IdeaLens · Pain-Point Discovery
Make real needs stand out from noise
We aggregate conversations from Reddit, Hacker News, X, Xiaohongshu, Zhihu, and Douyin. With semantic clustering and severity scoring, IdeaLens builds a searchable, filterable, and saveable pain‑point library to validate directions faster.
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Our mission
Ground product decisions in real user problems—not guesses or bias.
Who it's for
FoundersProduct managersIndie developersGrowth & opsResearch & insights
How it works
Multi-source capture
Collect discussions, complaints, and workarounds from global and Chinese communities.
Structured labeling
Extract scenarios, personas, and keywords into a unified view.
Severity scoring
Prioritize pain points using engagement and content signals.
Search & save
Search, filter, and favorite insights to build a reusable demand library.