We analyzed 982,572 apps and 485,929 reviews to find paid, abandoned, and poorly-rated apps with proven demand and no good alternative.
Launch price - goes up as we add data ยท Instant delivery ยท One-time purchase
"This is amazing. This is going to save me a lot of time. Been spinning my wheels for weeks, effectively trying to get a list like this."
Ben Tremblay
This is what proven demand looks like.
There's an education app on the App Store right now. It has 131,000 reviews. Its average rating is 1.3 stars.
One hundred and thirty-one thousand people took time out of their day to say "this app is terrible."
And it's still on the store. Still being downloaded. Still making people miserable. Because there's no good alternative.
We checked. Systematically.
We analyzed 982,572 apps across the entire iOS App Store, scored 6,219 with revenue estimates and complaint breakdowns, and hand-wrote narratives for the top 500.
982 apps in the dataset are currently on Apple's Charts. 69 paid apps are still making money but haven't been updated in 2+ years - abandoned cash cows waiting to be replaced.
Real apps. Real data. Verify every one in the App Store.
| App Name | Category | Rating | Ratings | Price | Est. Rev/mo | Charts |
|---|---|---|---|---|---|---|
| mconnect Player | Music | 3.4 | 76 | $5.99 | $500โ$1K | #90 paid |
| Folium | Entertainment | 2.4 | 798 | $2.99 | $2.5Kโ$5K | #4 paid |
| Green Screen by Do Ink | Education | 3.3 | 373 | $4.99 | $2.5Kโ$5K | #91 paid |
What's wrong: A UPnP/DLNA streaming controller for audiophiles. Playback stops mid-queue and requires manual intervention to continue, connections drop to streamers mid-track, and quality settings don't persist between sessions. Even satisfied users describe it as "almost good."
Indie opportunity: iPeng dominates at 4.7 stars but only covers Logitech/Squeezebox ecosystems, leaving generic UPnP underserved. Build a player that treats reliability as the product: persistent auto-reconnecting transport, proper queue management, saved per-service quality settings. People pay $6 for a 3.4-star app because alternatives are scarce.
Build difficulty: medium ยท Competition: weak ยท Frustration: frustrated
What's wrong: A $2.99 multi-system emulator sitting at #4 paid making $2.5Kโ$5K/mo with 2.4 stars. Frequent crashes, games stop loading after updates with no clear fix, broken external controller support (only thumbstick works on many controllers), and layout issues on iPad and iPhone 16 Pro.
Indie opportunity: Sitting at #4 paid with 2.4 stars means proven demand and weak execution. A focused, bulletproof retro emulator with flawless controller support and dead-simple setup is a buildable project, and nobody in this space is clearing the bar on reliability.
Build difficulty: high ยท Competition: weak ยท Frustration: frustrated
What's wrong: Beloved by educators and creators but plagued by crashing and data loss. 52% of negative reviews cite crashes and bugs: the app freezes on save and the masking tool fails to confirm edits. Updates actively broke a previously working app. Users are paying $5 upfront and getting an app that crashes "every couple of minutes."
Indie opportunity: Build a rock-solid green screen editor for education that simply does not crash. The market is fragmented with no dominant player. The closest alternative has 2,497 ratings at 3.8 stars. Stability alone differentiates you in a market where the incumbent literally breaks on save.
Build difficulty: high ยท Competition: weak ยท Frustration: severe
These are 3 of 6,219 entries in the dataset.
The validation is already done - by angry customers.
Not hypothetically. Not "maybe there's demand." These users have already voted with their one-star reviews.
"This app crashes every single time I open it. Is anyone else making one of these?"
"I would PAY for a version of this that actually works."
"How is this the only option? Please someone make a better one."
Those aren't made up. That's the vibe of thousands of real reviews on apps in our dataset. The demand is deafening.
Execution is cheaper than research now.
You don't need a team. You don't need funding. You don't need to spend six months on market research.
You need Claude Code, a weekend, and a target.
โ cat opportunities.csv | sort -t, -k6 -rn | head -1
# Schoology - Education - 1.3โ - 131K reviews
# Opportunity score: 1,793,527. Sheesh.
โ claude
> I want to build a better education app.
> The current one has 1.3 stars and 131K reviews.
> Beat it. SwiftUI. Make it beautiful.
# one weekend later
โ xcrun altool --upload-app ...
โ Upload complete. Your app is live.
Open the file. Pick your target. Start building in 10 minutes.
Vetted with full write-ups: market analysis, user complaints, MVP spec, and competitive landscape. Start here.
Paid apps still making money but not updated in 2+ years. The developers moved on - the revenue didn't.
Every app scored 0โ100 on demand, frustration, competition, and actionability. Top 500 have written summaries.
Revenue estimates for every entry - so you can sort by money and skip the apps nobody would pay for.
Top complaints extracted from reviews. Users are literally telling you what to build - for free.
A startup pitch for every entry: what to build, why it'll work, why now. Open the file and go.
24 categories across 3 tabs. Finance, Education, Health, Utilities - filter to what fits your skills.
Direct App Store links for every entry. Read the 1-star reviews yourself and see the pain firsthand.
Google Sheet you can browse, filter, and export as CSV. Pipe it into a script or feed it straight to Claude Code.
Think about it this way: 982,572 apps analyzed. 485,929 reviews studied. Hundreds of hours of data engineering. You're getting all of it for $99 - less than what most people spend on a course they never finish. Less than a paid app earning 6 downloads a day for a single week.
SensorTower charges $500+/month. Appfigures starts at $8/month for basic data. This is $99 once.
Launch price - goes up as we add data.
Open the spreadsheet. Sort by opportunity score.
The highest-potential apps float to the top immediately.
Pick a category that fits your skills.
24 categories. Find the one where your experience gives you an edge.
Read the startup pitch we wrote for it.
Every entry has a pitch: what to build, why, and why now.
Click the App Store link. Read the 1-star reviews.
Users are writing your feature spec. For free. Right now.
Open your terminal and start building.
You have demand. You have a spec. You have Claude Code. Go.
Fair questions. Honest answers.
6,219 opportunities. 13 vetted top picks. 69 abandoned cash cows with users who have nowhere else to go.
(All you need is a weekend and a terminal.)
Get 6,219 Opportunities - $99 โLaunch price ยท Instant delivery ยท Google Sheet + CSV export ยท One-time purchase