An Innovative, ML-driven SaaS platform improving the efficiency of commercial branding processes by 10%

Involution Limited（Involution）是一家总部位于英国的品牌商品中小企业，其核心项目团队包括Nathan Cookson（运营总监），Marcus Wiseman（首席程序员），Janek Barski（程序员），Andrew Buxton（程序员）。Involution正在解决其基于ML的平台的重大未满足需求，旨在加快产品的品牌化。目前，在品牌促销和服装市场中，加工过程是劳动密集型的。精益生产方法、工艺准备、装饰方法选择、机器规划、输出跟踪和库存采购都是手工耗时的过程。通过改进的机器学习技术，为每个产品选择最佳装饰方法，为生产建立打印就绪文件，从供应商处提取/计算库存并自动建立工作计划，Involution将显著减少每个作业所花费的时间，为客户节省时间/金钱。

Involution Limited (Involution) is a UK-based branding merchandise SME, with a core project-team of Nathan Cookson (Operations director), Marcus Wiseman (lead programmer), Janek Barski (programmer), Andrew Buxton (programmer).Involution is solving a significant unmet need with its ML-based platform designed to expedite the branding of products. Currently, within the branded promotional and clothing market, processes are labour intensive. Lean production methods, artwork preparation, decoration method choice, machine planning, output tracking and stock sourcing are manual, time-consuming processes.With improved ML technology to select best decoration methods for each product, build print-ready files for production, draw/calculate stock from suppliers and auto-build work schedules, Involution will significantly reduce time spent per job, saving customers time/money.