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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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2 months ago

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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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OPTRO LAUNCHES ‘OPTRO PARTNER CONNECT’ TO POWER GLOBAL GRC ECOSYSTEM GROWTH

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6 days ago

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July 17, 2026

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Optro (formerly AuditBoard), the leading AI-powered GRC Intelligence Platform empowering enterprises to transform risk into opportunity, has announced the formal launch of Optro Partner Connect. The new partner program offers partners flexible ways to go to market, a comprehensive suite of enablement, certification, technical, and co-marketing support, and a clear, predictable path to expand into new markets, deepen their service offerings, and drive lasting customer outcomes.

Optro Partner Connect replaces legacy frameworks with a modular design centered around distinct partner tracks, initially launching with Advisory Partners and Solution Providers, and a transparent tier structure in which benefits grow as partners do. Because benefits are tiered, partners will know exactly what they can access and unlock at each stage of their journey with Optro. Supporting every partner is a dedicated Partner Center of Excellence (PCoE): a team solely focused on partner success that guides firms through onboarding and ongoing “everboarding,” helping partners reach their first wins sooner and maintain a clear line of sight on their next stage of growth.

“Partners are a critical growth engine for Optro, and Optro Partner Connect ensures our ecosystem’s experience matches the enterprise-grade quality of our platform,” said Scott Whitlock, Global VP of Alliances and Channels at Optro. “By moving away from transaction-only metrics and adopting a holistic evaluation of capacity and competency, we are giving our partners a clear blueprint to build highly profitable services practices around our GRC Intelligence Platform.”

A differentiator of the program is Optro’s roadmap to weave an AI layer throughout the partner experience to give partners back time and help them win by automating repeatable manual tasks, surfacing real-time co-sell guidance in the field, and personalizing each partner’s onboarding so they can spend less time on administration and more time on value creation.

Key Program Highlights At-A-Glance

  • Flexible Tracks & Engagement Models: Partners choose how they go to market across the Advisory and Solution Provider tracks, referring, selling, or servicing with a transparent tier structure, a flexible legal framework, and recognized status as they grow. Financial and servicing incentives reward that momentum, and a services-rich platform offers eligible partners room to build a high-value practice across the full customer lifecycle — from implementation and advisory through managed services.
  • Enablement, Expertise, and Market Presence: A comprehensive benefits suite spanning role-based training and certification, deep technical and co-sell support, and co-branded marketing resources. Beyond a searchable partner directory that helps customers find them, qualified partners have a path to build their own solutions, integrations, and accelerators with Optro — turning their expertise into valuable IP.
  • A Strategic Voice for Optro: Through continuous feedback loops and a formal Partner Advisory Board, invited partners can participate in roadmap and go-to-market strategy discussions, helping to impact the future of connected GRC alongside Optro’s leadership rather than just delivering it.

“Our collaboration with Optro helps us transform how our clients handle audit and compliance,” said Adam Pajakowski, Principal at Crowe. “Through this new partner program, we can continue to help companies move away from outdated, manual processes. We look forward to expanding our work together and continuing to drive great results for our joint clients.”

“We’re excited about the launch of Optro Partner Connect and the added structure it brings to an already strong collaboration,” said Andrew Struthers-Kennedy, Global Lead, CAE Solutions, Protiviti. “The program introduces clearer alignment, more formal recognition, and a scalable framework for how we work together, which we believe will help drive greater consistency and impact as both organizations continue to grow.”

Optro Partner Connect formally goes live today. Comprehensive program briefs, regional guides, and deal registration resources are now available to active partners via a unified, updated partner portal. To learn more or apply to join Optro Partner Connect, visit optro.ai.

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DXC INTRODUCES DXC PRIVATE CLOUD+, BRINGING GREATER CONTROL, SECURITY, AND FLEXIBILITY TO ENTERPRISE CLOUD

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6 days ago

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July 17, 2026

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DXC Technology (NYSE: DXC), a leading enterprise technology and innovation partner, has announced that its DXC Private Cloud+ is now generally available. The solution delivers public cloud–like flexibility and pricing while maintaining full control over sensitive data and workloads. Powered by Dell Technologies infrastructure like servers, storage, and cyber resilience solutions and operated by DXC OASIS, DXC’s intelligent orchestration platform, Private Cloud+ helps organizations innovate more easily while still meeting strict requirements for data security, compliance, and sovereignty, at a time when enterprise cloud strategies are rapidly evolving.

As governance, security, data sovereignty, and industry-specific requirements become just as critical as scale, global organizations across industries are moving beyond a single-cloud approach and building multi-cloud portfolios that offer greater choice and control. In this environment, Private Cloud+ adds a powerful new option—combining the economics and agility of hyperscale with the control of private cloud, while providing a unified platform to connect data centers, integrate with public clouds, and prepare for AI workloads.

