App Intelligence Platform

Find what
to build next

AppScout surfaces hidden gaps in the App Store and Google Play. Real revenue data. AI analysis. Actionable opportunity briefs.

Get the App How It Works
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

Explore with Lenses

28+ discovery lenses surface different opportunity types — Complaint Goldmine, Abandoned Cash Cow, Platform Gap, Rising Star. Each runs a unique scoring algorithm.

02

AI Analysis

Get an instant SWOT analysis, confidence score, and build/skip verdict. Target audience, MVP features, and monetization strategy — before writing a line of code.

03

Monitor & Act

Set monitoring jobs on competitors. Get notified when ratings drop, reviews spike, or rankings shift. Strike at the right moment with real-time alerts.

Features

Built for
builders

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
Todoist Productivity
+12.4% ACTIVE
Habitica Health & Fitness
−18.2% ALERT
Bear Notes Productivity
+5.1% ACTIVE

RECENT ALERTS

Habitica revenue −18.2% — dropped below threshold

Todoist: new competitor spotted in category

Bear Markdown 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
Todoist

COMPLAINT GOLDMINE · SCORED 3H AGO

96
Revenue / mo $14,200
Downloads / mo 12,400
Rating 3.2 ★

Suggested Stack

COMPOSE MP ROOM DB REVENUECAT

Target Audience

Power users frustrated by Todoist's Android app. Age 25-42, engineers & PMs, spending $30-100/yr on productivity tools.

Stop guessing

Available on iOS and Android

Get the App