Some questions.
Is the content added for this field for a post, on an options page, or something else?
What template are you adding the code the_field('company_name')
to?
Is this inside “The Loop”? since you say you’re a beginner I will explain “The Loop”. the loop usually starts with something that looks like while(have_posts) :
and ends with end while;