A fashion brand spots a trend on Monday. By the time the garment reaches the shops, four or five months have passed — the trend has moved on, and crores of rupees sit locked in inventory nobody is sure will sell. STCH, a Bengaluru startup, is rebuilding that timeline from the inside out.
Founded in 2025 by former Zetwerk executives Narahari Payala and Aseem Chitkara, STCH is an AI-enabled fabric R&D and manufacturing platform — a contract development and manufacturing organisation (CDMO) for fashion and textile brands. Instead of owning factories, it runs one intelligent system that connects demand sensing, fabric development and manufacturing execution across a network of partner factories in India and Bangladesh.
At the heart of the platform is FabricGPT, the company’s fabric-intelligence engine. It analyses product images and specifications to identify the fabrics global brands use, then recommends materials based on cost, performance, availability and sustainability. Behind it sits a library of fabric “recipes” — a proprietary dataset mapping combinations of fibres, yarns, manufacturing processes and finishing treatments, built together with textile mills and suppliers. The company says it has already developed cotton-based fabrics that replicate the look and feel of polyester, and biodegradable blends designed to match synthetic performance without the environmental cost.
The second layer is Factory OS, which brings the same discipline to the factory floor. Workflow software combined with cameras and IoT devices tracks production, monitors quality and flags bottlenecks across partner facilities before they hit delivery schedules. The company says the system gives brands real-time visibility into where every order stands — and lets factories standardise operations across the whole network, so a small batch gets the same rigour as a large one.
The result, the company says, is a product-development timeline cut from nearly five months to about 45 days. STCH works with 18 brands across India, the UK and Europe — including global fast-fashion major Shein — and says all of them have placed repeat orders. Its order book stands at nearly ’120 crore, its network holds committed capacity of around 1.2 lakh garments a month, and the company says more than 80 fabrics have been developed in its R&D lab, with on-time performance above 95% across the network. In April 2026 it raised $5.5 million in a pre-Series A round led by Omnivore, with Kae Capital and White Venture Capital, to expand its AI capabilities, build out its fabric R&D lab and deepen its mill partnerships.
STCH’s timing is part of the story. As global brands diversify their sourcing beyond China, India is winning more of the world’s apparel work — and the manufacturers who will win it are the ones who can move fastest. STCH’s bet is that the edge lies not in more looms, but in the intelligence wrapped around them: fabrics engineered like products, factories run like software, and a five-month wait compressed into 45 days.
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