All Content from Business Insider 09月16日
人工智能助力制造业提升效率与预测能力
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文章探讨了人工智能(AI)在制造业中的广泛应用,特别是在提升生产效率、预测设备故障和需求预测方面。Bausch + Lomb 通过引入 AI 软件 Atlas 成功应对了日抛型隐形眼镜需求激增带来的产能挑战。KPMG 的调查显示,77% 的制造商计划增加 AI 投资。初创公司如 Spot & Tango、Prose 和 FranklinWH 也积极拥抱 AI,以优化生产流程、控制产品质量并降低成本。Spot & Tango 利用 Didero 的 AI 工具自动化了约 60% 的采购订单,Prose 通过自动化和算法优化将洗发水制造成本降低至每瓶 1 美元以下。尽管 AI 带来了显著效益,但公司在实施过程中也保持审慎,以应对潜在的技术挑战和员工接受度问题。

💡 **AI 赋能 Bausch + Lomb 应对产能挑战:** 面对日抛型隐形眼镜需求的激增,Bausch + Lomb 引入了 Arena AI 的 Atlas 软件,该软件能够预测机械故障并及时发出警报,从而帮助维护团队提前诊断和修复问题。这使得公司在原有基础上实现了数百万片隐形眼镜的额外生产,有效缓解了产能压力。

📈 **制造商普遍看好 AI 投资前景:** 根据 KPMG 的一项调查,高达 77% 的制造商计划在未来一年内增加对人工智能的投资。这反映了行业对 AI 提升生产力、优化运营和增强竞争力的普遍认可。从大型企业到初创公司,AI 已成为推动制造业发展的重要驱动力。

🚀 **初创公司利用 AI 实现规模化生产与成本控制:** 宠物食品制造商 Spot & Tango 通过引进 Didero 的 AI 供应链管理工具,实现了约 60% 的采购订单自动化,从而在不增加员工数量的情况下扩大了生产规模。美容品牌 Prose 则通过自动化配方混合和瓶装,并应用 200 个算法优化需求预测、产品配方和生产调度,将定制洗发水的生产成本降低至每瓶 1 美元以下。

🛠️ **AI 在生产线上的质量监控与预测性维护:** 家用电池生产商 FranklinWH 在其加州新工厂引入了 AI 视觉检测技术,利用摄像头监控锂铁磷酸电池的生产过程,并及时发现质量问题,这项工作曾由人工完成。AI 模型还能从生产数据中持续学习,预测潜在问题。同时,AI 也被应用于客户服务请求的处理,显示了其在生产和支持环节的多功能性。

🤔 **AI 实施中的审慎态度:** 尽管 AI 带来了显著的效益,但 Spot & Tango 的首席运营官 Munro 提醒,在引入 AI 解决方案时需保持审慎,因为一些供应商提出的 AI 方案可能面临意想不到的技术难题或员工接受度较低的挑战,因此不应仓促实施。

The rising popularity of Bausch + Lomb's daily single-use contact lenses led to a massive manufacturing challenge. To keep up with demand, the company had to quickly expand capacity at two production facilities, in Ireland and New York.

The higher volume also drove Bausch + Lomb's CEO, Brent Saunders, to embrace new AI software, which helps manufacturing workers monitor, test, and fix mechanical issues.

The technology, called Atlas and produced by Arena AI, is designed to predict machinery issues before they arise and send alerts to maintenance workers so they can diagnose errors and fix them.

Saunders said that Atlas was tested in Rochester in 2023 and, by last year, had been added to three new contact-lens production lines. "We're seeing millions of lenses being produced that we wouldn't have otherwise been able to produce without the Atlas AI," Saunders told Business Insider.

Some 77% of the manufacturers plan to increase their AI investments over the next year, according to a July survey by KPMG of 183 AI manufacturing leaders across eight countries. Startups like beauty brand Prose, pet food maker Spot & Tango, and home battery producer FranklinWH are among the companies embracing AI in new manufacturing facilities that they've recently opened.

AI is helping startups manufacture more pet food and batteries

Dylan Munro, the chief operating officer and cofounder of Spot & Tango, said the company opened its first-ever manufacturing facility near Allentown, Pennsylvania, because the company wanted to better control the quality of the dog food it sells.

When the facility opened in late 2022, employees were responsible for manually coordinating raw materials from suppliers, scheduling production based on the availability of those ingredients, and booking trucks to coordinate the pickup and delivery of goods.

Since then, AI adoption has allowed Spot & Tango to scale its production without the need to hire more employees, according to Munro.

He told Business Insider that his company began to pilot an agentic AI tool sold by Didero, an AI supply chain management startup. The tool can log purchase orders, confirm them, and build appropriate production schedules based on ingredient availability. Meanwhile, Spot & Tango's logistics team oversees these AI-enabled decisions.

A small group of Spot & Tango workers tested Didero's AI tool with real-life procurement scenarios for three months before the company made it widely available to employees, said Munro. The company said this system now fully automates around 60% of purchase orders.

FranklinWH Energy Storage, which sells home batteries intended for power backup during outages, is using AI to help address customer service requests and within production, said Vincent Ambrose, the COO at FranklinWH. It added AI for the first time at a California production facility that opened earlier this year.

The facility features AI-enabled visual inspection, which uses cameras to closely monitor the production of lithium iron phosphate home batteries and flag quality issues, a procedure that workers used to do. The AI model continuously learns from production data to predict problems before they occur.

FranklinWH also produces in Asia, where AI isn't utilized, but could be added later. "If we upgrade those facilities, I'm sure we'll take what we've learned from our US manufacturing," said Ambrose.

Automation helped Prose lower its shampoo-making costs

Arnaud Plas, the CEO and cofounder of Prose, said the company's adoption of AI and automation has lowered the cost of manufacturing. When the company initially launched in 2017, factory-line workers assembled bottles manually, which contributed to a $5 production markup for Prose's made-to-order, custom shampoos and moisturizers, which are developed based on customers' hair surveys. Now, autonomous robotics is responsible for mixing Prose's formulas.

"We wanted that incremental cost to be under $1," said Plas.

The company achieved this goal in 2024, partly by automating formula mixing and bottle filling, but also due to the application of 200 algorithms that Prose's machine learning and data scientists developed. These algorithms assist with the company's demand planning, product formulations, predictive maintenance for machines, and more efficiently scheduling production, so there is less downtime needed to clean the machinery.

The company added AI and automation capabilities to a second manufacturing facility in California, which Prose opened in June. Plas said that 90% of Prose's production now features automation and the influence of AI algorithms.

Munro, the Spot & Tango COO, said that he continues to field a lot of pitches from AI vendors promising big supply chain optimization, but approaches them with skepticism.

Munro said that some AI solutions pitched by vendors can encounter unforeseen technical challenges or slower-than-expected adoption from workers.

"We don't want to rush to implement," he said.

Read the original article on Business Insider

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人工智能 制造业 效率提升 预测性维护 供应链优化 AI in Manufacturing Efficiency Predictive Maintenance Supply Chain Optimization
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