Manufacturer workflow
AI furniture visualization workflow for manufacturers
Use an identified furniture SKU and named fabric direction to create reviewable upholstery candidates for range review, proposals, or launch preparation.
Read the page →Role workflows
Choose a furniture visualization workflow for your team
These role pages focus on different decisions: manufacturers review SKU and upholstery variants, textile brands present identified collections on furniture, and retail teams review lifestyle-scene candidates against channel requirements. Each workflow keeps human review and physical evidence boundaries visible.
Use cases
Choose a role-specific workflow with explicit inputs, reviewers, handoff records, and boundaries.
Textile-brand workflow
Furniture visualization workflow for textile brands
Pair identified textile swatches with a fixed furniture source photo to create visual candidates for collection presentation and sales communication.
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Retail and ecommerce workflow
A reviewable lifestyle-scene workflow for furniture retail and ecommerce
Create an interior-scene candidate from an identified product photo, then check product truth and channel requirements before handing it to commerce content.
Read the page →Validate the workflow with one real furniture photo
Start free before considering a batch or enterprise workflow.
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