A good product still needs a clear path to purchase, adoption, and value. Four practical questions help reveal where your commercial motion gets stuck and what real customer experience can tell you about moving it forward.

AI becomes useful when an agent is connected to the right skills, tools, and actions, and all four are designed around work that matters.

The challenge isn’t replacing the founder. It’s turning founder intuition into a commercial system the company can scale.

The biggest opportunity isn’t adding AI to commercial work. It’s redesigning commercial work around what humans and machines each do best.

Great technology doesn’t guarantee traction. After more than 20 years of commercializing emerging technologies, I’ve seen where promising companies get stuck—and why bridging the gap between strategy and execution led me to start Levrist.