Selected work
Each case follows the same thread: the real problem, the discovery, the solution, how it was validated, and why it matters as a product.
Applied Industrial AI · Product Discovery
AIWhen AI Starts Understanding Industrial Machines
Mälardalen University · Mälardalen Industrial Technology Center (MITC) · 2025
Discovery-led proof-of-concept AI assistant that explains industrial machine behaviour in natural language, evaluated with non-specialist users in a smart-factory testbed.
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Academic Product Case
AILetting buildings explain their hidden energy waste in plain language
University of Skövde · Blekinge Institute of Technology · AUG 2025 – MAY 2026
Academic product case exploring how AI could help SCADA systems — software that monitors and controls a building's ventilation, heating, cooling, measurements and alarms — explain hidden energy waste, likely causes and next investigation steps in plain language. I developed the concept from user need to MVP scope, requirements, prioritisation, positioning and business model; it is not a launched product.
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Bachelor Thesis · Applied AI · Energy
AIUncertainty-Aware Forecasting Using Deep Learning
Mälardalen University · Electrification Hub · 2025
Uncertainty-aware 48-hour wind power forecasting for SE1 and SE3, framed around risk-aware energy planning rather than prediction accuracy alone.
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Professional Project
IIoTMission-critical operating-theatre digital platform — discovery to delivery
Schneider Electric · Healthcare
Discovery with the customer inside an operating theatre, translated into a unified interface that consolidated every room system on an edge architecture — proven in one theatre, then rolled out to the rest.
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Professional Project
IIoTData Centre IIoT Platform Integration
Schneider Electric · Data Centre
Digital-platform integration of a wider data-centre IIoT environment into one unified operational platform in a mission-critical setting.
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Open Innovation Collaboration
Open InnovationOpen innovation platform for smart buildings and energy
Schneider Electric · Project role: EcoStruxure Subject Matter Expert · Schneider's contact at KTH Live-In Lab
Open innovation platform where industry and KTH researchers test sustainable-building ideas in real residential buildings. I was Schneider Electric's contact and expert for EcoStruxure Building Operation — the software that connects HVAC, lighting, energy and sensors in one place — supporting researchers with technical questions and engineering.
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Professional Platform / Product Capability
AISchneider Electric · Relevant period: Support Engineer
Recurring field needs turned into a reusable HVAC monitoring and deviation-management product, sold to customers through the market organisation.
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Team Project
UXSustainable Travel Decision-Support Concept
Mälardalen University · Interaction Design · 2024 · Team Project
A decision-support concept helping users compare travel alternatives using emissions, cost, distance and time — from whiteboard ideation to a high-fidelity Figma prototype.
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Team Project
UXSustainable Health — Adaptive Wellbeing Service Concept
Mälardalen University · Interaction Design · Team Project
An adaptive wellbeing service concept combining mobile interaction, activity-watch data and camera-supported input to support everyday behaviour change.
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Individual Assignment
UXMälardalen University · Interaction Design · Individual Assignment
An independent academic accessibility and heuristic evaluation of Microsoft's Seeing AI iOS application — not a collaboration with Microsoft — with concrete design recommendations and a validation plan.
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