Data science
fromComputerworld
3 days agoAI project 'failure' has little to do with AI
The reliability of genAI is compromised by various factors, necessitating independent verification of its outputs.
The biggest challenge is that Learning and Development is not positioned as a strategic function in many organizations. Instead, L&D often operates as a function for the sake of having a function. It is rarely used by executive leadership as a strategic support capability and is more often treated as a nice-to-have necessity rather than an integral part of business decision-making.
AI produces activity fast, but it rarely produces actual operational lift unless leadership configures it as an operating model decision. I have built companies through a pandemic, recessions and a hack from Russia. Those seasons taught me that tools do not carry the business. Integrated execution does. Yes, AI is powerful, but it does not change how your business runs on its own.
Rather than stolen data making headlines, it was business stoppage that triggered attention. Moving into 2026, the board's focus should be on ensuring business continuity and building resilience in the face of emerging risks generated by AI usage and attack vectors, quantum computing and geopolitics.
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When you take the leap of faith to bring your vision, your idea, to life and start your company, you wear many hats and take on many tasks. You develop the business plan and deck pitch, help build a great product or service offering, create and implement the marketing strategies, make sales, handle customer service and get take-out for everyone during the late nights they're working.
I see this daily in veterinary medicine, where high burnout rates cost the sector upwards of $2 billion per year. It's a challenging environment with long hours, stressful workloads and patients that can't even tell you what's wrong. But I've found that the best way to boost performance and even increase capacity with maxed-out teams is to address the underlying operational issues.
If your partner in Munich mishandles customer data, or your reseller in Paris uses a "black box" AI tool to generate deceptive ads, it isn't just their reputation on the line. It's yours. With the EU AI Act now in full swing and GDPR entering its "mature enforcement" era, the distance between a partner's mistake and your company's $20 million fine has never been shorter.
Your AI pilot showed 94% accuracy improvements. The LLM is yielding solid results. You're getting defunded anyway. The reason? You solved a problem AI can solve. Your budget-holder needed you to solve theirs. Companies launch AI pilots that produce results, then stall at scale. The team's diagnosis: "They don't get it." What's really going on: These projects never earned budget-holder buy-in.
Change often fails and that rarely has anything to do with whether the concept is a good one or not. As Howard Aiken famously put it, "Don't worry about people stealing your ideas. If your ideas are any good, you'll have to ram them down people's throat." As the creator of the Harvard Mark, one of the very first computers, he was speaking from experience.
Marketing organizations are racing to adopt AI while simultaneously trying to contain it. About 76.6% of marketers now have AI policies in place, up from 55.3% just a year earlier, per the Association of National Advertisers' January 2026 survey (registration required). Investment is also surging. Nearly 89% plan to increase AI spending, and two-thirds would maintain that investment even during an economic downturn.
Well, our guest today argues that the best way is by moving to a more project-driven model of work, up and down the organization from the corporate level to individual teams. He wants us to both ruthlessly prioritize as well as stay fluid so that we're identifying strategic goals, assembling teams to go after them, evaluating as we go, and then either continuing, shifting, or disbanding based on our outcomes.
The average CEO makes over 280 times what their company's line worker earns. This is more than 10 times the ratio observed in the 1970s. Looking just at the salaries and bonuses of Fortune 500 CEOs, financial executives, top university presidents, and even some directors of the larger non-profit organizations, you would think that these leaders are performing at high levels-at least levels high enough to justify their huge compensation. Unfortunately, that's not often the case.
As audit committees confront a rapidly expanding risk landscape, their role in corporate governance is being reshaped. Boards have often turned to current and former CFOs as independent directors, particularly for audit committees, because of their ability to translate complex operational and financial realities into effective oversight.For example, this month, J. Michael Hansen, former EVP and CFO of Cintas Corporation, was appointed to the audit committee at Paychex.
You've hired smart people, and you've invested in tools. You've also restructured more than once. Given all these, on paper, everything should work. But the reality is different. Decisions take longer than they should, and ownership gets blurred. Teams move, then stall, then circle back. You step in more than you want to, not because you enjoy it, but because progress depends on you doing so.
U.S. worker engagement has stagnated for decades, with more than two-thirds of workers feeling detached or disengaged. To reverse the trend, many executives have strived to build an "ownership culture," hoping personal responsibility will drive productivity. Yet most omit the most vital ingredient, actual ownership. We spent the past four years studying companies that committed to this missing piece, extending equity to all employees.