The $800 usually mentioned is actually the yearly minimum tax for an LLC in CA.
From the LLC-1 form:
"Filing Form LLC-1 will obligate most LLCs to pay an annual minimum $800 tax to the California Franchise Tax Board. For more information about taxes, go to https://www.ftb.ca.gov."