Research Vision
Our research is driven by one core question: How can we help people find the right service based on their needs and intent without compromising their privacy?
We explore how private, on-device intelligence can understand a users needs, without collecting unnecessary personal data, without profiling nor hidden surveillance common in today’s social platforms.
Why We Research
The service economy is the backbone of everyday life, yet the tools that support it are outdated. Users globally today face:
irrelevant search results
infinite scrolling between different systems and platforms
unclear trust signals
inconsistent pricing
invasive tracking
We investigate whether service discovery can be rebuilt from the ground up; more private, intuitive and more humane.
Our Mission
Fixmeapp conducts early-stage research at the intersection of service bookings, user consent and advanced privacy technologies.
We explore how lightweight on-device AI, preference graph models, privacy-preserving computation and ethical value flows can form a foundation for scalable, human-centered booking experiences; contributing to the emergence of the next ethical data economy.
