A trend report your competitors are also reading.
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. WGSN, Fashion Snoops and Heuritech are good at what they do. They are also a subscription, which means the seasonal direction you are buying is the direction every other subscriber is buying. And at the end you still hold a report that somebody has to translate into a garment. Refabric analyses runway and social, filters it your way, and generates against your Brand DNA in the same place.
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Side by side
Refabric vs WGSN, Fashion Snoops and the trend services
| Capability | Refabric | WGSN, Fashion Snoops and the trend services |
|---|---|---|
| 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 | Analyst-led or AI-led trend intelligence, delivered as reports and dashboards |
| 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 | T-Fashion runs an agent that researches seasons and builds cited briefs. WGSN offers generative search across your subscription. The others, no |
| 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 | Not a capability. The output is read, not generated from |
| 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 capability. The forecast is the same for every subscriber |
| 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 | Material and colour direction as editorial guidance |
| 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 | Deep. WGSN forecasts three months to ten years across six industries; Heuritech reads roughly three million social images a day for two thousand attributes |
| 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 | Not a capability, except T-Fashion which reviews line plans and tech packs |
| Production Intelligence | Flags manufacturability issues on the spec, suggests fabric alternatives on performance grounds, and benchmarks the garment against category standards | Not a capability. T-Fashion reviews line plans and tech packs, which is the closest in the group |
| AI models & PDP | Bulk AI photoshoots at catalogue scale, face and texture held across every pose, output at platform-exact dimensions | Not a capability |
| Access | Public pricing, free trial, enterprise tier | WGSN roughly 25,000 dollars a year, Fashion Snoops modular, Heuritech enterprise, T-Fashion 999 dollars a month |
| Best for | Freelance designers through to enterprise groups: studios, agencies, creative and production offices, brands, retailers and manufacturers | Long-range macro direction and consumer behaviour research |
Highlighted rows are the eight capabilities that decide whether a design becomes a product that sells.
Why the output is better
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.
This is the honest part. WGSN forecasts further out than Refabric does and Heuritech quantifies consumer adoption at a scale Refabric does not attempt. What neither does is let you filter a runway look by city and designer, isolate the construction you want, and carry it into a design as a reference.
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.
A published forecast is identical for all six thousand subscribers. Brand DNA is the step that makes a trend yours: the same signal, resolved through your silhouettes, your proportions, your trims and your closures.
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.
A report has to be read, interpreted and briefed. A Style Crop is attached to the canvas and called into the prompt alongside your archive and your fabric. The distance between the signal and the first design is one step rather than one fortnight.
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.
A forecast tells you what to make. It has nothing to say about whether the thing you designed in response can actually be built.
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.
Trend services end at direction. Refabric carries the same decision through to a BOM, pattern blocks and a cost sheet.
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.
The collection you forecast still needs photographing. Here that happens from the design, before a sample exists.
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.
T-Fashion is the closest of this group and runs an agent that builds cited briefs. Refabric carries the brief into construction and cost rather than stopping at the research.
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.
Editorial material direction tells you linen is coming. Composition and performance data tells you how this specific linen will hang on this specific silhouette.
Sustainability & traceability
Forecasting exists to stop you making the wrong thing. It only works if the signal survives the journey into the design.
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
Is Refabric a WGSN replacement?
Not for long-range macro forecasting or consumer behaviour research across six industries. Refabric reads runway and social for apparel and turns what it finds into designs. Several customers run both, and spend less on the subscription once the research stops being the bottleneck.
What is the best WGSN alternative?
It depends what the subscription is for. For long-range direction at lower cost, Stylus or Fashion Snoops. For consumer adoption data, Heuritech. For turning a trend signal into a buildable design, Refabric.
Does everyone see the same trends in Refabric?
The data is shared, the filtering and the output are not. You choose the cities, seasons and designers, and Brand DNA resolves what comes back through your own construction vocabulary.
How far ahead does Refabric forecast?
Refabric is not a forecasting house. It reads what is happening now across runway and social and makes it actionable immediately. If your decisions run two years out, a forecasting subscription still earns its place.
From trend signal to production ready, in one platform.
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