“Customers across industries from manufacturing to transportation, insurance and more want hyperscale economics, flexibility, and AI-readiness in a true hybrid environment, one that works across what they already run and the public clouds they depend on. Until now, they’ve had to compromise. Private Cloud+, powered by Dell and operated by DXC OASIS, ends that trade-off and enables them to be ready as AI workloads increase,” said Chris Drumgoole, President, Global Infrastructure Services, DXC.

Hosted in DXC’s data centers and orchestrated by DXC OASIS with a Human+ approach, Private Cloud+ supports the full range of enterprise workloads, including VMs, containers, data, backup and resiliency, and private AI. The result is a single environment where customers can reduce technical debt, strengthen security, and move faster from idea to production, supported by consumption-based economics that simplify financial planning.

Private Cloud+ is offered in three editions, enabling enterprises to choose the deployment model that matches their workload, tenancy, and compliance needs:

  • Core: a multi-tenant private cloud with the full Private Cloud+ feature set on consumption-based pricing
  • Dedicated: a single-tenant environment for customers requiring full isolation of compute, storage, and data sovereignty
  • Government: a hardened edition with advanced security controls, operated by cleared domestic personnel, for government agencies and regulated industries


“Enterprises are juggling sensitive workloads, modernization, and AI, all at once. Many are looking for infrastructure that handles it natively, without bolt-ons. That’s exactly what we built with Private Cloud+, with DXC OASIS removing the operational burden so customers can focus on innovation,” said Benjamin Greene, Director, Global Infrastructure Services, Private Cloud, DXC.

DXC and Dell have collaborated for over 25 years, jointly serving more than 2,000 customers worldwide. DXC is a Titanium Black partner in the Dell Technologies Partner Program. Private Cloud+ is a DXC Fast Track solution, focused on AI-fueled capabilities and automation that drive exponential growth.

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DELINEA LAUNCHES NEW PARTNER PROGRAM TO DRIVE PARTNER PROFITABILITY AND SCALE GROWTH

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6 days ago

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July 17, 2026

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Delinea, the runtime identity security platform that governs what humans, machines, and AI agents do once they have access, has announced the launch of the Delinea Partner Advantage Program. The new comprehensive framework is built to deliver proven identity security technology, protected discounts, and ease of doing business.

Developed with direct partner input, including a global partner listening survey, the Delinea Partner Advantage Program is designed to address the most persistent pain points in the channel: margin erosion, channel conflict, and ambiguous rules of engagement. The program gives partners a clear, structured path to deliver identity security outcomes to their customers and provides a foundation for predictable, profitable growth. Beyond protecting discounts, the program is structured to help partners compound the value of every customer relationship they build.

“Partners don’t care about your partner program,” said Scott Goree, senior vice president of channel and alliances at Delinea. “They care about technology that works, protected discounts, and a vendor that’s easy to work with. We built this program around what partners told us they actually need.”

The Delinea Partner Advantage Program has three core tenets – Protect, Align, and Scale – and introduces a modern structure to support how partners work today. Key features of the program include:

  • Codified Rules of Engagement: Clear, published deal registration, teaming protections, and Earned Incumbency discounts to ensure partners who invest in building and expanding customer relationships are protected on renewals and rewarded for their ongoing contribution.
  • AI-Driven Enablement: AI-powered just-in-time training and certifications that deliver the right content at the right moment in the sales cycle alongside an AI-powered partner portal.
  • Channel Autonomy: Streamlined processes, tools, and automation designed to remove friction from the full quote-to-cash journey, enabling partners to spend less time navigating vendor complexity and more time selling.

The program launches as AI reshapes what customers need from identity security. According to the Delinea 2026 Identity Security Report, 92% of organizations expect AI to amplify identity-related threats in the coming years, and 42% say AI expansion has already increased their non-human identity risk in the past 12 months. That demand is the growth opportunity the Partner Advantage Program is built to capture, giving partners a new revenue stream backed by a platform designed to govern access for every human, machine, and AI identity.

“The Delinea Partner Advantage Program reflects a strong commitment to building successful, long-term partnerships,” said Mark Thornberry, SVP Partnerships, GuidePoint Security. “The program provides a clear framework that supports how we work together in the market, while recognizing the value partners bring through the customer relationships we cultivate and support.”

To support partners at every stage of their relationship with Delinea, the program offers three tiers: Elite for leading at scale, Premier for growing practice depth, and Select for building expertise. Each tier is structured to reflect the depth of engagement and unlock the right level of access, investment, and support.

Enrollment in the Delinea Partner Advantage Program is open to selling partners across all tiers now, with roles for MSPs, GSIs, advisory, and technology partners coming soon.

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