AI Diligence

How AI tools were used — and where they weren't — in building Keep Momentum.

Keep Momentum is designed, directed, and owned by a human developer. AI tools were used extensively during development as collaborative instruments, not as autonomous creators. This statement describes how.

Architecture & Code

Application code was written with the assistance of Claude Code (Anthropic), which served as an implementation partner for Kotlin, Jetpack Compose, Room, and WorkManager code across the app. The developer defined all architectural decisions, feature specifications, data models, and UX flows before handing implementation tasks to Claude Code via detailed spec documents. All generated code was reviewed, tested, and iterated on by the developer. No code ships without human review and manual verification through compile checks, lint passes, and functional testing.

Product Strategy & Content

Claude (Anthropic, via Claude.ai) was used for product strategy discussions, feature prioritization, market positioning, copywriting drafts (Play Store descriptions, website copy, social media posts, blog content), and document creation (specs, decision logs, planning documents). In all cases, the developer provided direction, made final decisions, and edited outputs. Strategic decisions (what to build, what to defer, how to price, how to position) are human decisions informed by AI-assisted analysis.

Visual Assets

The 12 static share card images bundled with the app were created using AI-assisted image composition tooling (Pillow/Python scripting), with layout direction and brand guidelines provided by the developer. No AI image generation models (Midjourney, DALL-E, Stable Diffusion, etc.) were used to create visual assets. App icons, screenshots, and website design are human-directed.

What AI Does NOT Do in the App

Keep Momentum does not use AI at runtime. The app contains no AI-powered features, no large language models, no machine learning inference, and no cloud AI services. All app logic (ghosting detection, milestone tracking, duplicate detection, statistics) runs deterministic, locally authored algorithms on the user's device. Your data never leaves your phone for AI processing.

Why We're Sharing This

AI-assisted development is becoming the norm, and we think users deserve to know where the human stops and the machine starts. In our case, the human decides what gets built and why. The machine helps build it faster. Every feature, every design choice, and every word in the app reflects a human judgment call, even when AI helped draft the first version.

Questions about our AI usage can be directed to hello@keepmomentum.app.