
OVERVIEW
MY ROLE
THE CHALLENGES
THE SOLUTIONS
DESIGN APPROACH
1. Making AI Context-Aware
I introduced CV uploads as a core part of the experience.
Instead of starting from zero, Rafiki X understands who the user is, their background, and what they’re trying to achieve. This made every interaction more relevant and actionable.
2. Designing for Conversation, Not Commands
Rather than building a complex dashboard, I focused on a chat-first experience.
The goal was to create a space where users could:
Reflect
Ask questions
Explore options
Not just receive instructions.
3. Reducing Friction with Voice
Many users are more comfortable speaking than typing.
By integrating voice-to-text, I made it easier for users to express themselves naturally, especially in moments where they’re unsure or overwhelmed.
4. Supporting Real Career Actions
Beyond guidance, users needed help taking action.
So we introduced:
Career story generation for applications
Interview preparation support
Document-based feedback
This shifted Rafiki X from being just a guide to being a practical career tool.
5. Rethinking Monetization
Instead of a traditional paywall, we designed a support-based subscription model.
The idea was simple:
Keep the platform accessible, but allow users who can afford it to support its sustainability.
This was especially important given our focus on underserved users.

DESIGN CHALLENGES
Balancing AI capability with usability
Ensuring responses felt human and relevant
Handling document parsing and context injection
Designing for users who may not be tech-savvy
IMPACT & OUTCOMES
Rafiki X builds on a strong foundation:
9,300+ users
83,000+ conversations
40,000+ career questions answered
Users across 60+ countries
More importantly, it’s being used in real contexts — including schools where teachers use Rafiki as a co-counsellor.
WHAT I LEARNED
AI is only as useful as the context you give it
Simplicity is critical, especially for first-time users
Career decisions are emotional, not just logical
Good design doesn’t just inform, it supports thinking
CLOSING STATEMENT
Rafiki X is not just about building an AI product.
It’s about rethinking how career guidance works —
making it more accessible, more personal, and more human.








