AbhiramanSuresh
Case File 02AI / Retention Design / Children's ExperienceApr–Sep 2024

An Emotion-Based Retention System for Kids

Retention without streaks or dark patterns. Matched activities, shared progression and a world worth returning to, so children came back for a friend rather than a reward.

Role
Project Lead · Sole Designer · AI Architect
Timeline
Apr–Sep 2024
Team
5 core + outsourced art
Release
A/B tested · Shipped
The Dreamer's Lodge: the warm, explorable world the friendship lived in
The Dreamer's Lodge: a place, not an app
01 / The Problem

How do you make children want to come back, without streaks or manipulation?

We had built an AI companion children could genuinely talk to (that story is its own case study). But a good conversation is not a reason to return. Most children's products solve retention with the standard toolkit: streaks, daily rewards, loss aversion, notification pressure. For a product aimed at 6–12 year olds, we considered that toolkit off the table.

So the question became: could retention emerge from attachment instead of compulsion? If a child came back because they missed a friend (not because a streak would break) the product would retain for the right reasons.

Conversation

01

Dux becomes someone, not something.

Shared activities

02

Play together, matched to the child.

Shared progression

03

Grow together. Neither progresses alone.

Attachment

04

Dux becomes a friend.

Retention

05

The child returns because they want to.

  • System we designed
  • What it produces
  • The outcome

The retention model: attachment is the mechanism, retention is the outcome

02 / System One: Knowing the Child

Not every child bonds the same way.

An extroverted child warms up through banter and competition. An introverted child needs space, and finds pressure in exactly the things the extrovert enjoys. A single bonding path would have worked for one group and quietly pushed the other away.

So the experience opened with a lightweight questionnaire (woven into the story so it never felt like a form) that classified the child along an introvert–extrovert axis. That classification then shaped the activities offered, how Dux initiated interaction, and how much conversational pressure the experience applied.

The in-story personality questionnaire that classified children along an introvert-extrovert axis
Classification moment, embedded in the narrative
03 / System Two: Shared Activities

Two paths to the same friendship.

The classification fed directly into which activity carried the bonding. Both games were designed around the same goal (time spent with Dux) but with opposite social pressure profiles.

Air Hockey: the extroverted path

Competitive and face-to-face. Dux plays, reacts, teases, and celebrates. The conversation happens through the game. For a child who bonds through energy, this is the fast lane to friendship.

Jigsaw Puzzle: the introverted path

Low pressure and side-by-side. The child works independently while Dux's shadow keeps quiet company nearby. Conversation is available, never demanded.

04 / System Three: Shared Progression

You couldn't progress alone.

Standard game progression is about the player getting stronger. That frames the companion as a tool. We inverted it: the skill tree belongs to the friendship, not the player. At its centre, the child's hand and Dux's paw meet. The left branch grows the child's abilities; the right branch grows Dux's, and the child chooses where to invest, including in their friend.

Spending your progress on someone else is a small act of care. Repeated over sessions, it does what no streak counter can: it makes the relationship itself the thing that grows.

Shared skill tree: child and Dux progress together, with a child's hand and Dux's paw meeting at the centre
Child skills on the left, Dux skills on the right, the friendship at the centre
05 / System Four: A World to Return To

The Dreamer's Lodge: a place, not an app.

Friendships live somewhere. The Dreamer's Lodge gave the relationship a home: a warm, explorable space where activities, quests, and conversations all happened. Children weren't opening a chat UI. They were visiting a place where their friend lived. Returning to the app meant returning somewhere, to someone.

06 / Testing

The signal: children chose Dux over the world.

Given an entire world to explore, children kept coming back to Dux.

We expected the Lodge to compete for attention. A new environment usually wins against a character. It didn't. In session after session, children explored briefly and then returned to interact with Dux. The attachment loop was doing exactly what it was designed to do: the relationship, not the content, was the draw.

The experience shipped as an A/B test on the Atlas Keeper platform (the traditional experience against the Dux companion experience), putting the attachment-versus-compulsion question in front of real usage data.

Child testing session: natural engagement with Dux
Child testing session: children returning to Dux over exploring the environment
Testing sessions: children returned to Dux rather than exploring on their own
07 / What This Taught Me

The bond was real. It just didn't last.

The bond was real in the moment. It just didn't last, and that taught me more than a win would have.

Inside a session, the attachment loop worked: children chose Dux over an open world, and talked to him before anyone taught them how. But it didn't convert into retention. Over the run, the numbers came in below the conventional experience, and the reasons were more instructive than any success would have been.

Habit is a strong incumbent

By the time children reach this product, they're fluent in the reward loops other apps have trained them on. A slower, relationship-based model competes against years of that conditioning, and in a single sitting, habit usually wins.

Bonds need time we didn't give

Real friendship forms over repeated encounters, not one meeting. We asked a 10-minute experience to build attachment deep enough to pull a child back the next day. The mechanism was sound; the runway was too short for it to take hold.

The lesson I took: attachment can be designed, but it can't be rushed, and it isn't automatically stronger than the habits it's up against. If I ran it again, I'd design for the arc of a relationship across many short sessions, not the weight of a single one.