Stop guessing what to build
The discovery pipeline continuously scans the internet, finds underserved app opportunities, and scores every idea so you know exactly what's worth building.
| Productivity | Health | Finance | Social | Education | |
|---|---|---|---|---|---|
| HN | 85 | 45 | 62 | 30 | 72 |
92 | 78 | 55 | 88 | 40 | |
| Reviews | 40 | 85 | 90 | 35 | 65 |
| PH | 70 | 30 | 42 | 60 | 55 |
| GitHub | 65 | 25 | 35 | 45 | 80 |
| Trends | 50 | 70 | 85 | 40 | 38 |
18 signal sources. ~1,330 signals per cycle.
Fresh data continuously from app stores, forums, review sites, social platforms, and developer communities.
Hacker News
~120/cycleAsk HN posts and comments about apps people wish existed
Targeted searches for unmet-need language across subreddits
App Store
~60/cycleTop apps by category for competitor discovery and market sizing
Gap Analysis
~120/cycleHigh-download apps with mediocre ratings — incumbents with unhappy users
Product Hunt
~60/cycleRecent launches to validate demand and spot low-traction products to outdo
GitHub Issues
~60/cycleFeature requests with 5+ reactions — validated demand from real users
Low-Star Reviews
~80/cycle1-2 star reviews from popular apps revealing specific user frustrations
Indie Hackers
~40/cycleBuilder community discussions about pain points and app ideas
Google Trends
~40/cycleRising search terms in app categories signaling growing demand
G2 / Capterra
~60/cycleB2B tools with low ratings where users already pay — proven willingness to pay
Twitter / X
~60/cycleMainstream consumers and professionals expressing unmet needs publicly
Crunchbase
~40/cycleRecently funded verticals with immature products — validated markets, beatable execution
Stack Overflow
~60/cycleUsers asking about workarounds and missing tools — validated demand for apps that don't exist
GitHub Trending
~60/cycleRising repos gaining stars but lacking polished mobile apps
YC Launches
~60/cycleYC-backed startups with weak mobile presence — investor-validated markets
Alternatives
~60/cycle"Looking for alternative to X" demand — users with proven willingness to pay and switch
Trustpilot
~40/cycleConsumer services with low ratings — users unhappy with paid products, ready to switch
Capterra
~60/cycleB2B software reviews via Apify — poorly-rated paid tools revealing proven willingness to pay
Two-pass automated extraction
Raw signals are messy. Two automated passes pull them apart.
Problem identification
The first pass reads each signal and identifies the core problems people are complaining about or wishing for. It strips away noise, sarcasm, and tangents.
Solution generation
The second pass takes each identified problem and generates 2-3 concrete app ideas that could solve it. Different angles, different audiences, different business models.
Evidence clustering across cycles
One mention is noise. Same pain point across four weeks? That's a signal.
100-point scoring rubric
Five categories. Fully transparent. See why any idea ranked where it did.
Are real people asking for this? How often? How urgently?
Can this make money? Subscription, one-time, freemium, ads?
How crowded is the space? Is there room for a better product?
Can a solo developer or small team actually build this?
Can one person run this as a business? Support, ops, growth.
Every idea, scored and ranked
Browse your pipeline of validated ideas with scores, categories, stages, and revenue estimates. Filter, sort, and pick the best opportunity.
| App Name | Score | Category | Stage | Est. Revenue |
|---|---|---|---|---|
| FocusFlow | 91 | Productivity | Building | $8.2K/mo |
| MealMind | 84 | Health & Fitness | Defined | $4.1K/mo |
| ParkSpot | 78 | Lifestyle | Scored | $2.8K/mo |
| BudgetBetter | 72 | Finance | Discovered | $15.3K/mo |
| PlotTwist | 63 | Education | Discovered | $890/mo |
The discovery pipeline
See what the pipeline has found
Browse scored ideas for free. No signup required to look around.