commercialization / work in progress

I work on commercialization.

How companies understand markets, find and create demand, position themselves, sell, learn and grow.

Today, I’m especially interested in how AI changes what is possible across that system.

Pencil portrait of Arvid Madland Lyngnes
pencil portrait / 2026
on my desk

Questions I’m working on now.

View all problems ↗

recently changed

The work moves when the evidence moves.

Mediocrity is becoming a leadership choice

I think we have reached the point where accepting mediocre work in sales, marketing, business development and organizational learning should make leaders uncomf Read the field note ↗

What AI research learns about a company — and misses about its market

project:Entriva.ai

An AI assistant can produce a credible company analysis before it has examined a single source. Read the field note ↗

The problem with AI-generated leads is how convincing they look

project:Entriva.ai

Why finding companies is easy, finding genuine commercial opportunities is difficult, and the difference matters more than most AI-generated prospect lists sugg Read the field note ↗

View all field notes ↗

from the archive
2014

Who matters — and what do they need?

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2020

What if marketing and sales are not separate problems?

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2024

What happens if the organization does not learn?

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2026

What changes when AI can participate in the loop?

Explore the timeline ↗