Keep your factories. Take the platform.
Refabric is an all-in-one AI fashion tool that helps brands, retailers, and manufacturers design garments, generate automated tech packs, and produce AI product photography. CALA bundles design with its own manufacturing network, which means its numbers come from its suppliers rather than yours. Refabric is supplier agnostic: agentic workflows carry your brief and your commercial targets between stages, BOM rows stay editable for supplier-specific sourcing, and costing runs against marketplace fabric prices adjusted for the geography you actually manufacture in.
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Side by side
Refabric vs CALA
| Capability | Refabric | CALA |
|---|---|---|
| Scope | Trend analysis, collection development, design and variation, fabric and print, technical specs with pattern blocks and 3D, costing, manufacturability checks, AI models, photoshoots and campaign imagery | Fashion operating system with a bundled supply chain |
| Agentic workflow | Agentic workflows coordinate tasks with human review, carrying the collection brief, material choices and commercial targets between stages, so a fabric change propagates to cost and technical requirements | Task management inside their platform |
| Design Canvas | Moodboards, Brand DNA, brand assets, fabrics and trims attached as references and called into one prompt with “@”, so a single generation draws on all of them | Text or sketch to render |
| Brand DNA | A locked narrative, colour palette and silhouette, fabric and construction tags, so a whole capsule generated from it shares one design language automatically | Not a stated capability |
| Fabric & print | Masked Edit & Variate against an approved fabric reference; Print Tools places repeats at true scale and rotation; Smart Recolor takes an exact hex to a brushed region | Materials sourced through their network |
| Trend data | Explore Trends surfaces runway and social looks filtered by city, season, year, gender and designer, with AI analysis per look and Style Crops isolating construction | Not a stated capability |
| Tech Pack & cost | One approved image to BOM, Placement Guide callouts, pre-graded size chart, pattern blocks carrying panels, seam relationships and measurements, 3D assembly and a Cost Sheet | Production information and pricing oriented to their supplier network |
| Production Intelligence | Flags manufacturability issues on the spec, suggests fabric alternatives on performance grounds, and benchmarks the garment against category standards | Production guidance oriented to their own supplier network |
| AI models & PDP | Bulk AI photoshoots at catalogue scale, face and texture held across every pose, output at platform-exact dimensions | Product visuals; limited campaign control |
| Access | Public pricing, free trial, enterprise tier | Platform sign-up, sales-assisted for production |
| Best for | Freelance designers through to enterprise groups: studios, agencies, creative and production offices, brands, retailers and manufacturers | Brands starting with no supply chain at all. Note: now operating as Mercer Design Studio, positioning under review |
Highlighted rows are the eight capabilities that decide whether a design becomes a product that sells.
Why the output is better
The brief travels with the work
Agentic workflows coordinate tasks across the platform with human review at each stage, carrying the collection brief, the material choices and the commercial targets forward instead of leaving them in somebody's inbox. Because product context is shared, a team can see how a fabric or construction change moves cost and technical requirements at the same time, in the same place. That is what removes repeated handoffs and avoidable revisions. Designers, merchandisers, buyers, patternmakers, production teams and marketers work in one workspace rather than six, and the agents coordinate between them rather than replacing anyone's judgement.
Coordination that works across your own suppliers rather than inside someone else's network.
Design intent carried into construction
One approved design image becomes a complete technical package in minutes. The Bill of Materials auto-populates with fabrics, trims, closures and hardware itemised by type and placement, editable in place for supplier-specific sourcing. Placement Guide pins construction onto front, back and side artwork as callouts. The size chart arrives pre-graded. Pattern blocks represent garment panels, seam relationships and measurements as structured construction information, so designers and patternmakers can review construction, ease and likely fabric consumption against material requirements before anything is cut. A Cost Sheet gives CMT plus material from real marketplace fabric prices adjusted for manufacturing geography. Digital checks support the process; physical fit and production readiness still require expert assessment and sample validation.
BOM rows editable for supplier-specific materials and sourcing detail, costed for your manufacturing geography. Your vendor list stays an asset instead of a switching cost.
The platform reads the spec back
Once the pack exists, a Production Intelligence layer reads it. It flags manufacturability issues before the spec leaves the building, suggests fabric alternatives on performance grounds rather than on price alone, and benchmarks the garment against category standards so an outlier is visible while it is still cheap to change. This is the difference between software that records a decision and software that has an opinion about it. A construction that will cause trouble on the line gets caught at the desk, not at the first proto, and the designer finds out while the design is still open.
