A field kit works because everything has a compartment and the order never changes: you can find any tool in the dark. A consistent series works the same way. The kit card is packed first, in the first compartment — her description in five fixed lines — and every tool taken out of the kit reads it before use.
The five lines, always in order: age, a plain number; hair, colour, length and one habitual style; build, two or three words; face, one or two enduring details; signature, the detail that survives a tight crop. Beneath the card, the day’s field line: outfit, bench, hour, light. The field line changes with every outing. The card does not.
Paste the card word for word at the head of every prompt. Generate at the standard 6 credits and keep the best third. Repairs, swaps and upscales are the kit’s specialised tools — taken out only for frames that judging has already passed, and put back in their compartments when done.
Consistency is not luck and it is not talent. It is packing discipline, repeated until it looks like style.