User & behavioral research
Understanding how people manage uncertainty and seek reassurance when dating.
Case study · Product Design · Concept
Sama: Dating, Explained
An experimental product design exploration that reframes modern dating through the lens of transparent compatibility.
The exploration
Clarity over guesswork.
This project started as a brief to imagine an astrology-powered dating experience for users in India. This project quickly evolved into a deeper inquiry into how people make emotional decisions, manage uncertainty, and seek reassurance while forming relationships.
Instead of optimizing for speed or volume, the work explores how a dating product might reduce anxiety by helping users understand why a connection feels aligned or strained. Astrology is used not as a rule system, but as a language for explanation and reflection.
The outcome is Sama: a conceptual dating app built around the idea of clarity over guesswork. The work spans user research, behavioral insights, product strategy, and end-to-end experience design, intentionally prioritizing emotional safety, trust, and transparency over typical addictive mechanics.
What the work covered
Product strategy
Positioning around emotional safety and interpretability instead of pure engagement.
End-to-end experience
From core mental model to interface: keeping explanation as a first-class feature.