We Build Apps from AI-Discovered Insights

AppScout Labs validates our platform's AI insights by turning them into real, profitable Shopify apps. Every app we build proves our ability to identify genuine market opportunities.

Explore Our Apps How It Works

Our Apps

Each app represents a validated opportunity discovered by AppScout's AI.

Launching Jan 2026

MatrixFit Recommender

Intelligent size recommendation tool for Shopify apparel merchants. Reduce returns by 30% with AI-powered size recommendations.

Confidence Score 87%

Beta Merchants 5

Target MRR $5k

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Our Process

AI Discovery

AppScout analyzes thousands of merchant conversations to identify high-confidence opportunities.

Human Validation

We interview real merchants to confirm demand, pricing, and feature requirements.

Rapid Build

Our team delivers MVPs in 6-8 weeks, focusing on core value proposition.

Transparent Growth

We share all metrics publicly, documenting the journey from insight to revenue.

Development Diary

Follow along as we build in public.

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Discover Your Next App Opportunity

AppScout's AI analyzes thousands of merchant conversations to uncover validated opportunities like the ones we build.

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