FEATURES · DISCOVERY
Stop guessing what to build
The discovery pipeline scans the public web, finds underserved app opportunities, and scores every idea so you know what is worth building.
Idea Score
Meal Planner for Allergies
87Idea Score
Meal Planner for Allergies
87HOW IT WORKS
Signal sources across the public web
Fresh data from app stores, developer communities, review feeds and search demand. Two automated passes pull each raw signal apart: pass one identifies the core problems people are complaining about or wishing for; pass two generates two to three concrete app ideas that could solve each problem. Where the same pain point keeps coming back across cycles, it is clustered and carries that weight into the score.
public sources · two-pass extraction · evidence clustering
Listen
Pull fresh signals from everywhere people complain: app stores, forums, review sites, social, and dev communities.
Extract
Pass one strips noise and identifies the core problems people are complaining about or asking for.
Generate
Pass two turns each problem into two to three concrete app ideas with different angles, audiences, and business models.
Cluster
Pain points seen more than once are grouped across cycles, and an idea carries the count of what backs it.
SIGNAL RADAR · EXAMPLE
100-POINT SCORING RUBRIC
Four categories, one number, and the reasoning behind every part of it.
| Item | Description | What it answers |
|---|---|---|
| Market opportunity | Market size, growth, real demand signals, and willingness to pay. Is the market real and growing? | Is it wanted |
| Competitive landscape | How crowded the space is, how strong incumbents are, and whether there is a gap users keep complaining about. | Is it taken |
| Buildability | Can a solo founder or small team realistically ship and run this, given technical and platform complexity? | Can you ship it |
| Monetization | Is there a proven way to charge: subscription, one-time, or in-app, with healthy revenue per user? | Will it pay |
Bonuses and penalties adjust the four core dimensions, and the score is capped at 100. Every input is an estimate from a model reading the signals, not a measured revenue figure or a surveyed price.
A REAL SCORE, BROKEN DOWN
The rubric, applied to a real idea
Every idea carries its scorecard: the headline number and what it earned in each category, so you can see where a score came from rather than take it on trust.
SEE WHAT THE PIPELINE HAS FOUND