Speed vs. Fidelity: The Unit Economics of Scaling Generative Media

For most content teams, the bottleneck in generative AI isn't the technology's capability; it's the math of production. In the early stages of the "AI boom," the novelty of a single high-quality image was enough to justify long wait times and high compute costs. However, as workflows move from experimental side-projects to repeatable asset pipelines, the focus has shifted toward unit economics. When you are generating ten images for a blog post, cost and speed are negligible. When you are generating ten thousand variants for a performance marketing campaign, every second of latency and every…