Thesis topic: Benchmarking on-device AI for mobile applications
Want to explore how to benchmark on-device AI for mobile applications? Join us for your master's thesis!
Are you a final-year master’s student looking for a thesis project that blends real-world impact with cutting-edge tech?
At Framna, we are passionate about creating digital products that shape markets and make everyday life better - and we want you to be part of it.
Every year, we welcome a group of master’s students into our Stockholm studio to spend their final semester with us. You will sit alongside our developers, designers, testers, analysts, and product delivery leads, get a place to sit in our cozy office, and join our social and learning activities - from lunch-and-learns to our weekly Friday demos and AWs. It is a chance to do your thesis in a collaborative setting, surrounded by people who are happy to share what they know.
Background
As AI becomes increasingly integrated into mobile apps, there is a growing need to understand the trade-offs between on-device inference and cloud-based solutions.
On-device AI can offer advantages such as reduced latency, offline functionality, and improved privacy - but it is often limited by hardware constraints, energy consumption, and model size.
This thesis aims to explore these trade-offs by developing a benchmarking framework tailored to app-specific use cases. By testing different model architectures and configurations directly on mobile devices, the project will provide insights into how well current state-of-the-art models perform in practice, and under what conditions on-device AI is a viable alternative to cloud processing.
The results will help guide future product decisions, identifying best practices for deploying AI efficiently and effectively in real-world mobile applications.
What you will do
Some potential tasks within this thesis include:
- Developing a framework for benchmarking on-device AI model performance
- Comparing on-device inference with cloud-based alternatives
- Evaluating how different model architectures and configurations perform on mobile hardware
- Summarizing findings into best practices and recommendations
Who you are
This thesis may suit you if you:
- Are interested in edge AI and performance optimization
- Enjoy hands-on experimentation with machine learning models
- Care about privacy and sustainability
- Plan to start your master’s thesis project in January 2026
- Have the opportunity to work from our Stockholm studio
About Framna
Framna means ‘to bring forward’ in Old Norse. And that is exactly what we do. We partner with industry leaders (and those about to be) to create excellent digital products that define markets, reshape industries, and deliver meaningful impact.
Born from the union of digital agencies Bontouch, Move, and Shape, Framna emerged from a strong, product-led culture. Today, over 600 of us collaborate across ten studios in Denmark, the Netherlands, Poland, Sweden, Switzerland, and the US.
Every day, millions of users around the world rely on the products we help shape. From seamless payments to daily commutes, from better health management to smarter shopping. Our work supports more than €150 million in daily transactions and consistently earns an average App Store rating of 4.5.
Together with some of the world’s most ambitious brands, including Essity, SJ, Swish, and SEB, we craft products that lead markets and push boundaries. Because when products win, businesses win. We call it Win by product.
Our hiring process
- Psychometric assessment - personality and logic test
- Interview with our recruiter, Josephine
- Case assignment
- Case interview
Do you want to meet the team in person? Join us on September 23rd for our Master's Thesis Evening! You will hear more about our upcoming thesis topics, meet the team behind our projects, and get a feel for how we work at the intersection of creativity and technology. Sign up here!
- Department
- Students
- Role
- Master Thesis
- Locations
- Stockholm
- Remote status
- Hybrid
- Employment type
- Temporary
About Framna
Framna is a diverse and global team of builders, thinkers, and creators. We are united by one mission: to craft digital products that make everyday life better for millions of people worldwide. Today, over 500 of us collaborate across eight studios in Denmark, the Netherlands, Sweden, Switzerland, and the US.
Our name, rooted in Old Norse, means “to bring forward.” And that is exactly what we do. We partner with industry leaders (and those about to be) to create digital products that define markets, reshape industries, and drive meaningful growth. We call it Win by product.