Tool Exposes Which Short-Video Clipping Campaigns Actually Pay Out

A developer has built a scraper tool that analyzes all active campaigns on Whop Content Rewards, a platform paying creators per 1,000 views on short-form video clips. The tool reveals that 21% of the platform's roughly 456 live campaigns have never paid out a single cent, despite displaying large listed budgets. By calculating daily spend rate, estimated days of budget remaining, and average payout per creator, the tool assigns each campaign an opportunity score to help clippers prioritize their work. The developer notes that high headline budgets are misleading without payout velocity data, citing two campaigns both showing around $30,000 in budget but with vastly different daily burn rates of $255 versus $19. The scraper runs via Apify and is designed to be scheduled once daily, returning ranked results to guide creators toward campaigns that demonstrably pay.