Writers Proverb: Does Non-Fiction Rules Influence Our Story?

Non-fictional writing should be about the actual event and documented conclusions. Does non-fictional writing entitle you as a writer to insert your narrative and draw a different conclusion? Do we not save this writing experience for historical fiction or maybe, “inspired by actual events?”