Stop Guessing. Start Building Apps Merchants Actually Want

AI analyzes Shopify forum discussions to surface validated app opportunities with real merchant demand

Pre-revenue, building with radical transparency. Be part of our journey from $0 to first success stories.

372 new opportunities discovered this week
See This Week's Opportunities Sign Up Free
847 Insights This Week
Building Our First Success Stories
Growing Developer Community

Live Opportunities

Updated 2 hours ago

High Confidence (94%)

Wholesale Order Checkout Without Immediate Payment

Category B2B operations Today
Market large market $5k-15k MRR
#b2b #wholesale #invoicing

"An app that lets merchants let B2B or wholesale customers submit orders without paying at checkout, then automatically c..."

View Details →
High Confidence (93%)

Shopify Bot & Fake Cart Attack Shield

Category Security Today
Market large market $5k-20k MRR with strong upside if positioned for high-volume merchants
#security #bot protection #fraud prevention

"An app that detects and blocks high-volume fake cart and add-to-cart abuse before it inflates analytics, wastes server r..."

View Details →
High Confidence (93%)

Visitor Tracking Coverage Monitor for Klaviyo

Category Analytics & Attribution Today
Market large market $5k-15k MRR
#klaviyo #analytics #tracking

"An app that continuously checks whether key storefront and checkout events are actually being captured by Klaviyo and Sh..."

View Details →
Explore Live Opportunities →
Browse Validated Opportunities

How It Works

We Monitor

Shopify Forums 24/7

AI Analyzes

Merchant Problems

You Get

Validated App Ideas

You Build

Apps That Sell

Transparent Pricing, No BS

Free Forever Plan

3 self-generated insights/mo
Create your own custom insights
12 system insights/mo
Pre-generated opportunities
Browse Opportunities Free

Need More? Upgrade Anytime

All paid plans include the free tier benefits

Scout

$9 /mo
  • 3 self-generated insights/mo
    Generate custom insights on-demand
  • 12 system insights/mo
    View pre-generated opportunities
  • Basic filters
  • Export data
  • API access
Start Free, Then $9/mo

Begin with forever-free tier

MOST POPULAR

Growth

$19 /mo
  • 50 self-generated insights/mo
    Generate custom insights on-demand
  • All system insights
    Unlimited pre-generated opportunities
  • Advanced filters
  • CSV export
  • API access
Start Free, Then $19/mo

Begin with forever-free tier

Scale

$49 /mo
  • Unlimited insights
    Generate as many as you need
  • All system insights
    Unlimited pre-generated opportunities
  • API access
  • All exports (CSV, JSON)
  • Priority support
Start Free, Then $49/mo

Begin with forever-free tier

AppScout vs DIY: The Real Cost

See how much time and money AppScout saves compared to building your own solution

DIY Approach

Building your own scraper + AI analysis

Initial development time 40-60 hours
Developer time cost ($80/hr) $3,200-4,800
OpenAI API costs/month $50-150
Server hosting/month $20-50
Maintenance hours/month 5-10 hours
First Year Total Cost $7,000-12,000

Plus: Ongoing maintenance, bug fixes, and updates

AppScout

Ready-to-use insights platform

Setup time 5 minutes
Developer time cost $0
Growth plan ($19/month) $228/year
Infrastructure costs $0
Maintenance time 0 hours
First Year Total Cost $228

Includes: Expert curation, updates, and support

Save $6,770-11,770 in Year 1

That's 96-98% cost savings, plus you get insights immediately instead of waiting months to build

💡 With those savings, you could build 2-3 apps instead of spending time on infrastructure

Join a Growing Community of Successful Developers

Real-time platform activity showing validated opportunities being discovered right now

Growing Fast

Week-over-week growth in developer signups and platform usage

Reliable Platform

99.9% uptime with <60s insight generation times

Proven Results

Apps successfully launched from AppScout insights

View detailed platform statistics →

Find Your Next Profitable App Idea

Browse validated opportunities backed by real Shopify merchant demand — no signup required

Browse Opportunities Sign Up Free

No credit card required • 10 custom insights/month on free plan

Latest Validated Opportunities

AI-analyzed app ideas backed by real merchant demand, available for anyone to explore

70% Confidence unknown market

Community-led visibility: PageFly captures mindshare by solving broad forum questions

PageFly staff are marked as solvers on diverse threads (free gift popup, Amazon dropshipping, bulk edits, social integra...
82% Confidence large market

Variant Cards for Collections

Show each color/style variant as its own product card on collection pages while preserving theme styling. Automatically ...
68% Confidence large market

Universal CSV + Rules Updater for Hidden Fields

A single app to update Shopify’s hard-to-reach fields via CSV/Google Sheets and rule-based automations. Covers customs d...
Browse All Opportunities

From the Blog

Insights, guides, and analysis for Shopify app developers

April 24, 2026

Week 17, April 2026: The best Shopify app ideas are fixing operational leaks, not adding features

This week’s strongest opportunities are about preventing revenue loss: returns, inventory sync, and theme confusion.
April 17, 2026

Week 16, April 2026: 7 Shopify App Ideas Merchants Keep Reaching For

This week’s signals are blunt: merchants want better shipping math, cleaner upsells, and less manual catalog work. A few...
April 10, 2026

Week 15 Shopify App Opportunities: The Unsexy B2B and Ops Gaps Merchants Keep Paying to Fix

This week’s best app ideas aren’t flashy — they’re the boring workflows merchants can’t stop asking for.
Read More on the Blog