Word meaning “based on outward appearance”

"outwardly" or "On the outside" might fit in here. In the sentence you provide an adverb/adverbial phrase would be more fitting than an adjective.

Definition of outwardly

1a : on the outside : EXTERNALLY

1b : toward the outside

2 : in outward state, behavior, or appearance

was outwardly friendly