Challenge
Learners bounced between generic content libraries and static tests. The product needed to feel like a coach—adaptive pacing, clear progress, and flows that work on low bandwidth.
Adaptive exam prep that meets learners where they are
Personalized study paths, practice modes, and progress signals—built for retention and measurable learning outcomes.
Challenge
Learners bounced between generic content libraries and static tests. The product needed to feel like a coach—adaptive pacing, clear progress, and flows that work on low bandwidth.
Approach
We prioritized job stories from students and tutors, then shipped a thin vertical slice: onboarding, one subject flow, and analytics that proved engagement before scaling content breadth.
Outcome
Stronger session length and return rates, plus a modular content system the team can extend without rewriting core UX.
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