Monday, March 9, 2026

Succeeding in an AI World (part 3)

 

In earlier articles I introduced the equation V = Q x A to illuminate the leader’s challenge in an AI world. How to harness the AI’s luminous potential while avoiding the disturbing risks? Today I’d like to go a little deeper.


The value of any intervention is a function of its quality and the degree of acceptance.

Business interventions typically entail novelty - a new vision, aspiration, goals & winning logic, or a new process, technology, way of working and/or thinking, or an innovation needed to solve a problem or fill an evolving need.

Value means something the CFO can point to on a P & L, or in the case of Innovation, validated learning toward filling a critical & unfilled customer need in an important market (Innovation Accounting). Quality means things like how clearly we’ve defined our problem & hypothesis, the quality & completeness of our data, depth of causal analysis, degree to which hypotheses, data & causes are validated, quality of reflection & pivots, how effectively the intervention is deployed, communicated, and sustained. Acceptance means do people like it, use it, trust & believe in the intervention – and in you as its sponsor & leader.

AI can be great for Quality but is toxic for Acceptance. The public backlash against AI & Big Tech in general has gone mainstream. Pixar’s Toy Story 5 for example, carries a strong anti-Tech message - the toys lose their jobs to AI. It’s all there, the screen addiction, loneliness, and phoniness of the chatbots. So, even Tech has joined the anti-Tech crusade. The deep-rooted & growing revulsion to Tech in movies, music, journalism and fields, is well documented by culture critic, Ted Gioia, and many others.

So, what are key drivers of Acceptance? Excellence – the excellence of the humans who propose, develop, and deploy the initiative. By excellence I mean integrity, capability, competence, decency, honesty, courage, tenacity, warm-heartedness, experience, and vision. In fact, I am consciously evoking the ancient Greek word arete.

Here’s my rationale: I have experienced multiple business transformations as a manager, engineer, advisor, and director. The common thread in all successful initiatives has been the excellence (arete) of leadership. In other words, leadership is the spark, killer app, and driver. Leadership animates Acceptance and Quality, and ensures the initiative creates Value.

I experienced all this most intensely as a young Toyota manager in the 1990’s. Toyota was expanding around the world and deployed their best & brightest executives and senseis to facilitate this massive & risky investment. Decades later these facilities remain world-beating paragons of Safety, Quality, Delivery & Value. Why did my colleagues & I embrace the Toyota Production System and it’s complex & often counterintuitive methods & mindsets? Excellence – the excellence of our leaders & senseis. We sensed their excellence and did not want to let them down. We trusted them and knew we would do right by them. They had our trust, loyalty, respect, and affection – and for me, they always will.

In summary, our AI interventions are governed by the simple equation above. Most initiatives that focus on Q at the expense of A, fail. Use AI to enhance Q but understand the limiting factor. If A is zero, then so is Value. In future articles I’ll address AI & Q, and Excellence – what is it, how do we grow it, and how do we scale it?

Best wishes,

Pascal Dennis         E: pascal.dennis@leansystems.org



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