Kilnloom · always-on
Kilnloom runs autonomous agents that produce, A/B test, and continuously refine e-commerce imagery for fashion, food, and automotive brands — at near-zero marginal cost, in hours instead of weeks.
The shift
Traditional shoots produce one creative, two weeks later, at premium cost. Kilnloom runs a continuous loop. Catalog in, on-brand variants out, signals read, winners kept, underperformers retired — while your team focuses on the brand, not the logistics of making more photos exist.
How it works
Four stages run continuously. The agents do the production work; your team owns the brand kit and the calls that matter.
Brand kit, product catalog, channel inventory. Style profiles locked at onboarding.
Variants produced per SKU with the right aspect ratios and surface conventions.
Each variant launched against live engagement signals on the channels it fits.
Winners rolled out to PDP, paid, marketplace, and email. Underperformers retired.
Workflows
Fashion, food, and automotive each ship with the integration work the category needs, so on-brand accuracy doesn’t regress to the average.
Ghost mannequin and virtual-model shots at catalog scale.
Flat-lay or fit-sample ingested → on-figure variants generated across sizing, color, and styling. PDP, paid social, and marketplace frames ship together, off-brand drift blocked at the style-profile gate.
Scene generation tuned to the surfaces food actually has.
Translucent glazes, crumb textures, condensation, steam — the integration work general-AI tools skip. Each shot is production-grade and market-ready without a retouch cycle.
Background replacement that holds the lot together.
Replace sky, lot, and showroom backgrounds across an entire trim walk without breaking the dealer’s visual line. Coordinated rollouts, not one-off swaps.
What runs while you sleep
Every SKU is a recurring job. Agents re-run the cycle on a schedule your team sets, fresh variants ship, signals feed the next round. The system doesn’t hand you a campaign — it hands you a conveyor belt you can tune.
| t | stage | note |
|---|---|---|
| 00:14 | SKU ingest | aerie-linen-crop · 6 sizes · 4 colors |
| 00:42 | Profile lock | palette · type · reference imagery |
| 01:08 | Generation | 12 variants across 3 channels |
| 01:55 | A/B launch | paid social · two-frame race |
| 02:31 | Signal read | CTR · thumb-stop · save-rate |
| 02:58 | Promote | winner rolled to PDP + email |
| — | Refresh | agent continues; underperformers retire |
Kilnloom · always-on creative
Tell us your category and the channels you care about. We’ll show you what the loop looks like running on your own SKUs.
Email kilnloom@polsia.appA brand kit and a product catalog. From there, days, not quarters.
PDP, paid, marketplace, email. Every aspect ratio, every channel surface.
Generate, test, promote, retire — running while you aren’t watching.