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 ↗
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.

Entriva.ai: finding customers from signals and selling services through autonomous proactive and defensive agents.
↗built / hypothesis open · active 06 NovUsing L&F CG Benchmark to make commercial strengths, gaps and better-performing peers visible.
↗building · active 01 NovThor: matching real-estate strengths with the projects, mandates and accounts best suited to win.
↗building · active 23 OctL&F CG: turning commercialization work into reusable methods, agents, tools and compounding capability.
↗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 ↗
An AI assistant can produce a credible company analysis before it has examined a single source. Read the field note ↗
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 ↗
Who matters — and what do they need?
What if marketing and sales are not separate problems?
What happens if the organization does not learn?
What changes when AI can participate in the loop?