How decisions are made

Editorial policy

Facts are sourced. Editorial judgment is explained. Unknowns are labeled instead of filled with guesses.

Inclusion

A tool must solve a clear task, have an official product source and add a distinct option to a creator workflow. Submission does not guarantee inclusion.

Research labels

Rankings

Editor's Picks use task relevance, access clarity, workflow usefulness and source quality. New lists use addition date. Future popularity lists will use aggregated AI RankLab clicks and will be labeled as site-specific. Commercial relationships never buy rank.

Updates

High-interest profiles are reviewed more frequently. Every tool page shows its last review date. Material errors are corrected with a note when appropriate.