Advisory

AI-assisted POCs, product architecture, and CTO-level clarity for founder-led teams.

Fractional CTO support for founders building AI-assisted marketplaces, product systems, and engineering teams that need clearer direction.

POC and product validation

Shape the first version around the riskiest assumptions, use AI-assisted development where it accelerates learning, and avoid building more than the market can validate.

Architecture and execution plans

Translate product direction into pragmatic systems, technical milestones, team workflow, and delivery sequencing that engineers and founders can actually use.

Marketplace and discovery systems

Improve search, categorization, matching, listing quality, ranking logic, and operational loops for marketplace and directory-style products.

Where I usually fit

The best fit is a founder or leadership team with product urgency and technical uncertainty.

You have a promising idea and need a validated POC without creating a fragile prototype.
Your product is growing and needs stronger architecture, delivery rhythm, or engineering leadership.
You are adding AI to an existing product and need a practical strategy beyond demos and hype.
Your marketplace, search, or discovery experience needs sharper technical and product judgment.

Typical outputs

Depending on the engagement, the output may be a technical product brief, POC scope, architecture direction, build plan, hiring guidance, engineering operating cadence, AI-assisted development workflow, or hands-on execution support.

I do not publish pricing on the site. Engagement shape depends on stage, urgency, team structure, and how much hands-on execution is needed.

Discuss fit