Don’t Focus On Outcomes

During a number of discussions the last weeks, the notion of outcomes and disappointment with outcomes was brought up. The tendency in these conversations is an endless exploration of the reasons the unsatisfactory outcome happened (or, occasionally, why the unexpectedly positive outcome happened). Quickly people start to disagree and provide arguments for alternative points of … Read more

Towards Operational AI

In the latest two articles, I outlined the two phases of adopting machine & deep learning (ML/DL). In the figure below, we show the steps that companies typically evolve through while adopting AI, ML and DL solutions. As shown in the figure, the third step, the subject of this article, is where ML/DL components are … Read more

It’s All About Your Digital Twin

As I have been writing about adopting data-driven decision making in the broad sense and data-driven development more narrowly over the last weeks, several people have reached out to me, discussed with me and more generally explored the subject with me. During these engagements, I realized that many products and services exist for the sole … Read more

Why It’s Not About Speed

We live in a world that is driven by a Need for Speed and when leaders mention agility, continuous integration and continuous deployment, often speed is mentioned as the key driver. Having worked with dozens of companies, my learning is that companies go through a number of evolution steps in order to work with speed. … Read more

From Dozens to Thousands (or Millions) of Products

This week I spent time in Denmark at a summit organized by the Manufacturing Academy of Denmark (MADE). During the summit I met several people that expressed pride at the richness of their product portfolio. Some companies have a dozen different products, others may have close a hundred products. All these products are complicated including … Read more

Why 2018 Was A Great Year

As the last post before my Christmas vacation, I thought to reflect with you on 2018. Despite all the apocaholics, the political turmoil in several countries in the Western hemisphere and the stock market tanking like it’s going out of style, I want to remind everyone that we are living in the best time in … Read more

Why You Are Stuck In The Past

As the year is coming to an end, I’ve been reflecting on my experiences from all the companies that I have worked with during the last 12 months. One reflection that I had was that many companies tend to be stuck in the past and that my role often is to make the people I … Read more