He makes $3,000 a day Vibe Coding apps - here’s how

David OndrejAbout 7 min readJun 18, 2025Watch original
THE SUMMARYAI-generated

Key Concepts

  • ROR (Run Operating Run): A platform for building mobile apps using AI, primarily targeting non-developers and developers alike.
  • ARR (Annual Recurring Revenue): A metric used to measure the recurring revenue a business generates in a year.
  • Expo: A framework built on React Native that simplifies mobile app development, making it easier to access native APIs and deploy apps.
  • React Native: A JavaScript framework for building native mobile apps.
  • AI-powered Apps: Mobile applications that leverage artificial intelligence for various functionalities, such as image recognition, natural language processing, and personalized recommendations.
  • Personal Software: Mobile apps built for individual use or specific niche needs, often solving personal problems or automating daily tasks.
  • Vectal: An AI-powered productivity tool with built-in AI agents and access to various AI models.
  • No-Code/Low-Code: Development approaches that minimize or eliminate the need for traditional coding, enabling non-technical users to build applications.
  • Mobile-First Approach: Prioritizing mobile app development and user experience over web-based solutions.
  • Emulator: Software that mimics the behavior of a mobile device, allowing developers to test apps on their computers.

ROR's Origin and Growth

  • Million Dollar Milestone: ROR has surpassed $1 million in ARR within three months of its launch, starting from zero.
  • Humble Beginnings: The founder, Daniel, emphasizes the rapid growth from a basic setup to a successful startup in a short period.
  • Matt Schumer's Tweet: A tweet from Matt Schumer played a crucial role in saving the company when it was considering shutting down.
  • Mobile-First Pivot: The decision to focus on mobile app development, driven by Daniel's co-founder, proved to be a turning point.

Building Apps with ROR

  • Ease of Use: ROR aims to be the easiest way to build mobile apps, catering to both non-technical founders and developers.
  • Two Modes: ROR offers a developer mode and a non-technical founder mode to accommodate different skill levels.
  • Prompt-Based Development: Users provide prompts (instructions in natural language) to the AI, which then generates the code for the app.
  • Codebase Access: ROR allows users to view and edit the generated code, providing flexibility for customization and advanced development.
  • Error Handling: ROR automatically detects and fixes errors in the code with a one-click fix feature.
  • Example: Calorie Tracker App: Daniel demonstrates building a calorie tracker app with a camera feature using just two prompts. The app identifies food items and estimates their calorie content.
  • Example: Relationship App: A user created an app to help a boyfriend compliment his girlfriend, showcasing the potential for personal software.
  • Publishing and Sharing: ROR allows users to publish their apps and share them with friends via a link, without requiring app store submission.
  • App Store Deployment: ROR integrates with Expo and Apple for seamless app store deployment, ensuring security and ease of use.

Technical Foundation

  • React Native and Expo: ROR is built on React Native and leverages Expo's capabilities to simplify mobile app development.
  • Native API Access: Expo provides access to native device features, enabling ROR to create apps with functionalities like camera access, voice recording, and push notifications.
  • Expo Go App: Users can test their ROR-built apps on their phones using the Expo Go app by scanning a QR code.
  • AI Model Usage: ROR utilizes various AI models, including Claude 3.7, Claude 4, and GPT, for different tasks such as UI generation, error fixing, and summarization.

ROR's Mobile App

  • Building Apps on Mobile: ROR is developing its own mobile app that will allow users to build, save, and share apps directly from their phones.
  • Project Management: The mobile app will provide a project list where users can manage their ROR projects.
  • Prototyping and Automation: The app will enable users to prototype ideas and automate tasks on the go.
  • Voice Transcription App Example: Daniel demonstrates building a voice transcription app on his phone, showcasing the potential for quick note-taking.

The Vision Behind ROR

  • Personalized Software: ROR aims to empower users to create personalized software solutions tailored to their specific needs and interests.
  • Creator Economy for Software: ROR unlocks the creator economy for non-technical individuals, enabling them to build and monetize their own niche apps.
  • Solving Personal Problems: ROR encourages users to start by solving their own problems and then share their solutions with others.
  • Democratizing App Development: ROR makes app development accessible to a wider audience, regardless of their technical skills or resources.

Key Arguments and Perspectives

  • Mobile Apps vs. Web Apps: Daniel argues that mobile apps are more engaging, have better retention, and monetize more effectively than web apps.
  • The Importance of a Mobile-First Approach: ROR's focus on mobile app development sets it apart from other vibe coding platforms that primarily target web apps.
  • The Power of Personal Software: ROR highlights the potential of personal software to solve everyday problems and improve people's lives.
  • The Role of AI in Software Development: ROR demonstrates how AI can automate software development, making it easier and faster for anyone to build apps.
  • The Value of Niche Apps: ROR emphasizes the opportunity to create niche apps that cater to specific interests and needs, rather than trying to build generic solutions.
  • The Significance of User-Centric Development: ROR underscores the importance of understanding and addressing user problems, as well as incorporating user feedback into the development process.

Notable Quotes

  • "ROR is perhaps the easiest way to build mobile apps right now."
  • "Mobile apps is the only way to actually like make software that you want to use every day that you will be excited about and that you can make money with."
  • "Software is about automating your life and AI is actually about automating software."
  • "Build something you yourself will want, and then that is going to be something that some other people will want too."
  • "The reason I don't want to actually do it at first is that because it's so hard. I don't want to just get into it and that that is the perfect startup idea."

Technical Terms Explained

  • Native APIs: Functions and interfaces provided by the operating system that allow apps to access device features like the camera, microphone, and GPS.
  • TypeScript Compiler: A tool that checks TypeScript code for errors and converts it into JavaScript code that can be run in a browser or on a server.
  • Boilerplate: Pre-written code that provides a basic structure for an application, saving developers time and effort.
  • Stripe Integration: Connecting a payment processing service (Stripe) to an application to enable users to make and receive payments.
  • GitHub Integration: Connecting a code repository (GitHub) to an application to allow developers to manage and collaborate on code.

Logical Connections

  • The video begins by showcasing ROR's success and then delves into the platform's features and capabilities.
  • The discussion of ROR's technical foundation (React Native, Expo) provides context for understanding how the platform simplifies mobile app development.
  • The examples of apps built with ROR (calorie tracker, relationship app) illustrate the platform's versatility and ease of use.
  • The vision behind ROR (personalized software, creator economy) explains the platform's long-term goals and potential impact.
  • The advice for startup founders (find product-market fit, build a strong team) offers practical guidance for aspiring entrepreneurs.

Data and Statistics

  • ROR has surpassed $1 million in ARR within three months of its launch.
  • One of ROR's users, an 18-year-old, built a calorie tracking app that generated approximately $20 million in sales.
  • Around 30% of the top 100 app store apps are built on Expo.

Synthesis/Conclusion

ROR is a groundbreaking platform that is democratizing mobile app development by leveraging AI to simplify the coding process. By focusing on a mobile-first approach and empowering users to create personalized software solutions, ROR is poised to disrupt the app development landscape and unlock new opportunities for entrepreneurs and creators. The platform's ease of use, combined with its powerful features and integrations, makes it a compelling tool for anyone looking to build and launch their own mobile apps. The founder's insights on startup success, combined with the platform's innovative approach, position ROR as a key player in the future of software development.

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