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Is the AI boom exposing a deeper problem inside organizations?

Businessperson holding artificial intelligence icon.
Stock image illustrating AI and intelligent automation held in human hands.

Business performance improves when people, processes and technology align, argues transformation advisor Aelin Golsarry.

Digital technologies have become deeply integrated into how organizations operate, innovate and create value. Yet as companies accelerate investments in digital transformation and artificial intelligence, a critical challenge is becoming clear: technology adoption alone does not guarantee business impact. Studies by the World Economic Forum show that organizations achieve stronger returns when technology investments are combined with strategic leadership, workforce capabilities, effective data management and the organizational readiness required to translate innovation into measurable outcomes.

This distinction is becoming increasingly important as artificial intelligence reshapes enterprise strategy. Organizations worldwide are investing in AI to improve productivity, streamline operations and accelerate decision-making. However, capturing measurable value requires more than adopting new tools. It requires strong alignment between technology, business strategy, workflows, data capabilities and organizational readiness. AI is increasingly revealing a fundamental reality of transformation: technology can accelerate performance, but it cannot compensate for unclear objectives, fragmented processes or misaligned operating models.

Research by Deloitte highlights this growing divide. While 85 percent of organizations reported increasing their AI investments over the past year, many are still struggling to achieve measurable returns, with most organizations estimating that a typical AI use case takes two to four years to deliver satisfactory ROI. Only six percent reported achieving payback within a year. As enterprises accelerate AI adoption, the challenge is shifting from experimentation to building the operational foundations needed to convert technological potential into sustainable results.

According to Aelin Golsarry, executive transformation advisor and director of AAG Consulting, this disconnect is not surprising. It is symptomatic of a deeper, longstanding issue.

“AI is not the problem,” she says. “It is simply the latest example of a pattern we have seen for years. Organizations continue to invest in new technology without addressing the underlying business challenges that determine whether that technology will succeed.”

The reason is structural. Many growing companies are silently breaking under the weight of weak foundations. Leadership alignment, governance frameworks, operational discipline and organizational clarity are frequently underdeveloped. These gaps are not always visible at first glance. Technology, however, makes them impossible to ignore.

“When organizations struggle with technology, they often assume they have an IT problem,” Golsarry says. “In reality, they have a business problem. Technology is just where that problem becomes visible.”

This distinction is critical. When companies treat technology challenges as isolated technical issues, they respond by purchasing new systems, hiring additional vendors or layering on more tools. In doing so, they are not solving the problem, they are amplifying it.

“If the foundation is unstable, every new investment increases complexity,” she adds. “You are not creating efficiency. You are scaling dysfunction.”

Technology has evolved into a central business capability, influencing every function from operations and finance to customer experience and strategy. Yet many organizations continue to manage it as a standalone IT function rather than an integrated part of the business.

Golsarry emphasizes that AAG Consulting was built around addressing this exact challenge. Its philosophy is rooted in a simple premise: the business comes first, and technology exists to serve it.

“Technology does not create value on its own,” Golsarry explains. “Value is created when leadership, governance, people, processes and technology are aligned around clear business outcomes.”

For her, this perspective shifts the conversation away from tools and toward fundamentals. It reframes technology from a solution into an enabler, and places accountability where it belongs, at the leadership level.

For organizations pursuing growth, this requires a different approach. The pressure to move quickly, adopt new innovations and remain competitive can drive reactive decision-making. Companies often fear being left behind, leading them to invest in solutions before fully understanding the problems they are trying to solve.

“Sustainable growth does not come from speed alone, it comes from clarity,” Golsarry says. “Real transformation is not about how quickly you can implement a system. It is about how effectively you can align your organization to support it.”

That alignment extends beyond strategy into culture. High-performing organizations are not defined solely by their technology stacks. They are defined by how their teams operate, make decisions and execute together.

Golsarry points to her experience building and leading teams across multiple organizations as evidence of this principle. In one instance, a vendor observed that her team had completed what would typically be three years of work in just over a year. The explanation was not extraordinary technology or increased resources – it was the environment in which the team operated.

“It comes down to respect and trust,” she says. “When people trust each other, when they understand the objectives and when they are aligned around outcomes, execution accelerates naturally.”

According to Golsarry, her teams have delivered complex initiatives at a pace that would normally be considered unrealistic. She emphasizes that these outcomes were not driven by technology alone. They were the result of disciplined execution, strong governance and a culture of continuous learning.

“We never stop learning,” Golsarry says. “Every challenge is an opportunity to improve how we think, how we operate and how we lead.”

This emphasis on learning and adaptability reflects her broader philosophy that organizations do not achieve lasting success by solving isolated problems. They succeed by building the capability to solve problems consistently.

Golsarry refers to herself as a business leader who understands technology. That distinction of business first, and technology second, is intentional. According to her, traditional consulting models often focus on delivering recommendations, roadmaps or strategic guidance, with technology as the focus. While valuable, these outputs miss one key element: execution.

“The gap between strategy and execution is where most organizations struggle,” she says. “Advice alone does not create change.”

Instead, AAG embeds itself within client organizations, working alongside leadership teams to drive outcomes from strategy through execution. The objective is not to create dependency but to build internal capability.

“We are not there to hand over a plan and walk away,” Golsarry explains. “We are there to help organizations implement change, sustain it and continue evolving long after we leave.”

She notes that this approach addresses one of the most persistent challenges in business transformation: “Even well-designed strategies can fail if they are not fully integrated into the organization. Without reinforcement, new processes and systems can fade over time, leaving companies back where they started.”

By focusing on leadership, governance and execution, AAG aims to ensure that change is not only achieved but sustained. The organizations that succeed will not be those that adopt technology the fastest – they will be those that build the strongest foundations.

“Technology should strengthen the business, not complicate it,” Golsarry says. “If it is not delivering that outcome, the answer is not more technology. The answer is better alignment. The future of business performance will not be determined by technology alone. It will be determined by the leaders who know how to use it.”

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