AI Roleplay Learning Feature

Role: Assistant Product Manager · Focus: Feature discovery, engagement, and learning outcomes

Problem

Learners wanted a safe space to practice real conversations, but existing content was static and didn't adapt to their responses or skill level.

What I looked at

Usage patterns on existing learning modules and practice tools.
Feedback from users who struggled to transfer theory into real conversations.
Competitive landscape for AI-powered practice or coaching tools.

Approach

Defined the core user jobs-to-be-done for the roleplay feature.
Partnered with design and engineering to scope an MVP that felt realistic but was technically feasible.
Planned experiments around prompt design, scenario templates, and feedback loops.

Outcome

Use this section to highlight impact on engagement (e.g., sessions per user, completion rates, or self-reported confidence) once you have data to share.