What are the words to express the company in English and how to express them?

Company company

Form a company

These nouns can all mean "company".

Company: refers to companies and businesses that produce or sell products, and also refers to companies engaged in service projects.

Corporation: refers to a large company owned by one person or jointly operated by more than one person, and also refers to a company with branches in other regions or countries.