Search frustration signals
Start with a topic, audience, or workflow. Muserift searches across Reddit and Hacker News for posts and comments where people describe recurring friction.
How it works
A pipeline for finding real friction.
Muserift turns scattered complaints into structured problem spaces with evidence you can inspect before you build.
The workflow
Cluster the noise
An LLM groups related complaints into clear pain points, separating repeated evidence from one-off anecdotes.
Score each cluster
Each cluster includes evidence, signal metrics, lifecycle stage, and existing-tool mentions so the problem can be judged in context.
Watch terms over time
Save a search and track how the conversation changes, which frustrations keep recurring, and where new language starts to emerge.