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The blog.
Honest about the rendering.

Cost breakdowns, rendering deep-dives, real-store post-mortems, and the parts of AI product photography that nobody else writes about. New post every other week.

Featured

AI vs photo studio — the real cost breakdown

We priced 100 SKUs through three production paths: a Brooklyn studio shoot, a freelance photographer, and a QuickStyle render. The rendered numbers will surprise you. The studio numbers won't.

Apr 22, 2026 · Adrian Lisko
Engineering Apr 8, 2026

How we render scenes in 2.3 seconds

Six engineering decisions that took our P50 render time from 11.4 seconds at launch to 2.3 seconds today. None of them are about a faster GPU.

engineering performance rendering
Product decisions Mar 19, 2026

Why we don't watermark free outputs

Watermarks tank shareability, train users to perceive your tool as cheap, and push the savvy ones to a competitor in 90 seconds. Three reasons we made the call differently.

product pricing ethics
Post-mortem Mar 4, 2026

847 stores in 30 days — what we learned

We onboarded 847 paying stores in our first 30 days post-launch. The data revealed five patterns that completely rearranged what we thought we knew about who buys this category.

growth research ecommerce
Limitations Feb 12, 2026

Why try-on still misses fabric drape (and what to do about it)

The hardest unsolved problem in virtual try-on isn't pose, fit, or lighting. It's drape — the way fabric falls under gravity. Here's why current models can't render it, and the four workarounds that actually ship.

virtual-try-on engineering research

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Pillar guides

Longer reads, evergreen.

The blog is dispatch from the trenches. Guides are the slower, denser ones — pulled together once and kept current.