How to Reverse-Engineer Profitable App Ideas Making $100k+/Month Using Claude and AppKittie

Indie builder and entrepreneur Jacob Rodri (@jacobrodri_) recently shared a practical workflow combining Claude with AppKittie to discover validated, high-revenue mobile app opportunities directly from the App Store.

Image source: Jacob Rodri / X (@jacobrodri_)

When evaluating new app opportunities, one of the most reliable strategies is finding modern products that have already proven market demand and identifying specific weaknesses or gaps to build a superior alternative.

Practical Claude Prompt for App Discovery

The core of this workflow lies in giving Claude explicit filtering constraints—launch recency, monthly revenue threshold, and target category—while asking it to evaluate which app offers the highest potential for product improvement.

Connect to appkittie and find me apps making +$100k/month in the Health & Fitness category on the App Store that were launched no more than 1 year ago. Tell me which one has the most potential for improvement so I can use it as inspiration and build a better version

Prompt Breakdown and Strategic Intent

• Data Source Grounding: Using Connect to appkittie directs Claude to query AppKittie's real-time mobile intelligence database.
• Recency and Revenue Filtering: Pairing launched no more than 1 year ago with making +$100k/month filters out established legacy apps and zeroes in on recently launched products that captured fast market traction.
• Category Targeting: The example targets Health & Fitness, but this can be substituted with any target niche such as Productivity, Utilities, or AI Tools.
• Improvement Analysis: Beyond passive benchmarking, the prompt explicitly asks Claude to identify which product holds the greatest room for improvement in feature set or user experience.

Analyzing Distribution and Acquisition Strategies

AppKittie extends beyond basic download and revenue estimates by monitoring where high-growth apps source their traffic and user base.

According to Jacob Rodri, AppKittie tracks multiple organic and paid marketing channels:

• Organic Distribution: TikTok, Instagram, YouTube, and App Store Optimization (ASO)
• Paid Advertising: Meta Ads and Apple App Store Search Ads

Once a high-revenue breakout app is identified, builders can examine whether its growth was driven by short-form organic virality or aggressive paid user acquisition campaigns, informing both product design and go-to-market execution.

Original source

• Jacob Rodri on X (@jacobrodri_): Original Post
• AppKittie: Official Website