Frederick James built a habit tracker app in the health and fitness niche with a focus on premium design and UI. Launched about three months ago, it peaked at around $13,000 per month and currently hovers around $10,000. The app's download-to-paid conversion sits at 7% with a 0.7% refund rate, and last-90-day revenue reached about 25K on an ARR basis, peaking just under 100K ARR.
The build process ran in three stages: Figma mockups paired with a basic entity relationship diagram and infrastructure diagram; asset creation via Pinterest downloads refined with GVT Image and handed to ChatGPT for the full UI flow; and post-launch A/B testing on paywalls and pricing. The backend uses Cloudflare R2, D1, and Workers; AppsFlyer handles MMP (free until 12,000 installs); and RevenueCap manages monetization tracking and remote paywalls.
Growth came in two phases. Apple Ads drove zero to roughly $5K/month using competitor-name keywords with search match off. TikTok Ads then pushed $5K to $10K in about a week, starting with five remade viral formats at $50 each and scaling via goal-based budget increase tied to a target CPA. He noted paid ads carry roughly 30 percent margins and that first-time advertisers might burn up to a thousand dollars before seeing returns.