Do any weight loss pills really work? 1. Alli (orlistat). It is important to research carefully before choosing a weight loss pill, as some may have side 2. Caffeine. Caffeine is a stimulant found in coffee, tea, soft drinks, and chocolate. It is also often added to diet 3. Glucomannan.