A Repeatable 0-to-Store Mobile Pipeline

Situation

Our own product studio work: five apps shipped to the public stores, a 3D dice roller, a bill splitter with an Apple Watch app, a currency converter, an image converter, and an on-device AI dictation app for Android. Presented as what it is: shipped product experience, not client work and not a traction claim.

Problem

Shipping a mobile app is 20% writing the app and 80% everything else: signing, provisioning, store metadata, review-guideline compliance, privacy disclosures, payment integration, release management. Most teams pay that 80% from scratch every time, which is why “we should have an app” stays on roadmaps for years.

Approach

Pay the 80% once and make it reusable. Release automation through fastlane, shared platform code across apps, a standard monetization layer (RevenueCat-managed in-app purchases), and a store-submission checklist refined across five submissions, including the legal pages and privacy disclosures both stores audit.

Architecture and key decisions

• The pipeline is the product. Each successive app shipped faster because signing, build automation, and store compliance were solved infrastructure, not per-project heroics.
• Monetization without hand-rolled store APIs. Where an app sells an upgrade, IAP runs through RevenueCat: entitlements, receipts, and price testing handled by infrastructure rather than custom code.
• On-device AI as a differentiator. The dictation app runs Whisper entirely on the phone: a privacy-first architecture decision that doubles as a product position.
• Store compliance as a discipline. Privacy policies, terms, data-safety forms, treated as release-blocking requirements, because they are.

What shipped

Five public apps across the Apple App Store and Google Play, the shared release pipeline behind them, and the compliance scaffolding (privacy/legal pages, store metadata) each submission requires.

Outcome

Five for five through store review onto public stores, on one reusable pipeline. I make no install or revenue claims here. Store metrics get cited when they are pulled and verified, not before.

What this demonstrates

End-to-end shipping capability: idea to reviewed, monetized, store-compliant product, repeatably. For a company weighing a mobile bet, this is the difference between a six-month discovery project and a working pipeline from week one, and the methodology is teachable to an in-house team.