Before the interview she ____ almost nothing about the company's new battery factory.

Explication

"Before the interview" places the state in past time, so the sentence needs the past simple, which this verb spells with -ew. The participle "known" needs an auxiliary such as have or be to work as a verb here, and the base form "know" would describe her present state instead of what she did not understand back then.