← Back to work

AI Automation

Demand Miner

Find your next app idea in one-star reviews and forum complaints, not trend lists.

Status
Live
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