Research guide / Evidence system

How BuildSift finds pain worth building for.

BuildSift uses a precision-first process to separate repeated developer pain from passing noise. The system is designed to publish fewer conclusions, not more.

Start with observed friction

Collection begins with real discussions and repository activity. Signals are normalized into problem statements, while spam, vague sentiment, duplicates, and maintainer-only noise are filtered out.

Require independent support

A cluster must show multiple independent users, multiple independent discussions, and at least one supporting signal such as persistence, workaround activity, purchase intent, blocked workflows, or cross-source evidence before opportunity analysis can begin.

Separate evidence from inference

Source records support what people experienced. Product directions, market interpretation, and Build Gap conclusions are labeled as analysis and remain attached to the evidence used to derive them.

Allow an honest zero

If no cluster clears the qualification and publication gates, BuildSift publishes no opportunity. An empty ledger is a valid result; synthetic inventory is not.

Inspect published evidence ↗