iOS + Android · Real Revenue Data · AI Verdicts

Find which apps
are worth building

Vibe coding is faster when you know which app to build. Get market proof before you prompt. AppScout surfaces profitable opportunities across the App Store and Google Play — real revenue data, ARPU trends, and AI verdicts on any niche.

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COMPLAINT GOLDMINE SAVE
Habitica
$14,200 /mo
"iOS has widgets. Android hasn't updated in 847d."
★ 3.2 · 12K DL · 847D OLD 87
COMPLAINT GOLDMINE SAVE
Duolingo Lite
$22,800 /mo
"Premium features broken on Android 5 versions. Angry users switching."
★ 4.0 · 38K DL · 5Y OLD 92
PLATFORM GAP SAVE
Bear — Markdown Notes
$18,500 /mo
"Bear on Android? Users asked for 6 years. Still iOS only."
★ 4.7 · 8K DL · 6Y OLD 79
RISING STAR SAVE
TuneTrack Pro
$8,900 /mo
"+340% installs this quarter. Only 12 competitors in niche."
★ 4.5 · 3K DL · 1Y OLD 72
Apps Analyzed 0
Discovery Lenses 0
Categories 0
Stores iOS + Android

How It Works

Search. Analyze.
Build.

01

Pick a lens, pick a niche

Browse 28+ discovery angles — "apps with angry users," "iOS hits with no Android port," "fast-growing with weak competition." Every app in the category gets ranked by opportunity score.

02

Tap. Read. Decide.

Each opportunity comes with revenue estimates, an AI build/skip verdict, full SWOT analysis, and a ready-to-use MVP plan. Everything you need before opening your IDE.

03

Let the market come to you

Set monitors on competitors or apps you're eyeing. When ratings drop, rankings shift, or a review spike appears — you get the alert. Build at exactly the right moment.

Under the Hood

Every tool
you need.

Discovery Lenses

See the market through
a different lens

Each lens scores and ranks apps on a unique angle — complaint density, revenue with no updates, platform migration gaps, rapid growth signals.

  • 28+ built-in lenses, dynamically updated
  • Create custom lenses with your own filter criteria
  • Opportunity scores from 0–100
Complaint Goldmine High revenue, low ratings Users paying but angry
Abandoned Cash Cow Revenue with no updates Developer moved on
Platform Gap iOS hit missing on Android Open market opportunity
Rising Star Fast growth, low competition Category is heating up

AI Analysis

Get a verdict,
not just data

Full SWOT analysis, confidence score, target audience, MVP features, and monetization strategy per app. Know before you commit.

  • SWOT analysis per opportunity
  • MVP feature suggestions
  • Target audience breakdown
  • Monetization strategy
Verdict
BUILD THIS
CONFIDENCE
84%
Strengths High user demand, clear pain point, weak incumbents
Weaknesses Complex sync logic, cross-platform dev cost
Opportunities Android gap, power user niche, subscription model
Threats Incumbent may add feature, Google Tools improving

Monitoring

Watch the market
while you sleep

Track competitors or apps you're evaluating. Real-time alerts on ranking shifts, review spikes, and rating drops.

  • Push notifications on key changes
  • Revenue and ranking trend tracking
  • Historical data comparison
Fantastical Productivity
+12.4% ACTIVE
Streaks Health & Fitness
−18.2% ALERT
iA Writer Writing Tools
+5.1% ACTIVE

RECENT ALERTS

Streaks revenue −18.2% — dropped below threshold

Fantastical: new competitor entered category

iA Writer gap widened — opportunity score +8

Opportunity Briefs

Everything to
start building

Save opportunities and get complete briefs: revenue estimates, suggested tech stack, monetization model, and a ready-to-execute MVP plan.

  • Revenue and download estimates
  • Suggested tech stack
  • Export and share with your team
Fantastical

COMPLAINT GOLDMINE · SCORED 2H AGO

91
Revenue / mo $31,500
Downloads / mo 18,200
Rating 3.4 ★

Suggested Stack

COMPOSE MP ROOM DB REVENUECAT

Target Audience

Power users frustrated by Fantastical's Android gaps. Age 28-45, knowledge workers spending $50-120/yr on calendar tools.

Pricing

Start free.
Scale when ready.

Free

$0 /mo
  • 5 searches per day
  • 3 discovery lenses
  • Save up to 3 opportunities
  • 50 max results per query
Get Started

Starter

$9.99 /mo
  • 25 searches per day
  • 1 custom lens
  • Save up to 10 opportunities
  • 5 recrawls per day
  • 30-day search history
  • 100 max results per query
Get Started

Pro — Most Popular

$29 $19.99 /mo
  • 75 searches per day
  • AI-powered search & analysis
  • 5 monitoring jobs
  • 10 custom lenses
  • Save up to 25 opportunities
  • 15 recrawls per day
  • 90-day search history
  • 200 max results per query
  • Category intelligence
Get Started

Power

$79 $59.99 /mo
  • 200 searches per day
  • AI-powered search & analysis
  • 25 monitoring jobs
  • 25 custom lenses
  • All discovery lenses
  • Unlimited saved opportunities
  • 50 recrawls per day
  • 365-day search history
  • 500 max results per query
  • Category intelligence
  • App reviews & competitive analysis
  • Ranking & install velocity history
Get Started

One subscription for all platforms. All plans include access to iOS, Android, and the Web — cancel anytime.

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Your next opportunity
is already out there.

AppScout finds it before someone else builds it — iOS, Android, and the web.

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