AI custom-clothing platform
An AI-native custom-clothing experience: pick or generate an image and the platform produces the flat-lay, title, and pricing automatically; or talk it out in the 'imagine' chat, pass reference images or try it on yourself, then have the garment custom-made.
Most of this was building the pipeline behind "give me an image, get a real product." From a single image the platform generates the flat-lay, writes the title and description, and prices it, then anchors that price so it holds. I built the whole path from raw image to a listable, buyable product.
Pricing was the subtle hard part. LLMs alone used to set it, so the same tee could come out $19 one day and $30 the next. I made pricing deterministic and defensible: a model-backed pricing layer that gives a stable, explainable number instead of a coin flip, with price anchoring around it.
The other half is 'imagine', the conversational side, and one of the biggest highlights for me. Instead of filling a form, people talk about what they want; the system asks questions back and forth, takes reference images or lets them try the result on themselves, and hands back a product they can then have custom-made. There's also a simpler print-your-own-photo path on top. To keep all of this honest I built evals for the image chats and imagine flows, comparing against reference sets so quality didn't silently drift.