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Product Case Study · 2026

Bowline

A focus-and-follow-through system for a genuinely full life, designed and built end to end — a private, single-user product in daily use, not a public release.

Danita Walton — sole product owner, designer, and delivery lead. Web app · native iOS · AI planning engine.

A bowline is the knot sailors trust under load — it holds firm, but always releases when you need it to. The product is built to do the same.

The approach

Treat it like any broken operation: diagnose, redesign, ship.

01

Diagnosed the real failure modes

Cold restarts, time-blindness, and task-initiation friction, not a lack of discipline.

02

Designed the core loop

A "Leak Check" brain-dump that turns a messy download into a timed, achievable block, governed by one rule: propose, never auto-add.

03

Shipped weekly against real daily use

Instrumented so completing work teaches the system how long things actually take, planning off real data instead of wishful averages.

What's built

A working product, in daily use.

  • Leak Check → planned block.

    Guided prompts turn a brain-dump into timed tasks with realistic pacing.

  • Propose, don't auto-add.

    Every item tagged and prioritized; nothing schedules itself without approval.

  • Horizon.

    Longer-term intentions resurface one at a time instead of piling up.

  • Native iOS app.

    With a system share extension for capture from any other app.

  • Secure by design.

    Row-level security on every record, server-only secrets, two adversarial security reviews.
The daily loop
Bowline home screen with the day's timed block
Leak Check brain-dump with priority tagging
Task timer running on a planned item

Home and today's block · brain-dump tagging · the task timer.

What makes it different
Fuel, chores, and playlist view
AI resurfacing a deferred intention
Cycle coach view

Fuel & chores playlists · AI resurfacing from the Horizon · the cycle coach.

Everywhere she is
Siri capture into Bowline
Live Activity showing the current task

Siri capture · Live Activity on the lock screen.

Her whole life
Whole-life menu across life areas
Important dates view

The whole-life menu · important dates.

How it's built

Full-stack and native, delivered with AI — and validated by hand.

Web

Next.js + TypeScript, deployed on Vercel.

Data & auth

Supabase / Postgres with row-level security.

Intelligence

An Anthropic API planning engine.

Native iOS

A native SwiftUI companion app.

Directed end to end with AI coding agents as product owner — requirements, architecture, and roadmap decisions were hers, every output independently validated before daily use.

Bowline is a private, single-user product built and used daily by Danita Walton — not a public release. Screens shown are illustrated UI mockups built to represent the shipped interface.