About this data

What we measure, what we do not measure, and how sparse evidence is handled across the directory.

This directory combines three layers:

  1. Signals operational data about subreddit structure, posting gates, outcome patterns, and activity.
  2. Parse citation data showing which brands appear in Reddit pages cited across our LLM-observation dataset.
  3. Soar editorial interpretation that explains what the raw data usually means for marketers.

What is measured

  • Posting gates come from curated subreddit requirements and the latest structured rule captures.
  • Rules, flairs, and self-promotion guidance come from Reddit rule pages and recent subreddit metadata captures.
  • Brand leaderboards are based on brands appearing in Reddit pages cited by our LLM-observation dataset over the recent observation window.
  • Timing, content, removal, and activity sections come from sampled subreddit post and outcome data.
  • Top posters are shortlist views of recurring high-performers in the observed window, excluding owned accounts.

What this is not

  • It is not a guarantee that a brand will be welcomed in a subreddit.
  • It is not a promise that a subreddit will accept promotional content.
  • It is not a live moderation feed. The data updates on a scheduled cadence and can lag the current state of a subreddit.

How sparse data is handled

When the evidence is too thin to support a claim, sections do not guess. They either render an explicit insufficient evidence state or stay hidden when the field is genuinely unavailable.

Why some pages disappear

If a subreddit is quarantined, banned, removed upstream, or editorially suppressed, the page is tombstoned and returns an HTTP 410 Gone. We prefer an explicit tombstone over silently serving stale advice.