INSIGHTS

Notes from production

What we learn running AI imagery pipelines at catalog scale — written for the brands and studios doing the volume.

2026-07-06 · 4 min read · For Brands

Why fashion brands are moving from model day-rates to brand-owned AI characters

Usage rights expire. Faces get double-booked. A brand-owned synthetic character ends both problems — and it's already selling garments on national product pages.

Read insight

2026-07-06 · 5 min read · For Studios

"They will zoom and check": what enterprise brand QC taught us about AI imagery

National brands approved our AI imagery for their live product pages — after inspecting skin texture, eye direction, hair consistency, and film grain. Here's what that gauntlet looks like.

Read insight

2026-07-06 · 5 min read · Operations

8,000 images a month: the unit economics of an on-prem AI pipeline

Cloud-only AI pipelines bill you per image, forever. Here's why our production deployments run on the studio's own GPUs — and what that did to per-image time and cost.

Read insight