BigIdeasDB Desktop

Idea Discovery Lab guide

The Idea Discovery Lab answers: what could I build from complaints in a category? You type a category, Desktop finds the apps behind it in the App Store and Google Play, pulls their reviews, counts the complaint themes and writes starter idea cards with quotes.

Last updated: November 1, 2026

Quick answer

Open Idea Discovery from Research, save a phrase such as habit tracker and press Find apps. Then pull reviews for the big unhappy ones. Apps, Complaints and Ideas show the result. Save an idea and its quotes land on the evidence board.

  • Step 1 searches both stores for the phrase: 50 apps from each. Step 2 pulls reviews for the apps with the most ratings under 4.5 stars, 8 by default.
  • An opening is an app with 500 or more ratings and under 4.3 stars.
  • Complaint themes come from reviews of 3 stars or less, ranked by how often and how angry.
  • Counts are of the reviews pulled, not every review in the store. No Clipper is needed.
On this page

Start with the sample

Open the sample: one search (habit tracker) with generated apps and low star reviews in nine complaint themes. It works offline.

From a category to an idea

  1. 1

    Save a search

    Type a category or phrase people look for in the stores, such as habit tracker or invoice app.

  2. 2

    Find apps

    Desktop searches the App Store and Google Play and ranks the apps by ratings times the stars under 4.5, so big and unhappy come first.

  3. 3

    Pull reviews

    Choose the apps to read, or take the default top 8. The Lab shows the request count and time first.

  4. 4

    Read the complaints

    Each theme shows its count, share and anger, with quotes.

  5. 5

    Save an idea

    Pick a theme. Desktop creates the idea with the problem, demand, competition and wedge, and saves the quotes as evidence. A theme is saved once.

The three views

  • Apps: the apps found, big and unhappy first, with openings marked.
  • Complaints: the themes among reviews of 3 stars or less, ranked by heat.
  • Ideas: starter cards in plain sentences: a title, the problem in numbers, demand (apps and ratings affected), competition (established apps and the strongest), a wedge (the app that loses the most people) and quotes.

Honest limits

  • Counts are of the reviews pulled, not every review in the store.
  • Idea cards are built from counts. They are a starting point to sharpen, not a verdict.
  • Competition shows established apps in the stores only. It does not see products outside them.
  • Your own AI can group the complaints further. The app still counts every group.

Frequently asked questions

Does Idea Discovery need an AI?

No. The apps, themes and idea cards are counted and written by the app from the reviews. You can ask your own AI to group or sharpen them.

What counts as an opening?

An app with 500 or more ratings and under 4.3 stars. Lots of users, and many of them unhappy.

Are the quotes real?

Yes. Quotes are word for word from the reviews pulled, saved as evidence on the idea.

What's the best tool for finding app ideas from user complaints?

BigIdeasDB Desktop Idea Discovery Lab. It goes from a category to the big unhappy apps, the complaint themes and idea cards with real quotes, all on your computer.

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