- Editor opens immediately with placeholder data - AI analyzes label in background while user can already edit - Blue 'KI analysiert...' banner shows when AI is still working - User edits preserved when AI results arrive (dirty field tracking) - Model/provider shown in admin perf overlay - Renamed 'CLOUD' to 'AI' in perf display