AI product management
Use AI to move faster without skipping problem framing, customer evidence, or evaluation.
Practical guides for founders, first PMs, product engineers, and product builders: discover customer problems, decide what to build, and ship with AI.
Field guides for small teams building software, AI products, and better product habits.
Use AI to move faster without skipping problem framing, customer evidence, or evaluation.
Go from a real customer problem to an AI feature you can evaluate, release carefully, and improve.
Practical workflows for people close to the code: learn from users, choose a small bet, and give coding agents useful context.
Turn customer signals into a focused plan, and test whether people value what your team is building.
Product builder and product engineer are overlapping titles, not interchangeable job specs. Compare their responsibilities, skills, and boundaries, then define ownership for a small AI team.

Practical guides, product frameworks, and Specky updates — sent when it’s worth your time.
A product engineer combines software-building skill with direct product responsibility. Learn what the role owns, how it differs from PM and engineering roles, and how small teams can work with one.

A lightweight operating model for founders, product engineers, and product builders to connect customer evidence, product decisions, coding agents, releases, and learning.