloads have no second path? Where does your data or model IP become hard to extract?

Credible alternatives do not mean running five of everything. They mean open standards, portable workloads, and a clear exit or dual-run plan for the few systems that truly matter. Complexity comes from unmanaged sprawl. Discipline comes from a shared platform and clear ownership of what must stay portable.

Red Hat’s role is to help customers keep that optionality – from infrastructure through to AI – so strategic independence is designed in, not bolted on after a crisis.

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