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'Rules Are Suggestions': This Fashion Founder Is Using AI to Eliminate the Industry's Massive Sizing and Waste Problems

2022-07-26
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It's mid-July, and the yacht on the Hudson is called Praying for Overtime — an apt name for the boat hosting the Laws of Motion event, where founder Carly Bigi and her crew's passion for beautiful, perfect-fitting clothing bubbles up alongside the Aperol spritzes at the bar. Bigi herself wears a vibrant pink romper that manages to strike the balance between totally chic and still professional, a throughline for the collection, and the pieces on deck: a rack of white with subtle feathers ringing sleeves and hems.

Courtesy of Laws of Motion

Laws of Motion's styles are modern takes on timeless silhouettes, but that's where any resemblance to other brands begins and ends. That's because Laws of Motion, which counts Rent the Runway co-founder Jenny Fleiss among its investors, relies on data to help customers find the ideal fit and reduce the impact of fast fashion (there's an estimated 92 million tons of textile waste each year, globally).

Related: This Fashion Founder's Company Will Take Back Any Piece of Clothing for Any Reason. Here's Why.

"It helped me embrace the mindset that rules are suggestions."

Putting tech at the company's core was a natural progression for Bigi. Growing up in Houston, Texas, with deep roots in the NASA community, she learned to view "the present as a springboard for what could be possible in the future." "[It] helped me embrace the mindset that rules are suggestions," she tells Entrepreneur, "and that just because something was done a certain way before does not mean that's how it needs to be done going forward."

Bigi began her career in management consulting, where she learned how to build and run teams while identifying, defining and solving "some of the most complicated problems at some of the world's most complicated businesses." It's a skill set she's been able to put to good use at Laws of Motion — where precision and innovation are essential in addressing the fashion industry's giant waste issue.

"Fundamentally revolutionizing the apparel industry means revolutionizing the role of precision data within the apparel industry," Bigi explains. "And so Laws of Motion AI technology blends proprietary and complex computer visioning and learning tech with a very simple user interface to increase data precision and reduce friction in the buying experience."

Related: Address These 10 Common Causes of Customer Friction to Maximize Success

"Using just two pictures, no app required, it generates a 3D mesh of your body, and then will predict over a million data points."

What does the tech look like in practice? It's super simple — I tried it myself. I snapped two pictures of myself in dark, close-fitting clothing against a light background, and uploaded them to the site, where the tech anonymized the images and gave me my ideal microsize. The user-interface was seamless too: In a matter of seconds, I was back scrolling through the Laws of Motion collection, where any piece I added to my cart was available in that perfect microsize (there are 180 total). There's also an option to complete a 60-second fit questionnaire for those who'd prefer that route, and the results are the same. Both technologies predict measurements with more than 99% accuracy, Bigi says, mapping the data to 1,260 precision sizes designed to be height and shape inclusive.

"Unlike other sizing technologies that anchor in gendered questions such as bra size, our body scanning technology is completely genderless," Bigi continues. "So using just two pictures, no app required, it generates a 3D mesh of your body, and then will predict over a million data points that are then used to map your perfect fitting size while fueling ongoing sizing R&D as a whole."

Because everything is made-to-order, Laws of Motion is a zero-waste, zero-inventory company, Bigi says, producing via its American-based supply chain. Additionally, the technology is "flipping the script" of core KPIs in the apparel industry: achieving a 1% return rate, increasing size inclusivity 20 times and generating a 70% higher profit margin compared to other direct-to-consumer brands. In the next five years, the brand will eliminate more than 4.425 million tons of CO2 emissions, Bigi says, nearly a third of what U.S. apparel brands are producing today.

Related: The Challenges of Automation in the Legacy Fashion Industry

"It's not the typical approach, but nothing we do at Laws of Motion is."

The brand's on-demand production isn't the only way it's redefining fast fashion — it also takes a collaborative stance to make sure its offerings reflect customers' real wants and needs. "Our customers play a huge role in our styles and colors, and I'm in constant awe of the relationship we've developed with them," Bigi says. "It's pretty incredible to see that evolve. Our most recent product, the Moxie romper, which I'm wearing today, was inspired by endless inbound from our community."

"It's not the typical approach," Bigi admits, "but nothing we do at Laws of Motion is, and we'll continue to launch new styles and collections monthly to really further validate our hypotheses of the multivariate relationship between women's proportions and perfect-fitting apparel."

And fast fashion isn't the only problem Laws of Motion is committed to solving. Bigi is also determined to dismantle an industry that's conditioned women to identify with a size. "It's entirely baseless and is contributing to toxic societal norms that we are actively rewriting and rescripting," Bigi explains. "At Laws of Motion, your size is your name, because it doesn't matter what shape or size you are — what matters is that each product feels like it was made to fit you perfectly, because it was."

Image credit: Courtesy of Laws of Motion

"We envision a world where women of all shapes, heights and weights have equal access to perfect-fitting apparel."

Bigi stresses that the apparel industry is "completely misaligned with consumer values." Today's conscientious consumers seek personalization, inclusivity and sustainability — all things that precision data makes possible. What's more, other industries, including beauty and healthcare, have already evolved to fulfill those wants, Bigi points out, while the apparel industry lags decades behind. Laws of Motion is ready to be the solution.

"We envision a world where women of all shapes, heights and weights have equal access to perfect-fitting apparel that is specifically made for them using zero waste," Bigi says. "And we won't stop until that's the norm across the entire industry."

