Feature / Discovery
Stop guessing. Start knowing.
Goodspeed scans 16 real-time signal sources every week, extracts app ideas using two-pass AI, clusters evidence across cycles, and scores each idea on a transparent 100-point rubric. You see the winners. Skip the losers.
16 signal sources. ~1,050 signals per cycle.
Every week, the discovery pipeline pulls fresh data from across the internet. Not just tech forums. App stores, review sites, startup databases, social platforms, developer communities.
Hacker News
~120 signals
~250 signals
App Store Reviews
~60 signals
Gap Analysis
~120 signals
ProductHunt
~60 signals
GitHub Issues
~60 signals
App Reviews
~80 signals
Indie Hackers
~40 signals
Google Trends
~40 signals
G2 / Capterra
~60 signals
Twitter / X
~60 signals
Crunchbase
~40 signals
Stack Overflow
~40 signals
Dev.to
~30 signals
Discord Servers
~30 signals
Subreddit Trends
~30 signals
Two-pass AI extraction
Raw signals are messy. A Reddit rant might contain three different problems. A single GitHub issue might hint at two separate product opportunities. The pipeline runs two AI passes to 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
A single mention is noise. The same pain point showing up four weeks in a row across Reddit, Hacker News, and app reviews? That is a signal. The pipeline accumulates evidence over time and flags high-conviction clusters.
100-point scoring rubric
Every idea gets scored across five categories. No black box. You see exactly why an idea ranked where it did, and you can disagree.
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.
See what the pipeline found this week
Browse scored ideas for free. No signup required to look around.