B/SBuildSiftPreview / Live data
Evidence intelligence desk

Research guide / Source boundaries

Where BuildSift evidence comes from.

V1 deliberately uses two primary sources. Narrow source boundaries make collection behavior, provenance, and limitations easier to inspect.

01 / GITHUB

Repository-level developer friction

GitHub issues and discussions can expose reproducible failures, blocked workflows, requested alternatives, workarounds, and repeated product limitations. BuildSift retains the original source URL for traceability.

02 / HACKER NEWS

Independent technical discussion

Hacker News discussions can add cross-project context, independent user accounts, and commercial or operational concerns that are not visible inside a single repository.

03 / OUT OF SCOPE

Not collected in V1

Reddit, Product Hunt, X, app stores, and other social or review sources are outside the V1 primary collection scope. BuildSift does not imply coverage it does not have.

A source record is evidence, not a market estimate.

Observed comments, issues, reactions, and discussions are reported as collected facts. They are never silently converted into revenue, market size, or customer-count claims.

Inspect the live signal desk ↗