As the sun sets and excited attendees make their way below deck to try the tech out for themselves, it looks like the brand is well on its way to doing just that.

参考译文
“规则就是建议”:这位时尚创始人正在使用人工智能消除行业的大规模尺寸和浪费问题
现在是7月中旬,哈德逊河上的这艘游艇被称为“加班祈祷”——这是举办运动定律活动的船的恰当名字,创始人卡莉·比吉和她的船员们对美丽、合身的衣服的热情在酒吧的Aperol喷雾旁沸腾。比吉本人穿了一件充满活力的粉红色连身裤,在完全时髦和仍然专业之间取得了平衡,为这个系列提供了一条贯穿线,还有装饰:一排白色的衣架,袖子和下摆上有细微的羽毛环。Laws of Motion's风格是现代的永恒轮廓,但与其他品牌的任何相似之处都是开始和结束的地方。这是因为以Rent the Runway联合创始人珍妮·弗里斯(Jenny Fleiss)为投资者的运动定律公司(Laws of Motion)依靠数据来帮助客户找到最理想的服装,并减少快时尚的影响(据估计,全球每年有9200万吨纺织垃圾)。相关:这个时尚创始人的公司会以任何理由收回任何一件衣服。这是# 39;为什么。将技术作为公司的核心是Bigi的自然发展。她在德克萨斯州的休斯顿长大,在NASA社区有很深的根基,她学会了把现在视为未来可能的跳板。[它]帮助我接受了规则就是建议的心态,"Bigi的职业生涯始于管理咨询,在那里她学会了如何建立和运营团队,同时在世界上最复杂的企业中识别、定义和解决一些最复杂的问题。"这是一套技能,她能够在运动定律中很好地使用-在解决时尚行业的巨大浪费问题中,精度和创新是必不可少的。"从根本上革命服装行业意味着革命服装行业中精确数据的作用,"Bigi解释道。因此,运动定律AI技术将专有的和复杂的计算机视觉和学习技术与一个非常简单的用户界面结合起来,以增加数据精度和减少购买体验中的摩擦。相关:解决这10个客户摩擦的常见原因,以最大限度地成功,该技术在实践中看起来怎么样?超级简单——我自己也试过。我在浅色背景下拍了两张自己穿着深色紧身衣服的照片,上传到网站上,技术对照片进行了匿名化处理,给了我理想的微缩尺寸。它的用户界面也很流畅:在几秒钟内,我就可以浏览运动法则(Laws of Motion)的收藏,我添加到购物车中的任何一件作品都可以以完美的微缩尺寸(总共有180件)获得。还有一个选项是为那些喜欢这条路线的人完成一份60秒的健康问卷,结果是一样的。比吉说,这两种技术预测测量结果的准确率都超过99%,将数据映射到包括身高和体型在内的1260个精确尺寸。与其他固定在文胸尺码等性别问题上的尺码技术不同,我们的身体扫描技术完全没有性别区分。Bigi仍在继续。所以只需要两张图片,不需要应用程序,它就会生成你身体的3D网格,然后会预测超过100万个数据点,然后用来绘制你的完美尺寸,同时推动正在进行的尺码R&D作为一个整体。 比吉说,因为一切都是定制的,运动定律公司是一家零浪费、零库存的公司,通过美国的供应链进行生产。此外,该技术是翻转脚本"服装行业的核心kpi:与其他直接面向消费者的品牌相比,实现1%的回报率,将尺寸包容性提高20倍,并产生高出70%的利润率。比吉说,在未来五年,该品牌将减少442.5万吨二氧化碳排放,这几乎是美国服装品牌目前产量的三分之一。相关:传统时尚行业自动化的挑战该品牌的按需生产并不是它重新定义快时尚的唯一方式——它还需要一种协作的立场,以确保其产品反映客户的需求'真正的想要和需要。我们的客户在我们的风格和颜色中发挥着巨大的作用,我'm在不断敬畏我们与他们发展的关系,"Bigi说。看到它的发展是非常不可思议的。我们最新的产品,Moxie连体裤,就是我今天穿的,灵感来自我们社区的源源不断的输入。""这不是典型的做法,"Bigi承认,但我们在运动定律所做的一切都不是,我们将继续每月推出新的款式和系列,以真正进一步验证我们关于女性比例和完美服装之间的多元关系的假设。而且快时尚并不是运动定律致力于解决的唯一问题。比吉还决心打破这个让女性习惯于认同尺码的行业。这是完全没有根据的,并助长了我们正在积极重写和重写的有毒社会规范,"Bigi解释道。在运动定律,你的尺寸就是你的名字,因为它并不重要你是什么形状或尺寸-重要的是每一件产品感觉它是完全适合你,因为它是。"Bigi强调,服装行业是与消费者价值观完全不一致的。"今天,良心消费者寻求个性化、包容性和可持续性——所有这些都是精确数据使之成为可能的。比吉指出,包括美容和医疗在内的其他行业已经在发展以满足这些需求,而服装行业则落后了几十年。运动定律已经准备好成为解决方案。我们设想一个世界,在那里,各种体型、身高和体重的女性都有平等的机会获得完美合身的服装,这是专门为她们制作的,零浪费,"Bigi说。我们不会停止,直到这成为整个行业的标准。当太阳落山,兴奋的与会者走到甲板下,为自己尝试技术,看起来这个品牌正在做这方面的工作。
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