AI Fit Guidance & Made to Order Automation Platform

Conscious Clothing needed a way to help shoppers buy handmade, plant based garments with confidence, when most pieces are cut and sewn only after the order is placed. We built and optimized a platform that brings an AI fit assistant, a fabric guide and production tracking together under one seamless experience.

The result is a system that gets shoppers from “will this fit me?” to “my piece is being sewn” without a single email to the studio. By recommending sizes across XXS to 6X based on measurements and preferred fit, and comparing organic cotton, hemp and linen side by side, we helped Conscious Clothing remove the doubt from made to order shopping. Automated updates follow each garment from cutting to sewing to carbon neutral shipping.

The outcome: confident purchases, fewer support emails, and a scalable digital experience that grows with Conscious Clothing’s West Michigan studio.

Business & Technical Objectives

Give shoppers confident size and fabric guidance before purchase

Reduce repetitive fit and fabric questions to the team

Keep made to order customers updated automatically

Clearly separate ready to ship and made to order items

Compare organic cotton, hemp and linen in a simple guide

Tell the sustainability story at every step of the journey

Support wholesale inquiries with a dedicated path

Lay the groundwork for fit data that improves future patterns

Our Proven Approach To Delivering Fashion Ecommerce Solutions

Fit guidance, ordering and production workflows were connected into a single shopper journey, from first question to delivered garment. By pairing AI sizing with transparent production updates, Conscious Clothing sells made to order pieces with the confidence of ready to wear. The platform is built to scale as new collections and wholesale partners come online.