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Restructuring Product Architecture to Unlock Growth

Role

Founding Product Designer

Company

Spotly (Previous AMA Career)

Project Timeline

4 weeks

Contribution

Product strategy, UX architecture, UI

Context

AMA Interview is an AI-powered interview prep platform offering mock interviews, practice questions, and coaching. As the product matured, traffic and engagement remained stable, but paid conversion plateaued at 2.9%. This indicated a structural inefficiency in the growth funnel.

Outcome & Impact — Quick View

Activation ↑

Mock Completion Rate: 35% → 60%+

Time to First Mock reduced by 45%

Monetization ↑

+58% Paid Conversion: from 2.9% to 4.59%.

Peak Daily Conversion: 11.11%

What We Saw from Existing Data

User behavior showed high dispersion but low commitment. Interaction was evenly spread across modules, yet 35% of users independently navigated to “Mock Interview” from the sidebar. The signal was clear: the product’s core value was strong, but its structure failed to amplify it.

The Real Problem — Fragmented Commitment

The product didn’t lack features.
It lacked a dominant first action.

  • multiple equally weighted starting points

  • commitment hesitation

  • activation bottleneck

Strategic Decision — From Exploration to Activation

Growth wasn’t limited by feature value.
it was constrained by commitment sequencing.

We intentionally chose the highest-commitment action—starting a mock interview—as the entry point. This was a risky decision.

  • It asked users to act before fully exploring the product.

  • It could discourage cautious or undecided users.

But the upside was compelling:

  • Mock interviews already drove the most meaningful engagement.

  • They made the product’s purpose immediately clear.

  • They dramatically shortened time-to-value.

We decided to optimize for clarity over comfort.

Core Solution — A Guided, Task-First Entry

To support this decision, we introduced a dedicated Getting Started experience. Instead of exposing all capabilities upfront, the product now guides users toward a single, high-value action:start a mock interview.

Key changes included:

  • Removing feature-level choices from the entry moment

  • Framing the experience around action rather than exploration

  • Aligning the first interaction with real usage patterns

This reduced cognitive load and let users experience value before making further decisions.

Post-Activation Support — Why Study Plan Came Second

Instead of positioning Study Plan as an equal starting point, we repositioned it as a post-activation support system.Mock interviews became the dominant first action, while Study Plan helped users sustain momentum after commitment. Growth required focus. Retention required structure.

Navigation After Activation

Once users understood where to start and how to continue, we reorganized the rest of the product around clear, intent-based destinations:

  • Question Practice

  • AI Mock Interviews

  • 1:1 Human Coaching

This structure preserved flexibility for advanced users while keeping navigation predictable and easy to scan.

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© 2026. Designed by Tingyi Li

Hit me up. ☕✨

Always down to chat ideas, design, or just life.

Contact me

© 2026. Designed by Tingyi Li

Hit me up. ☕✨

Always down to chat ideas, design, or just life.

Contact me

© 2026. Designed by Tingyi Li