Page One Engine is a tool that helps optimize websites for search engines like Google. A video on YouTube demonstrates how Page One Engine analyzes websites to check for issues that may be preventing them from ranking highly in search results. The tool then provides recommendations on fixes and improvements that could help websites reach the first page of search results, also known as "page one."