Case study: agency cuts turnaround by 70% with ensembles

Aug 2025

The team moved from sequential single‑model trials to simultaneous generation across providers. Stakeholders reviewed side‑by‑side results and approved a direction in minutes, often during the first call.

Designers store prompt presets per client with small variations for campaign types (catalog, hero, social). Account managers no longer worry about style drift because anchors keep looks consistent between shoots.

Turnaround shrank by 70% and revision rounds dropped dramatically. The agency used the saved time to deliver extra variants and motion teasers, which improved client retention and upsell.