Live pipeline numbers
Pipeline transparency
These numbers come straight from our pipeline's own metrics table, refreshed weekly. Most of what we read gets rejected - that's the point. What survives is what you see in the database.
4,629
Items read in the last 7 days
1,897
Rejected as noise or duplicates
6
Published this week
~154h
Manual research equivalent (at 2 min/item)
What the funnel means
- Read: public posts, comments, and reviews collected from our sources. Every item is timestamped and linked.
- Rejected: praise, jokes, support questions, duplicates, and complaints with no commercial shape - removed by keyword prefilters, deduplication, and a two-pass classification pipeline.
- Approved: items that cleared score thresholds and the editorial quality gate - 0.2% of everything read this week. Total validated opportunities in the database: 1,267.
- Published: gaps that went live on the site in the last 7 days (6). Same metric as the homepage’s weekly count - approvals can still be deduped, held or masked before publication, so published is the smaller, checkable number.
Last pipeline run: Thu, 22 Oct 2026 11:10:05 GMT