Can we run an early-phase or single-site study ourselves?

Often yes, and many sponsors do. A single-site or early-phase study can be run in-house with a proportionate set of procedures covering the functions you are performing yourself. The question is not whether you are permitted to, but whether your quality system covers what you have taken on.