Hannah Parvaz 的代理商 Aperture 将 Luma 作为生产层后,CPA 下降 75%、支出规模扩大 9 倍。Aperture 围绕每个客户的 brief、创意假设与历史投放结果构建了一套生产系统:智能层负责批量与变体产出,创意总监把关质量,效果数据回流驱动每轮迭代学习。Luma 承担规模化生产,让团队专注创意本身。
75% drop in CPA. 9x spend scale.
Those are the numbers Hannah Parvaz and her agency, Aperture, hit after making Luma their production layer. But the real story isn't the output—it's the infrastructure.
Aperture built an OS around a living record of every brief, hypothesis, and campaign result for every client. Think of it as a new production system:
The Intelligence Layer: Handles the heavy lifting of volume and variation, powered by a living record of past briefs, creative hypotheses, and previous work.
The Human Gate: Expert creative directors guide new hypotheses and provide the critical pass on quality and craft.
The Loop: Performance data feeds right back in, so every iteration learns from what actually worked.
Workflows compound campaign over campaign, and Luma handles the scale so Aperture can focus entirely on their craft. The real question for agencies isn't which model to use—it's what production system is being building around them.
来源:@LumaLabsAI · x.com