WRITING & FIELD NOTES

Notes on products,
buyers, and adoption.

Short arguments and practical tools drawn from product launches, customer research, and changes in the technology market.

In B2B, adoption begins when a champion can carry the decision through finance, security, operations, and the people expected to use it.

Buyers need to see the approvals, handoffs, and failure paths around an AI output before they can picture adopting it.

Packaging tells customers what the product considers valuable, who it was built for, and what kind of growth they should expect.

Repeated objections are evidence about unclear value, missing proof, product friction, and the conditions required for adoption.

A new category becomes credible when customers recognize a new way of working, not when a company invents a memorable label.

AI can produce more options in less time. The differentiating work is deciding what deserves to survive, why, and for whom.

Teams define what success looks like before launch. They should also decide which evidence would make them stop, narrow, or change the bet.

A useful CI practice changes decisions. It does not merely document competitors.

The strongest repositioning often changes the frame before it changes the product.

Reach tells you the market noticed. Behavior tells you the product landed.

The asset is useful only if it helps a seller move a real buyer conversation forward.