Panwhopticon aggregates publicly available data about Whop communities through an automated pipeline. Here's a high-level overview of how we collect, process, and present this information.
All data displayed on Panwhopticon comes from publicly accessible sources:
We do not access any private or restricted data. Everything we display is information that community owners have made publicly available.
Raw data goes through multiple stages of processing:
We periodically fetch public data from community pages and aggregate it into our database. This includes membership counts, pricing, reviews, and activity metrics.
Raw data is cleaned and standardized. We normalize pricing across different currencies, categorize communities by industry type, and structure reviews for consistent display.
We calculate derived metrics including weekly trends, growth rates, and composite rankings. These metrics help compare communities across consistent criteria.
Processed data is formatted for display with charts, rankings, and comparison tools. We update the site daily to reflect the latest available information.
Community rankings are calculated using multiple factors:
Rankings are objective calculations, not editorial opinions. We do not accept payment for favorable rankings.
Data is refreshed on a daily basis. Some metrics (like weekly trends) aggregate data over longer periods. The "last updated" timestamp in the footer indicates when data was most recently processed.
While we strive for accuracy, our data has inherent limitations:
For more about how we operate, see our about page and affiliate disclosure.