The AI-driven company: a maturity model

After discussing the challenges that companies seeking to become AI-driven experience, the aim for the second part of this series is to explore how companies evolve through the stages of transitioning from operating traditionally to becoming fully AI-driven. The best way to present our findings is in the form of maturity models, where we identify … Read more

The AI-driven company: data challenge

When interviewing the people for our study on industrial AI adoption, it became clear that some or even many especially view LLMs and multi-model models as a mechanism to leapfrog inherent weaknesses in their company. One of the key areas is data. I keep getting surprised by how poorly many companies deal with their data. … Read more

The AI-driven company: challenges

Both the proponents and questioning antagonists around artificial intelligence are expounding on the outrageous capabilities of modern AI solutions such as LLMs, foundation models and agentic AI. And yet, when interviewing key business leaders and observing the companies I work with, I must say that the adoption of AI is slow going and far from … Read more

The AI-driven company: introduction

With new breakthrough models being announced all the time and hundreds of billions invested, the hype around artificial intelligence seems to keep going much longer than any other major technology I’ve experienced in my lifetime. The promise (and to some extent the threat) of AI is that it will provide new levels of automation and … Read more

10 outdated distinctions: conclusion

One of the facts of human cognition that never ceases to amaze me is that we seem to ignore more than 99.9 percent of all information that reaches us through our senses. Consciously, that is, as at least some of it is used by the unconscious parts of our brain. This means that our brain … Read more

Outdated distinction: business model vs product

Over the decades that I’ve worked with companies, I’ve seen many, many examples of sales versus engineering. These two functions are frequently at odds with each other for a variety of reasons. In companies that are mostly technology-driven, senior management often comes out of R&D and is frustrated with the sales organization being unable to … Read more