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65% OF ANALYSTS SAY AI WORKS BEST WHEN THE LOGIC IS MANAGED AT THE BUSINESS LEVEL, ALTERYX RESEARCH FINDS

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Alteryx, Inc., an AI-ready data and analytics company, today released its “2026 State of Data Analysts in the Age of AI” report, revealing that while AI is becoming central to business decision-making, human oversight remains critical to ensuring AI-generated outcomes are trusted and actionable. The research found that analysts spend nearly four hours per week validating and correcting AI-generated outputs, while poor data quality and governance continue to undermine AI and analytics initiatives. The findings also show that AI works best when the people closest to the business stay involved, with 65% of analysts saying AI and agent-based systems are most productive when the logic is managed at the business level. As organizations accelerate toward more agentic AI systems, the need for trusted data, governed logic and workflows, and human oversight continues to grow.

Key Findings at a Glance: 

  • 96% of data analysts are actively using AI tools in their roles 
  • 47% of failed AI and analytics projects are attributed to poor data quality or governance 
  • 65% of analysts say AI and agent-based systems are most productive when the logic is managed at the business level
  • Data analysts spend an average of 5.7 hours per week preparing and cleaning data, and an additional 3.7 hours per week checking and correcting AI outputs
  • Only 3% prefer fully autonomous AI without routine human involvement, while 46% favor a human-in-the-loop approach 

The findings point to a broader shift in how organizations are operationalizing AI. As businesses move from experimentation to deploying AI in core workflows and decision-making, trust increasingly depends on more than model performance alone. Analysts and operations teams play a critical role because they maintain business logic, governance standards, and operational context that help AI systems produce reliable and actionable outcomes.

Human Oversight Still Remains Central in the Age of Agentic AI

As AI becomes a bigger part of an analyst’s day-to-day work, the impact goes beyond simple productivity gains. Businesses are quickly adopting more advanced AI capabilities, like agentic AI, but, on the contrary, analysts are now spending more time reviewing, validating, and guiding AI-generated work. Over half (59%) expect to use AI agents to generate insights within the next year, and many are already using them to draft communications (59%) and manage workflows (54%).

Even as AI takes on a larger role in data-to-insight workflows, analysts remain closely involved because they are ultimately accountable for the quality, accuracy, and reliability of the outcomes. Nearly half (46%) prefer a human-in-the-loop approach where AI systems require human approval before taking action, while only 3% are comfortable with fully autonomous AI. The findings suggest that as AI becomes more embedded in business processes, trust, oversight, and human judgment remain essential to ensuring outputs are accurate, explainable, and aligned with business needs. 

“AI is already influencing how businesses make decisions every day, but our research highlights a reality many organizations are now confronting: trust matters just as much as speed,” said Andy MacMillan, CEO at Alteryx. “The people closest to the business play a critical role because they understand the logic, rules, and operational context behind decisions, whether that’s pricing models, compliance requirements, or operational thresholds, and that business logic is constantly evolving. AI can accelerate work, but organizations still need governed workflows and human oversight to ensure outcomes are visible, understandable, repeatable, and auditable across the organization.”

Data Challenges Continue to Limit AI Success

Behind every successful AI initiative is a strong data foundation, and many organizations are still struggling to get there. Even as AI adoption grows, ongoing issues with data quality, access, and governance continue to slow progress and limit AI effectiveness. Analysts say either poor data quality or governance is responsible for nearly half (47%) of failed AI and analytics projects, making it the biggest barrier to AI success.

Most (79%) analysts believe their data is ready for AI at scale, yet the day-to-day reality looks much different. Analysts still spend an average of nearly 6 hours each week preparing and cleaning data, plus nearly another 4 hours reviewing and correcting AI-generated outputs, checking for issues such as incorrect calculations, inconsistent metrics, or responses that don’t align with company policies and definitions. Governance concerns are also rising, with access control and data exposure (42%) ranking as the top issue, followed closely by regulatory compliance (41%). These findings show that as companies push AI deeper into business operations, the people closest to the business increasingly need to provide the context AI relies on, including not just clean data, but also the business logic, workflows, policies, and governance that shape how decisions are made and acted on.

AI Becomes Core to Business Decision-Making

AI is quickly becoming part of everyday business decision-making. Nearly all analysts surveyed (96%) say they use AI tools in their work every day, and organizations are already seeing the impact. Among IT leaders, 85% report noticeable gains in employee productivity, while 79% say AI is helping teams make decisions faster.

As AI adoption grows, AI-generated insights are carrying more weight across the business. Half (50%) of analysts and 62% of IT leaders say that most or almost all business-critical decisions are now influenced by AI insights.

But generating insights faster doesn’t always make decisions easier. The biggest challenge organizations face is helping business leaders understand and trust AI-generated outputs, with 43% saying interpreting and explaining AI insights remains a key barrier. At the same time, companies continue embedding AI into core technologies like cloud data warehouses (40%) and business intelligence tools (39%), making AI an increasingly central part of how businesses operate.

The Evolving Role of the Data Analyst

Analysts increasingly see AI as a collaborator that changes how work gets done, not a replacement for human expertise. In fact, 82% say automation is making them more effective by helping them work faster and focus on higher-value tasks.

As AI becomes more embedded in everyday operations, the role of the analyst is evolving from producing insights to guiding how AI systems operate. Over the next five years, 40% believe changing skill requirements will have the biggest impact on their responsibilities, while 36% point to the growing importance of real-time analytics. The findings suggest that analysts and operational teams will play an increasingly important role in defining, validating, and evolving the business logic AI systems rely on to deliver trusted, repeatable outcomes. This includes the rules, calculations, and operational processes that determine how the business actually runs, whether it’s updating tax rules in different countries, changing sales commission structures, adjusting supply chain thresholds, or applying compliance and pricing policies as conditions evolve.

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TALLY SOLUTIONS OPENS NOMINATIONS FOR THE 6TH EDITION OF TALLY MSME HONOURS, CELEBRATING INSPIRING ENTREPRENEURS

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June 3, 2026

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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.

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BELKIN’S LILYPAD IPAD CASE TURNS THE FAMILY IPAD INTO A FUN, FRIENDLY SIDEKICK INSPIRED BY DISNEY AND PIXAR’S “TOY STORY 5”

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June 3, 2026

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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.
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VERTIV EXPANDS LIQUID COOLING PORTFOLIO IN EMEA TO ACCELERATE AI‑READY DATA CENTER DEPLOYMENTS

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1 week ago

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June 3, 2026

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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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