u/Glad-Following-2072

Many indie developers look at competitors, charts, and communities when they want to find a new app idea. I found another useful source: 1-star to 4-star reviews from paid apps in the App Store.

These reviews are valuable. The users already paid for the app, and they really use it. If they write about problems, missing features, or things that are hard to use, these can become product opportunities.

So I built AppPainPong. It collects 1-star to 4-star reviews from paid App Store apps. Then it uses AI to find user needs, complaints, and product ideas. The result is a searchable idea library.

Why 1-star to 4-star reviews?

• 1-star and 2-star reviews usually show clear problems, such as crashes, payment issues, bad user experience, or missing important features.
• 3-star and 4-star reviews are also important. Many users say things like, "I like this app, but I hope it can support xxx." These users like the product and may want to pay, but the current product does not fully meet their needs.

Besides the original reviews, AppPainPong also uses AI to analyze the reviews in a structured way. You can filter by App category and quickly see common problems and ideas in one category.

There is also a pain point review search engine inside the product. You can search phrases like "I need xxx" and find real user complaints, real needs, and the related apps.

Now it has collected more than 100,000 reviews. It covers more than 88 App Store genres. It has found more than 1,000 pain point themes, and the number is still growing every day.

There is a free trial and monthly subscription plans. I hope it can help you find better app ideas faster. I would also like to hear your feedback after you try it.