The biggest difference is that red chili powder is made from ground chilies that have been dried with the seeds still in. Regular chili powder is simply ground chilies with no seeds, just like paprika. 

Chili powder  is the dried, pulverized fruit of one or more varieties of chili pepper, sometimes with the addition of other spices  It is used as a spice to add pungency and flavor to culinary dishes.