AI Automation
Demand Miner
Finds app ideas in one-star reviews and forum complaints, not in trend lists.
- Status
- Beta
- Year
- 2026
- Discipline
- AI Automation
Overview
Demand mining across community threads and low-rating App Store reviews, clustered into pain statements. A deliberate change from feature-first to pain-first prompting made the reports usable.
What matters
- Mines forums and 1–2★ reviews for unmet demand
- Pain-first clustering instead of feature lists
- Outputs a comparable report per niche