If you start them now you will have to overwinter them, which is pretty easy to do if you invest in some grow lights. The 400w light from HTG supply is decent and cost around 120. The biggest problem with over wintering is the battle with bugs, you don't know who you'll battle all winter, but they will show up. It may be aphids, thrips, or spider mites, but they will try to destroy your pepper dreams. Luckily they can be controlled, and your ragged plants will make their debut in the spring, put on new growth, making all the trouble worth it. I started a bunch of seeds late last summer, and over wintered them. Most all of them are between 3' - 6' tall and are ready to really produce a lot of pods.
So just as long as you grow them in containers and have space / lighting to overwinter them you will be fine. Hydro is another option, but comes with a whole new learning curve. I just stick to containers and over wintering, it is much easier.