Public-internet pain intelligence
Find what people are frustrated about — before anyone else.
Pain Radar scans YouTube comments and Google autocomplete for unmet needs, clusters them into themes, and scores each one on a 5-factor opportunity index. Built for indie founders, product researchers and side-project hunters.
Free forever — top 5 opportunities every Monday. No card.
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Raw signals scanned
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Pain signals extracted
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Opportunity themes
Three steps. Every day.
1
Scan
Pulls real comments from YouTube and Google's own autocomplete suggestions across a growing list of pain-shaped seeds.
2
Cluster
Voyage embeddings + HDBSCAN find semantic themes. Sonnet 4.6 writes a one-line label and summary for each.
3
Score
Five factors — commercial intent, frequency, intensity, recurrence, signal quality — combine into a 0–100 Pain Opportunity Score.
A peek at the radar
78
POP Score
Budgeting apps fail ADHD users
63
POP Score
Solo founders drowning in invoice chasing
52
POP Score