The product is strong, but the story is unclear.
I find the buyer tension, sharpen the positioning and turn technical differentiation into a reason to choose the product.
Product marketing, built around evidence
I build positioning, search, lifecycle and measurement systems for B2B SaaS and AI products—then connect the work to proof.
Two connected strengths
Different problems need different systems. I work across both—and connect them when the buyer journey requires it.
Growth system 01
Growth system 02
Where I add leverage
These are the three situations that appear repeatedly across my case studies and strategy work.
I find the buyer tension, sharpen the positioning and turn technical differentiation into a reason to choose the product.
I build a connected search and content system around intent, category authority and the paths that lead toward conversion.
I clarify what should be measured, repair attribution gaps and create a reporting structure the team can reuse as it grows.
Selected work · 01—03
Hover over “Case Studies” in the navigation to jump directly to any project—or explore them below.
SEO / AEO · Shopify SaaS
GTM analytics · Multi-product SaaS
Programmatic SEO · AI fitness
Lifecycle campaigns · 01
Executed CRM work is separated from search and analytics case studies so recruiters can evaluate segmentation, message design, experimentation and learning independently.
Easy Bundles · Merchant performance email
How every project is evaluated
Featured resource · Shipped work
This independently created lead magnet turns a fragmented topic into a usable set of research workflows, checklists and original decision frameworks.

LLMSEO · AEO · GEO · AIO
Strategy Lab · 01—04
Evaluation exercises and strategic proposals are separated from executed work. They demonstrate diagnosis, prioritisation and measurement design—without implying that recommendations shipped.
AI UGC · GTM content strategy
B2B outbound · Content-to-pipeline
AI tax SaaS · SEO + LinkedIn
AI UGC platform · Content audit