GPT-5.4 suggested custom quality dimensions for creative platforms: discovery reach, actionability/friction, home-fit signal, trust/clarity, and conversion evidence. Key insight: "acceleration is useful upstream signal, not downstream proof" — faster approvals improve learning speed but don't predict home-use conversion without actual save/print/test behaviors.