A project by Jason Crawford.
When I am exploring alternatives to a product or service, I often go to Google, type "[product] vs ", and just see what it autocompletes. That usually tells me the most popular competitors. If I want to be thorough I'll do the same for the competitors, etc.
This tool just does that automatically for you.