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AI and ecosystems

The Technology Is Not the Problem

Organizations are spending billions on artificial intelligence, and many of those investments are not delivering. The explanation most leaders reach for is the technology: the wrong tool, the wrong vendor, the wrong timing. Our book, Innovation Ecosystems: A Dynamic Blueprint for Organizational Success and Engagement, makes a different case. The technology is not the problem. The structure is.

The paradigm of business has shifted. Things are moving so rapidly and are so complex that we can no longer solve issues linearly. We need to view them as an interconnected system. The most important skill a leader can have today is to think and act systemically.

AI, quantum computing, digital twins, and the Internet of Things require seamless cross-functional integration to deliver their full value. Departmental silos make that integration technically impossible. So organizations spend billions on the tools while leaving intact the very structures defeating them: sophisticated technology in the hands of managers working within nineteenth-century organizational structures. No technology investment can fix a structural problem.

Here is what it looks like. Manufacturing plants successfully implement Industry 4.0 technology for equipment monitoring, then fail at any change requiring marketing, engineering, and operations to work together. Healthcare systems install advanced AI diagnostic tools, and the tools fail because physicians and technologists have no shared language or integrated workflow. In each case the technology did its job. The silos did theirs.

The people problem is the same problem in another form. AI expertise requires professionals who combine advanced computer science skills with specific industry knowledge, and those combinations are available in hundreds of professionals, not thousands. Healthcare systems struggle to implement AI diagnostics because they lack people who understand both medical practice and machine learning. Our book calls this the Great Talent Drought: a shortage not of workers generally, but of cross-functional expertise our educational systems don't produce. You cannot hire your way out of a pipeline that doesn't exist. In a silo, you post the job and wait. In an ecosystem, you put the people you already have on one team: the clinician who knows the practice, the technologist who knows the algorithm, the operations lead who knows the workflow. The expertise you cannot hire as one person, you assemble as one team.

I first saw an organization like this in 1994, early in my consulting journey, at NASA Langley Research Center. It was on the Base Realignment and Closure commission's list to be closed, and I was hired to facilitate the creation of a strategic plan proving its value. NASA Langley survived. What I found there was a culture of experimentation: no fear, no silos, people testing ideas, learning from failure, and moving on to the next one. I spent years looking for another organization like it and never found one. That is why I developed the Innovation Ecosystem methodology: so other organizations could become what NASA Langley already was.

In an Innovation Ecosystem, every stakeholder the problem needs is on one team with no leader, iterating weekly on their feedback. The team builds a rapid prototype, pitches it to an ecosystem of stakeholders, and keeps refining it through their continuous feedback. The team is an ecosystem, and they lead themselves as an ecosystem. Technology enhances human abilities instead of replacing them. AI performs the computational tasks, freeing people for what they do best: innovative thinking and relationship building. AI tools are most effective when guided by humans with deep domain expertise and strong analytical skills.

Organizations building cross-functional integration now will capture the value of these technologies. Those keeping their silos will find them impossible to integrate, no matter how much they invest. The shift is from silos to ecosystems, from addressing issues linearly to looking at the whole system.

The core message of our book is that each of us has agency over our lives. Our book invites readers to see the culture they are in and whether it fits what they are looking for in their work.