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Plate layout annotation is a repetitive, error-prone step in qPCR experiment preparation that most researchers handle manually. We show that four well-chosen parameters — block grouping, orientation, style, and replicate placement — are sufficient to automatically generate well annotations for the majority of practical use cases while respecting individual lab preferences and pipetting workflows.