Nitish.
Native SwiftUI build · offline first · product craft

Sprout Math

Sprout Math shows how I handle tight product boundaries. The goal was a trustworthy, focused iOS math app for kids that works offline and stays calm for parents, not a bloated learning platform.

Best read for product restraint, deterministic UX, and thoughtful platform boundaries.

Quick Read

The value here is not size. It is discipline.

2,400+ Question templates

Full K-5 curriculum coverage with enough variety to reduce repetition fatigue while keeping the content bank maintainable.

0 Cloud dependencies in V1

The product works offline because the first version did not pretend to need sync, analytics, or remote services.

Parent-gated Settings and controls

Trust matters more than novelty in kids products, so parent controls were part of the core product loop.

The product

A focused learning app, not a noisy "edtech platform."

Sprout Math helps K-5 learners practice math through short, repeatable sessions with adaptive placement, deterministic hints, sticker rewards, and visible progress along a skill trail. The goal was to make it playful without letting it become chaotic.

What I owned
  • Product scope, 40-lesson K-5 curriculum, session loop, and content model.
  • Offline-first architecture and the decision to keep all progress local.
  • Parent controls, privacy boundaries, and deterministic tutoring with correction flow.
  • Professional ElevenLabs narration pipeline (2,500+ audio clips) across 4 voice styles.
  • 6 themed worlds with sticker rewards, skill trail progression, and parent dashboard.
Why this matters

The judgment here is restraint: knowing what not to connect, what not to automate, and what not to overcomplicate in the first version.

Scope
  • Universal iOS app (iPhone and iPad) built in SwiftUI.
  • Adaptive placement, spaced review scheduling, and deterministic 3-tier hints.
  • Professional narration with 2,500+ ElevenLabs audio clips and 4 voice styles.
  • Correction flow showing worked explanations after two incorrect attempts.
  • 6 themed worlds with 43 collectible stickers and 12 companion characters.
  • Parent-gated settings, progress dashboard, and local diagnostics export.
  • Local Core Data persistence for profiles, attempts, mastery, and history.
Visual Direction

The look is playful. The system underneath is controlled.

Executive Summary

The product is stronger because V1 refuses to be clever in the wrong places.

Kids apps lose trust fast when they lag, break offline, or bury parents under settings and subscriptions. Sprout Math avoids that by keeping the core loop local, the logic deterministic, and the parent controls obvious.

Why it matters

  • I can make a smaller product feel complete without stuffing it with extras.
  • I know how to build trust into the product, not just into the copy around it.
  • I can make technical boundaries serve the experience instead of getting in its way.
Deep Dive

The interesting decisions are mostly about boundaries.

Choice 1

Short sessions over endless play

The loop was designed for 5-10 minute sessions because parents need predictable handoff and kids need a clean stopping point.

Choice 2

Universal iOS, portrait lock

Runs on both iPhone and iPad in portrait to reduce cognitive overhead and keep layout, hit targets, and narration consistent across devices.

Choice 3

Parent trust first

Parent-gated settings, a progress dashboard, explicit privacy copy, and local progress were treated as core product features, not afterthoughts.

Choice 4

Deterministic hints

Hints are generated rules, not model output. That keeps the tutoring behavior explainable and age-appropriate.

Adaptive placement

Placement starts learners at the right band quickly, which keeps early sessions from feeling too easy or too punishing.

Full K-5 curriculum

40 lessons spanning Kindergarten through Grade 5, covering counting, operations, fractions, geometry, measurement, data, and pre-ratio concepts.

Template variety

2,400+ templates across 38 skill units with professional ElevenLabs narration for every question, reducing repetition while keeping the content bank maintainable.

Professional narration

2,500+ pre-generated ElevenLabs audio clips read every question aloud in four voice styles, with a correction flow that shows worked explanations after wrong answers.

Storage

Core Data persistence

Profiles, attempts, mastery, review state, and session history stay on device in V1.

Boundaries

No network in the core loop

The absence of sync and cloud services is a product choice. It keeps the loop fast, dependable, and private.

Diagnostics

Local export instead of remote analytics

Parents and testers can still get useful diagnostics without adding data collection to the product.

UI

One codebase, universal iOS

A single SwiftUI codebase adapts to iPhone and iPad, using that saved complexity budget on craft and reliability instead of multi-platform sprawl.