Do prep yourself
Amazon's own seller guidance describes packaging, labeling, and inspection requirements per category. Workable if you have low SKU count, simple products, and physical space. Bottleneck risk on scale: once you're past 500–1,000 units/month, your time is worth more than the per-unit prep savings.