A decision aid for makers
Put your options side by side. We rank them against each other — blind, order-swapped, every pair judged twice. Relative judgment, not a sales forecast. You keep the call.
Private by design — your files live only in your workspace.
Trust the ranking, not a compliment. Every pairing is judged twice in reversed order by a panel built to disagree with itself — so the call survives scrutiny, not flattery.
Built by an operating fashion & accessories house — 5 years selling direct, 380,000 repeat customers. Rankings are directional, not predictions of sales. We publish our accuracy as it improves.
Where it fits
By the time you’re choosing, the sketching is done and the money is spent. AtelierBench is the step that decides which one you commit to — before it’s too late to change your mind.
Sketches, renders, samples, line sheets. More than you can commit to.
Ranked head to head. Cut the field down to one.
Real spend lands on the one that survived.
You find out for real. Next round starts here.
Bring whatever you make in — images, sketches, renders, photos, line drawings. No file format to learn, no CAD required.
Why not just ask ChatGPT?
“Is this design good?”
“Absolutely — it’s stunning! Elegant, on-trend, your customers will love it. A definite winner! ✨”
Flattery, every time. Alone, one design gets praised into a false positive.
A ranking, not a compliment. We compare every pair twice, in swapped order, so a design has to earn its place under scrutiny — not just win one lucky first impression.
Clear about what we are
Brilliant at options. They widen your funnel but don’t tell you which of your own four to cut. We start where you already made.
We rank, we don’t render.
Cheap, fast, and good at “which thumbnail wins.” But opinions are stated, not revealed — and nobody volunteers that your weakest option is the problem.
Forced disagreement beats a popular opinion.
Weeks of recruiting, five-figure studies, and a room of people who told the designer her last three collections were “wonderful.”
An hour, blind, and nobody knows your name.
Ask five LLMs the same question, get five versions of “stunning.” Optimism bias is built in. Also: your unreleased work leaves the workspace.
A ranking, blind, in a private workspace.
Why AtelierBench
Not features for the sake of features. Six reasons a maker reaches for this instead of a blank chat window.
Uploads live only in your private workspace. Never shared, never trained on, never shown to another designer. The fear of being copied ends here.
Our rubric is written by people who have priced, produced and re-ordered real product — from an operating fashion & accessories house with 380,000 repeat customers. We score what sells, not what’s pretty.
We compare your options pairwise, in swapped order, across multiple buyer segments. An option only wins if it holds up when the order flips.
Appeal, wearability, makeability, retail presence, shareability — scored for commercial product, not generic “design.”
Small batches. One wrong pick costs material, money, a season. We help you commit to the right one first.
A ranked, exportable PDF across all five dimensions. No lock-in, no subscription trap — you keep the call.
Built to be posted
You already post your work. A bench test gives you a cleaner story than “which do you like?” — a real ranking, on real work, with a methodology you can name.
How it works
3–5 concepts, plus the basics: material, price, who it’s for.
Every option goes against every other, both ways round, judged by multiple buyer segments. Nothing is asked “is this good?” — only “which one wins?”
A ranked readout across five commercial dimensions — including which option to drop. Export as PDF. You keep the call.
Pricing
Your first ranking is on us. After that, one price per set — no subscription, because you only need an answer when you’re about to commit material, labor and a season.
Free
$79 / one time
$199 / one time
Teams, studios & design schools: hello@atelierbench.com. Refunds any time before a ranking runs.
Made for people who make things
You work in small batches. One wrong pick costs material, money, and a season. AtelierBench is the honest second opinion a friend can’t give you — they’ll just say it’s lovely.
Private by design. Your work stays yours. Uploads live only in your private workspace: never shared, never trained on, never shown to another designer. The fear of being copied ends here.
Get started
We’ll run one cohort on us. See exactly what AtelierBench sees.
Or email hello@atelierbench.com
