StitchDesk is an AI-powered operating system for upholstery shops that automates fabric yardage calculations, AI-guided pattern alignment, inventory tracking, project pipeline management, smart scheduling, invoicing, and shop analytics; it uses machine learning to estimate fabric needs (considering pattern repeat, cushion count, and furniture type), suggest optimal job order, and ensure visual consistency, helping shops cut waste, speed turnaround, and improve accuracy and profitability.