Selected work
Case studies and project notes from my work in enterprise AI, industrial software, consumer video, and payments. Each describes my role and what happened, with room to inspect the details.
Sotoon Case study · Enterprise AI
Which calls should a quality manager review next? Two weeks with two quality managers helped turn speech and language capabilities into a review workflow.
My role: discovery, product definition, pricing, and cross-team delivery.
Includes an original 2020 prototype and a working reconstruction with synthetic calls.
Prototype archive · 2020 35% improvement in review and reporting throughput, a historical team result.
Read the caseAlbatec Project note · Industrial software
Bringing sensor readings, dashboards, alerts, and reporting into a cloud software product for industrial gas monitoring.
My role: product planning and development, working with sales and customers on pilots.
A recent project record covering the software workflow and the connection to physical equipment.
2024–2025 Product development at Albatec, from platform planning to customer pilots.
Read the project noteCafe Bazaar Case study · Consumer products
The platform had reached five million monthly users. Looking at retention by category raised a harder question: which parts deserved more investment?
My role: built Inline Apps and led the decision to focus on video.
The choice to narrow a broad platform to one use case, and what that meant giving up.
11M+ monthly active users reached by the later video product.
Read the caseCafe Bazaar Project note · Payments
Letting customers charge app purchases to their mobile account, with a billing channel spanning the marketplace and two mobile operators.
My role: led the initiative across product, operator partnerships, and delivery.
A short account of the initiative’s scope and results.
5M+ new paying users reached through the initiative.
Read the project noteHistorical results from my product work. The cases distinguish reported outcomes, reconstructed interfaces, and my reflections today.
Independent build
A practical tool for thinking through an AI product before committing to it. Work through the customer workflow, risk, autonomy, evaluation, and business value, then export a product brief.
Explore the toolI’m based in Hamburg and exploring senior product roles.