
Guided or free-form AI
How I replaced weak prompt-first interactions with guided professional decisions and optional prompting, helping establish a product direction that later shipped and gained paying customers.

I bring structure to complex AI and SaaS products, define evidence-based product direction, and translate it into experiences that teams can confidently build and scale.
A selection of work across B2B SaaS, enterprise AI and AI-assisted workflows. Each study focuses on the decisions behind the design.

How I replaced weak prompt-first interactions with guided professional decisions and optional prompting, helping establish a product direction that later shipped and gained paying customers.

How I turned provenance into an investigation workflow for an enterprise AI MVP. The client accepted the direction and praised its precision and detail.

How I challenged feature-parity migration, secured approval for a narrower scope and avoided approximately two months of projected development effort.
Hear first-hand from other people I have previously worked with.
I had a lot of data and the structure wasn't giving clear user value. Marco was amazing at refining this work and bringing it to a clear, usable path forward.
Founder, Climate UX (ex Google, Meta, BBC)
Marco had lots of ideas and suggestions and laid them out in a way that was easy to understand. He also helped me hone in on my strategy to generate more leads from my website.
Solopreneur, BBat Paints
In my spare time, I like working on passion projects. Here’s what I’m working on.

Leading product design and strategy for a climate-action platform, including its initial design system and experience direction.

Exploration of a ticket-based AI workflow for building implementation literacy and making more informed decisions about generated code.