ExamPrep.ai

From Friction to Flow: A Better Way to Study

CPA PREP.

Architecting Adaptive Logic for High-Stakes Exam Environments

UX Design project aimed at improving the CPA exam preparation experience through a user-centric web application. The project focused on enhancing study flow with a full UI redesign supported by user research, persona development, and prototyping, ultimately delivering a platform that increased retention and engagement.

  • Project: Redesigning Exam Prep: Research-Driven, User-Focused, Launch-Ready
  • Role: Principal Product Architect & Systems Lead
  • Status: Shipped / 40% reduction in user redundancy.
  • Duration: 3-4 Months
  • Infrastructure: Figma (Advanced Variables & Logic), Notion (Documentation).
  • Topology:FlowMapp (Interaction Mapping & Sitemap Logic)
  • Visualization: Adobe Creative Suite (Asset Governance).

THE FIX.

We delivered a redesigned CPA prep platform with a modern UI, simplified navigation, and a scalable design system. Grounded in user research and prototyping, the solution reduced friction in study flow and boosted engagement and retention.

PROBLEMS & SOLUTIONS.

PROBLEM

SOLUTION

  • The legacy architecture suffered from high cognitive friction and cluttered information density, impeding student focus during high-stakes sessions.
  • Students struggled with navigating large amounts of information, often losing track of progress or forgetting weaker areas.
  • Accessibility and usability issues limited effectiveness, especially for students balancing busy schedules or studying on-the-go.
  • The system lacked adaptive state logic, forcing every learner into a linear path regardless of individual performance data.
  • Many platforms didn’t integrate practice and review seamlessly, creating friction between learning, testing, and reinforcing material.
  • Redesigned the study experience with a clean, intuitive UI that reduced clutter and improved focus.
  • Built clear navigation and progress tracking, so learners could easily monitor strengths, weaknesses, and overall readiness.
  • Implemented Heuristic Interaction Mapping to adapt study flows based on real-time learner performance.
  • Consolidated practice and review into a Unified System State, reducing redundant navigation by 40%.
  • Prioritized accessibility and mobile usability, ensuring students could study anytime, anywhere, with a consistent and user-friendly experience.

Behavioral Archetypes

Identifying the specific interaction requirements and logic-states needed for diverse learner profiles.

SKETCHES.

Sketch out Ideas

RENDERS.

TESTIMONIALS.

IMPACT.

The redesign improved learner engagement and retention while creating a more scalable, accessible foundation for continued product growth.