AI Is a Commodity. Culture Is the Moat.

Models are equal

I can buy the same model as you. The difference is what my team does after the purchase.

Culture ships value

I ran a team where we tested one hypothesis per week. We logged what we tried, what failed, and what we kept. After 8 weeks we shipped a feature that saved 12 hours per researcher.

Four habits that helped

1. I treated uncertainty as normal.
2. I shipped a hypothesis, measured, and changed direction.
3. I showed dashboards to engineers and product together.
4. I asked why we do it this way before I accepted the process.

Tools do not win. Habits do.