Category: Assignment

Spotify uses hybrid recommender systems to drive longer listening and reduce churn. Spotify’s own research shows that personalized playlists (like Discover Weekly, Daily Mix,…

Introduction In today’s world, a “one size fits all” business model can be detrimental to success. Every company aims to make you believe their…

Across Slack, Uber, and consumer banking apps, error handling isn’t just part of UX; it’s a revenue-protection strategy. Each product encounters different high-stakes failure…

Spotify  A large part of Spotify’s personalization comes from the playlists and mixes they provide. These are based on songs, artists, and genres the…

I don’t think PulsePoint should immediately deploy a fully customer facing generative AI salesbot yet. I think the smarter move is to integrate AI…

Intro The issue Jeannie and her company face is only going to grow more common in the upcoming months and years. Like with any…

Spotify uses personalization to increase listening time, its core business metric. They optimize the entire home page UI around user personalization, using phrasing like…

Jeannie shouldn’t wait on gen AI—but she also shouldn’t deploy a fully autonomous, customer-facing salesbot tomorrow. Instead, she should green-light AI now in tightly…

Errors are inevitable—but how products handle them determines whether users churn, retry, or lose trust entirely. Comparing Slack, Uber, and major mobile banking apps…