AI Career Pods
Qwyse is an AI-powered career coaching platform that connects job-seeking students through structured peer accountability groups, making the job search feel less like going it alone and more like having a team in your corner.

Atlanta, GA
2024
AI-Power Platforms
Challenge
Students aren't failing at job searching because they lack resources. They're failing because ghost job postings erode trust before they even begin, career centers are underutilized and underwhelming, and the emotional toll of rejection quietly kills motivation. The core problem that we found was the need for collective action.
Results
We designed Peer Accountability Pods, structured groups of 6-7 students built around weekly rituals, resume feedback, and mutual support. The system includes automated Wednesday check-ins and Friday reflections, inline resume commenting with AI-generated rubric prompts, gentle accountability nudges with mental health quiet mode, AI-powered engagement scoring that detects disengagement early, and cross-pod community insights that create social proof at scale. Currently in active development across a 3-sprint agile cycle using React Native, Node.js, and Django.
72%
Unsatisfied with College Resources
83%
Prioritize collaboration with peers
52%
Find motivation crucial to job searching


Process
Research & Analysis: We ran a mixed-methods study with 24 survey participants and 4 in-depth interviews, recruiting students across undergraduate, graduate, medical, law, and pharmacy programs at multiple universities to avoid single-institution bias. We wanted to understand how students actually approach job searching, where peer interaction fits in, and whether demand for structured accountability was real or just stated. 47.8% described their job search as 'periodically intense,' meaning motivation was the real product we needed to design for
Wireframing & Prototyping: We designed low-fidelity wireframes to visualize the new layout and navigation, iteratively refining them based on user feedback. Afterward, we built a high-fidelity, interactive prototype to test the design.
Usability Testing: We conducted usability tests with a diverse group of users to validate the design and identify areas for improvement. Based on the feedback, we made necessary adjustments to the design.
Visual Design & Style Guide: We stuck to a a cohesive visual language that Qwyse engineers had already implement, including color schemes, typography, and iconography, ensuring consistency throughout the app.

Conclusion
Students don't need to be taught how to collaborate, they already do it. They need lightweight structure that makes accountability frictionless without adding another platform to manage. Qwyse gave us the rare opportunity to design not just an interface, but a system of human behavior. The insight that stuck with us: motivation is a design problem too.