An "organization" can mean a company, a club, or any other organized group of people.

When you use the word "organization" to talk about a company, it sounds academic. In other words, it sounds like something that you might read in a textbook. Here are some examples:

We've made improvements throughout the organization.

When an organization lacks clear leadership, it's bound to suffer in terms of revenue.