The life cycle depends on the plant. Most plants vary around 2 to 3 months in lifespan, while some others such as blooming plants or chili peppers can last you up to 6 months. Of course, this can vary in the quality of care and light they receive.
Most of your plants should sprout within the 1 to 2-week time frame, while fruiting plants can take up to 3 weeks.