Designing Structured Momentum in an AI Tutoring Platform
ExamJam
ExamJam is an AI-powered GCSE revision platform operating on a 7-day freemium trial model. Early engagement was strong, but sustained progression and subscription conversion were underperforming.
My Role: Lead Product Designer Focus: Learning architecture, progression systems, dashboard strategy, parent reporting
Core Problems
Early user sessions showed strong interaction with the AI tutor. Students asked questions, completed exercises, and explored topics.
But they weren’t advancing.
• Sessions were fragmented.
• Progress across subjects was unclear.
• Students didn’t know what to do next.
• Parents couldn’t see structured academic value.
The product had intelligence. It lacked direction.
Business Risk
ExamJam operates on a 7-day freemium trial.
Cohort analysis revealed a sharp drop-off after Day 3.
Students sampled content but did not build momentum. Few completed structured topic arcs. Trial-to-paid conversion lagged projections.
Without visible progression, the product risked being perceived as a novelty AI tool rather than a serious exam preparation platform.
Engagement vs Exam Fidelity
GCSE exams are formal, standardized, and visually minimal.
Internally, we debated how far to push gamification.
Would narrative Worlds and Boss Battles increase motivation or undermine academic credibility?
Early test versions mirrored real exam layouts closely.
Engagement dropped sharply.
Completion rates declined. There was little differentiation from other revision tools.
We were accurate. But not motivating.
The data forced a decision.
The Strategic Decision
Instead of choosing between realism and motivation, we separated them.
Learning Experience vs Motivational
Assessment Experience vs Authentic
We did this:
• Transformed syllabus into narrative Worlds.
• Introduced Boss Battles as mastery checkpoints.
• Preserved exam-authentic layouts for timed assessments.
• Concentrated delight in progression moments, not test screens.
The journey felt exciting. The assessment remained credible.
The Dashboard Architecture
Designing Visible Momentum
The dashboard became the system’s control center.
It surfaced:
• Subject progression percentages
• Boss completion states
• Weak topic indicators
• Recommended next action
• AI feedback tied to mastery thresholds
Primary goal:
When a student opens the app, they immediately know what to do next. Clarity!
AI Tutor Milo - front and center
Way-finding - Where did I leave off? What is next?
Each subject has it's own Boss & World
Game combined with real momentum - Help the Math Boss defend their world!
Progression at it's finest - Revise - Study - Practice - repeat!
Is it time for a Boss Battle?
Designing for the Payer
(aka - Parents)
Parents are the economic decision-makers.
While students responded positively to narrative progression, parents wanted proof of academic rigor.
We introduced structured parent reports that:
• Mapped Boss progress to official GCSE syllabus topics
• Highlighted mastery and weak areas
• Showed time spent and topic completion
• Used restrained, formal visual styling
Student experience: motivating
Parent experience: credible
Engagement and trust were both preserved.
Following the Rollout:
• Retention extended beyond the Day 3 drop-off window.
• A larger share of trial users completed the full 7-day experience.
• Structured topic progression increased across subjects.
• Trial-to-paid conversion improved.
• Parent confidence increased in follow-up interviews.
By transforming fragmented AI usage into visible academic momentum, we aligned student behavior with the subscription model.
This project demonstrates:
-
Systems-level thinking in consumer AI
-
Behavioral motivation design
-
Multi-stakeholder product strategy
-
Balancing engagement with academic credibility
-
Growth-aligned design decisions
-
Ownership beyond interface execution
Luke Ramsden, Senior Deputy Head at St Benedict’s School, Ealing
“ExamJam is a superpowered online textbook that hands real control to students, allowing them to steer their own learning while receiving exceptionally detailed and academically rigorous support. It works alongside teachers rather than replacing them, giving pupils the depth, structure, and confidence they need to make genuine progress.”
My Role: Lead Product Designer Focus: Learning architecture, progression systems, dashboard strategy, parent reporting