Market Intelligence at Scale
AI-assisted research into investor relations websites and technology across 189 listed companies.
View the case study ↗I turn complex ideas into digital products, experiences and commercial opportunities — combining technology, storytelling and a willingness to question how things are usually done.

AI-assisted research into investor relations websites and technology across 189 listed companies.
View the case study ↗A customer need turned into a working prototype for scalable website quality assessment.
View the case study ↗Finding the bottleneck in a sales process and securing support to scope a focused, measurable AI pilot.
View the case study ↗Building the company behind the stories: an interactive website, AI-assisted development and the funding, legal and IP groundwork.
View the EPF case study ↗An original animated series around a Helsinki football pitch: one 11-episode season, a completed pilot screenplay, characters and a growing world.
View the Five After case study ↗My work sits between commercial discovery, technology and creative problem-solving. The tools change. The useful part is recognising an opportunity, testing an idea and making something tangible.
CUSTOMER DISCOVERYAPPLIED AIDIGITAL PRODUCTSSTORYTELLINGA Thursday evening conversation about time, artificial intelligence, and what it means to be human.
Read the essay ↗On ancient machines, borrowed memories and the pleasure of being wrong.
Read the essay ↗I'm a Helsinki-based digital communications and business development professional who enjoys turning unfamiliar problems into useful experiments. This is a selection of the work, not a complete CV.