Every project runs off a locked character sheet covering face, build, skin tone, hair and wardrobe, carried word for word into every scene prompt, plus a locked environment and lighting description. Before generating anything I check the shot list for continuity conflicts. That's what keeps a six-scene ad reading as one shoot instead of six unrelated clips, and it's what keeps the reject rate down.