AI in production, engineered MVPs, SEO for founders, and why structured product beats vibe-coded demos when you scale.
Most technical SEO for a new product takes a day, not a sprint — if you do it during the build instead of after Google notices.
AI-assisted coding gets you a demo fast. Production software needs structure, tests, and a codebase someone else can maintain.
Not every product needs a model on day one. Here is how we decide what AI belongs in the first release.
A thin API call is not a moat. Durable AI products own the workflow, the data, and the evaluation loop.
A fixed window, a scoped MVP, and weekly milestones — the delivery model we use with founders.
Search, trust, and ops are the three places AI pays off early — if supply and demand are already moving.
