Sense. Seize. Reconfigure.

Every company has an AI roadmap right now. Most have no Innovation Strategy. These are not the same thing, and the difference can cost companies years of wasted effort and millions in capital.

David Teece spent decades studying why some companies sustain competitive advantage through major technological shifts while others disappear. His answer was not the technology itself. It was three organizational capabilities working together.

He called this combination Dynamic Capabilities.

01 Sensing

Sensing is the ability to detect what is actually changing in your environment before it hits you. Not reading the same industry reports everyone else reads. Not attending the same conferences.

Sensing means having structured routines that bring weak signals to the surface early: systematic monitoring of adjacent markets, direct conversations with customers who are behaving differently, relationships with researchers and startups who are 3 years ahead of your sector.

Amazon sensed that enterprise IT was becoming a pain point for companies scaling fast, years before anyone called it cloud computing. Netflix sensed that DVD logistics would eventually become a ceiling on growth, while Blockbuster was still optimizing late fees. Sensing is not intuition. It is an organizational discipline.

Most companies doing AI transformations right now are not sensing. They are reacting. A competitor deployed Copilot, so they deploy Copilot. A board member read a McKinsey report on generative AI, so they commission an internal task force.

That is the opposite of sensing. That is following noise and calling it signal.

02 Seizing

Seizing is the ability to mobilize resources around the right opportunity at the right moment. This is where most AI transformations actually live, and where most of the budget goes.

Vendor selection, license deployment, change management programs, internal training. Seizing is necessary. It is just not sufficient, and it is not strategy.

Apple seized the smartphone opportunity in 2007, but only after years of sensing shifts in consumer behavior around music, communication and portable computing. The iPhone was not a technology bet. It was a seizing decision built on years of sensing.

Seizing without sensing is just spending.

03 Reconfiguring — Transforming

Reconfiguring is the hardest of the three, and the most ignored. It means restructuring your existing assets, processes, teams and business model around the new reality you have sensed and seized. This is where genuine transformation happens, and where most organizations stop.

Reconfiguring is painful because it requires giving something up. It means reorganizing teams whose managers will resist it. It means killing processes that worked for 10 years. It means changing how decisions get made, not just how fast they get made.

Microsoft's transformation under Satya Nadella is the clearest recent example. Moving from a Windows-centric model to a cloud-first, developer-first model required reconfiguring almost everything: product priorities, sales incentives, acquisition strategy, culture, partnerships. The technology was available to everyone. The reconfiguration is what made the difference.

Most AI transformations will never reach reconfiguration. They will stay at seizing and declare victory when adoption metrics look acceptable.

The Cost of Repeating History: The Agile Parallel

Teece is not giving you a strategy. He is telling you what your organization needs to be capable of before any strategy survives contact with a fast-moving market.

We made this exact mistake with Agile. Companies bought the process, certified the coaches, ran the retrospectives. The ones that transformed had already answered a harder question: what kind of company are we trying to become, and why does speed of iteration matter to that ambition?

The Agile tools then served that answer. The ones that skipped the question got faster standups and slower decisions.

AI is following the same sequence almost perfectly. The Copilot license is the new Scrum certification. The internal hackathon is the new innovation offsite. The Head of AI hired to drive adoption is the new Agile coach hired to create culture. Good people. Wrong sequence.

Sensing, seizing and reconfiguring are not a checklist. They are ongoing organizational routines that compound over time. Companies that build them early create an advantage that is genuinely hard to replicate, because it lives in how the organization thinks and decides, not in which tools it has licensed.

If your AI transformation started with a vendor selection, you started at step two. And you left step one, the one that makes step three possible, on the table entirely.