
I build systems
that move users.
Two decades across consulting and product — from strategy, research and design to hands-on product build — working across multiple continents as founder, product manager, designer, and AI-assisted builder. Currently building Habitly, a full-stack behavioral AI product for the fitness industry, solo, using AI as a build multiplier.

Solo founder · 2024–present
Habitly
A customer retention platform for gyms. Turns attendance data into daily, decision-ready views — built alongside an internal Codebase System Map and two agentic systems (one shipped, one in development) that prepare data and surface intervention ideas for coaches.
See projectCareer spine
Roles, projects, reverse-chronological.
- 01
Founder, Solo-Builder
2001 – Present
Building products end-to-end — most recently Habitly, solo, with AI as a build multiplier.
Worked on 22 products at the 0→1 stage across B2B and B2C, software and hardware — many of which raised, launched, and were acquired — which drove me to incubate and raise capital for a handful of founder projects at the intersection of behavioral science, product design, and artificial intelligence.
Founded and scaled Fabric for over a decade and a half, building a behavior design studio that embeds behavioral science into AI, product, and growth.
Featured projects
- 02
Product Manager
2017 – Present
Led retention, PLG, and first-AI-feature work at scale-ups; 100%+ YoY contribution at Jobilla.
Led retention gains, kicked off early PLG motions, and shipped Jobilla's first AI feature into production, contributing to 100%+ YoY growth.
Featured projects
- 03
Product-led Growth Lead
2010 – Present
Leading product-led growth for scale-ups and enterprises — retention, activation, and behaviour-led adoption.
Led PLG engagements across 10+ scale-ups and enterprises — from activation and retention metrics to prototype-driven experiments and shipped adoption gains.
Featured projects
- 04
Behavior Design Educator
2014 - Present
Teaching behavior design through frameworks, courses, and talks — helping teams turn behavioral science into product decisions.
Founded Fabric Academy and packaged behavior-design frameworks, tools, and courses — delivered to clients and students worldwide.
Built a behavior design taxonomy spanning 5 categories, 60+ product examples, and around 50 behavioral science principles.
Developed and delivered a 12-part, 24-hour behavior design course for digital professionals.
Delivered 100+ talks, webinars, trainings, workshops, and podcast appearances.
Featured projects
- 05
UX / Interaction / Service Designer
2005 – 2016
15 years designing for global majors, publics, non-profits, and startups across India, the US, Europe, and Africa.
Worked with 29+ multinationals spanning telecom, enterprise software, professional services, fintech, health, automotive, consumer, energy, and logistics.
Contributed to Fjord's rapid global scaling and expansion, in its run to its acquisition by Accenture.
Worked with 8 public and nonprofit institutions on citizen-facing digital services across the EU and Africa.
Featured projects
- 06
Learning Lead / Information Architect
2001 – 2008
Designed digital learning products and structured large content systems end-to-end — instructional design, learner experience, and information architecture for enterprises and consumer platforms.
Featured projects
See project
- Accenture (Fjord)
- Deloitte
- Microsoft
- PayPal
- Sony Ericsson
- Ericsson
- Telia
- Nokia
- Nokia Siemens Networks
- Oracle
- Dr. Reddy's
- Volvo
- Porsche
- VTB24
- LEGO
- Novo Nordisk
- Intel
- SOK Group
- Turkcell
- Garanti
- Verizon
- Visit Finland
- Icelandic Tourist Board
- Visit Greenland
- The EU
- City of Helsinki
- City of Copenhagen
- Elisa
- JCB
- Edison Energy
- CAT Logistics
- Allianz
- Red Bull
- Singtel
- Reima
- VTT
- Aalto University
Tools & skills core
- Product strategy
- Behavior design
- AI-assisted full-stack build
- Retention & PLG
- 0→1 product
- Service design
- Information architecture
- User research
- Workshop facilitation
- Advisory