Manufacturability flags and fabric alternatives judged on performance, not routed through one network's stock list.
One profile, and the capsule holds together
Brand DNA runs a deep analysis of your own visual assets: fabric type, weight, drape and texture; colour palettes, tones and the relationships between them; silhouette, construction and proportions; and detail-level specifics down to trims, stitching patterns, closures and embellishments. Every design generated against a selected Brand DNA draws from the same locked narrative, palette and construction tags, so a whole product family shares one design language automatically rather than by review. Component recommendations stay scoped to libraries you have already approved.
Analysing your archive into a reusable profile is a design platform's job. CALA's centre of gravity is the supply chain, and it shows here.
Every reference you have, in one prompt
Attach a runway look from Moodboards, your Brand DNA, a fabric reference and an approved trim to the canvas, then call each one into the prompt with “@”. The generation merges only the pieces you named, so trend direction, brand identity and real materials arrive in the same instruction instead of across three separate rounds. Sketch to Design accepts a flat technical drawing as the structural base and keeps the original construction while the prompt supplies what the sketch cannot show. Nothing is re-typed, and the thread that produced a concept stays attached to it.
Brand DNA, fabrics, trims and trend looks callable in one prompt. Depth on the creative half, where a supply chain platform is spread thin.
Change one component. Leave everything else alone.
Fabrics are trained on composition and performance data, so the prototype shows the texture, drape, fit and movement that blend actually produces, and a library of thousands ships with every package. Edit & Variate masks a single component with a brush, a magic wand or a text description, attaches the approved fabric, and leaves every other approved detail untouched. Print Tools places repeats, engineered prints, logos and placement graphics at true scale and position, with Make Seamless turning any pattern into a tileable repeat. Smart Recolor takes an exact hex or palette colour to a brushed region without touching the design, so a colourway stays a colourway rather than becoming a new design.
Trained fabrics with a library of thousands means judging a material before committing to a supplier who stocks it.
Catalogue imagery at scale, with one face
Bulk AI photoshoots generate catalogue and campaign imagery at the volume a collection launch actually needs. Ghost and flat lay shooting produces a matched view set from one garment reference; Product to On-Model applies a chosen model, avatar or mannequin with front, back, side and three-quarter templates, carrying the garment's fit, proportions and details over from the source. Lighting holds while only pose and camera angle change, face consistency maintains identity across the whole product page, stitch patterns and print quality survive every angle, and output lands at the exact dimensions the platform requires. The virtual models are yours to create and reuse.
Bulk catalogue imagery with a consistent face at platform-exact dimensions, from the same design.
Live signals, not a training set
Explore Trends surfaces relevant looks from runway shows and social media, filterable by city, season, year, gender and designer, and breaks each look down into an AI-generated attribute analysis. Style Crops isolate a specific construction out of a look so it can be carried into a design as a reference. The data is ingested continuously, which means a design can be generated against what is happening in fashion now rather than against whatever a model absorbed eighteen months ago. No general image model can do this, because it is a data operation rather than a model feature.
Live runway and social ingestion with per-look analysis.
Sustainability & traceability
Supplier relationships you have spent years building are themselves a sustainability asset: known factories, known practices, known audit history.
Count the journeys a sample takes before it appears on a website: factory to brand, brand to fit session, back for correction, then to a studio with a model, a photographer and a day. Much of that exists to produce images rather than to produce a garment. Bulk AI photoshoots remove the logistics stacked around it, and catching a manufacturability problem at the desk means fewer styles reach the sample stage twice. Because the imagery exists before the garment does, a collection can also be presented and sold earlier, which is where production quantities stop being a forecast. On traceability, everything a digital product passport is expected to ask for already lives inside a tech pack: composition, components and their placement, suppliers, measurements. Refabric holds it as editable structured fields exportable to Excel rather than trapped in a PDF designed for printing. The textiles delegated act is indicatively scheduled for 2027 with a transition period following. If your BOM is structured and versioned, a product passport is an export with a mapping layer; if it is a PDF, it is a project with a budget and a consultant.
FAQ
Frequently asked questions
What is the best CALA alternative?
Refabric, for any brand, retailer or manufacturer that already has suppliers and wants the design and technical stack rather than a bundled network.
Does Refabric connect me to factories?
No, deliberately. Refabric produces the pack and the demand signal; you keep control of who makes it.
How is cost calculated if you don't own the factories?
From real fabric prices pulled from marketplace data, adjusted by manufacturing geography, as a CMT plus material breakdown.
From trend signal to production ready, in one platform.
Design Smarter · Market Faster