+ Problem guides

AI product and leadership problems

Practical guides for founders and teams: hire an AI CTO, build an MVP, form your engineering team, and fix the problems that appear in production.

All problems Startup AI leadership Work with me

+Problem Guides

Independent AI consultant or agency? Choose by who owns the decision.

A generative AI startup can get senior technical help from four types of provider: an independent consultant, an AI agency, a talent marketplace or a consulting firm. Each type makes decisions, writes code and earns money in a different way.

by Alexander Myasoedov · Oct 29, 2026 · 10 min read

Need an AI CTO for your founding engineering team?

The first engineer sets more than the coding pace. Someone must own the technical bar, the product decisions and the handoff from contractors. An AI …

by Alexander Myasoedov · Oct 28, 2026

+Problem Guides

An AI CTO for a nontechnical founder starts with clear questions.

You do not need to become an engineer to lead an AI company. You do need a way to understand the choices, see what has been tested, and know who is …

by Alexander Myasoedov · Oct 28, 2026

+Problem Guides

An AI CTO for an early-stage startup should own the proof, not the pitch.

A pre-seed team needs evidence that an AI product can work. A seed team needs evidence that customers can use it repeatedly. A venture-backed team …

by Alexander Myasoedov · Oct 28, 2026

+Problem Guides

A fractional AI CTO for B2B SaaS must make customer workflows dependable.

A SaaS AI feature has to work inside customer accounts, fit existing onboarding, and give buyers evidence they can trust. The hard work is often …

by Alexander Myasoedov · Oct 28, 2026

+Problem Guides

A fractional CTO for a bootstrapped startup should protect scarce engineering time.

When cash and team capacity are limited, technical leadership must help the company make useful decisions without creating a new layer of work. …

by Alexander Myasoedov · Oct 28, 2026

+Problem Guides

Need a fractional CTO to build an AI MVP?

A demo can prove that a model responds. It cannot prove that a customer gets a useful result. Before you build an AI MVP, define the outcome, test the …

by Alexander Myasoedov · Oct 28, 2026

+Problem Guides

Fractional CTO or technical cofounder? Choose by the work.

A startup may need senior technical judgment without being ready to add a cofounder. Or it may need a committed builder who will own the product for …

by Alexander Myasoedov · Oct 28, 2026

+Problem Guides

How to hire an AI CTO: test the judgment.

A practical selection process for startups: write the role brief, score evidence, run an interview exercise, check references, compare proposals and …

by Alexander Myasoedov · Oct 28, 2026

+Problem Guides

Can't keep up with reviewing AI-generated pull requests? Shrink the queue first.

Your team writes more code than it can read. I explain why review became the bottleneck, how to measure your real review capacity, and which gates and …

by Alexander Myasoedov · Oct 15, 2026