LMND的AI优势推动效率与增长;公司接近盈利,长期上行潜力强劲。
逐段跳播
在我发布关于 SpaceX 合并的视频后,有几位观众留言,希望我介绍我投资的一些股票,比如 Lemonade 和 Upstart。
After my SpaceX merger video, there were several comments asking me to cover stocks I m invested in, such as Lemonade and Upstart.
本视频将带你了解 Lemonade 保险的基础知识、其增长潜力、如何利用人工智能建立竞争优势,以及潜在的风险。
This video will walk you through the basics of Lemonade Insurance, its growth potential, how it uses AI to drive competitive advantages, as well as potential risks.
首先,Lemonade 是做什么的?简单来说,他们是一家保险公司。保险业是一个出了名的乏味行业,但它也是一个庞大的、亟待颠覆的行业,这让我作为投资者很感兴趣。
To kick things off, what does Lemonade do? The simple answer is that they re an insurance company. Insurance is a notoriously boring industry, but it s also a massive industry that s ripe for disruption, which interests me as an investor.
Lemonade 的产品主要是宠物保险、租客保险、房主保险和汽车保险。这些产品的总可寻址市场在美国为 4000 亿美元,全球为 1.5 万亿美元。
Lemonade s products are primarily pet, renter s, homeowner s, and car insurance. The total addressable market for those products is $400 billion in the U.S. and $1.5 trillion globally.
目前,他们拥有 14.3 亿美元的有效保费,仅渗透了美国保险市场的 0.358% 和全球保险市场的 0.095%。
Currently, with $1.43 billion of in force premiums, they ve only tapped into .358% of the U.S. insurance market and .095% of the global insurance market.
因此,即使他们只占据美国保险市场的 10%,并且停止在欧洲的增长,这也意味着他们的有效保费将增长 25 倍。这有多大可能?当然需要很多年,但根据他们迄今为止的业绩记录,看起来可能性很高。
So, even if they only captured 10% of the U.S. insurance market and stopped growing in Europe, it would mean a 25x growth in their in force premiums. How likely is that? It would of course take many years, but based on their track record so far, it looks like there s a high probability.
他们已经在 10 年内占据了租客保险市场的 7.5%,并在 6 年内占据了宠物保险市场的 6%。他们现在正进军汽车保险市场,该市场占其美国 4000 亿美元总可寻址市场中的 3000 亿美元。
They ve already captured 7.5% of the renters insurance market after 10 years and 6% of the pet insurance market in 6 years. They re now going after the auto insurance market, which makes up $300 billion of their $400 billion total addressable market in the U.S.
尽管 Lemonade 目前仅占据了汽车保险市场约 0.1% 的份额,但该产品保费较高,且随着向更多州的客户开放,去年其增长飙升了 60%。
Although Lemonade has currently only captured about .1% of the auto insurance market after 5 years, it has high premiums and the growth of that product surged by 60% in the last year as they opened it up to customers in more states.
因此,即使在早期阶段,汽车保险也占其有效保费的约 14%。鉴于保险业的竞争激烈和利润率极薄,以及 Lemonade 规模经济较小,他们如何能够如此积极地增长?简而言之,通过使用人工智能来吸引客户、处理索赔、风险评估和广告。
So, even at this early stage, auto insurance made up around 14% of their in force premiums. Given the competitiveness and razor thin margins of the insurance business, and Lemonade s smaller economies of scale, how have they been able to grow so aggressively? In short, by using AI for onboarding customers, processing claims, risk assessment, and advertising.
Lemonade 的客户引导流程由其 AI 代理 Maya 驱动。得益于 Maya,97% 的保险单通过完全自动化的流程签发,无需人工干预。
Lemonade s onboarding process is driven by their AI agent Maya. Thanks to Maya, 97% of insurance policies are issued through a fully automated process with no human intervention.
因此,对于大多数客户来说,注册 Lemonade 保险只需 90 秒。这与保险行业的其他公司相比如何?美国 83% 的财产和意外险保费仍然通过代理和经纪人等渠道流动。这种分销模式通常意味着从报价到保单的路径要长得多,有时需要几天而不是几秒钟。
As a result, for most customers, signing up for Lemonade insurance takes as little as 90 seconds. How does that compare to the rest of the insurance industry? 83% of U.S. property and casualty premiums still flow through channels like agents and brokers. That distribution model often means the path from quote to policy takes far longer sometimes days rather than seconds.
此外,许多保险公司使用代理的事实意味着,只要客户继续留在保险公司,这些代理通常会从他们销售的保单中抽取提成,而 Lemonade 无需支付这笔费用。
Additionally, the fact that many insurance companies use agents means that those agents will often collect a cut of the policies they ve sold for as long as the customer remains with the insurer, which is a cost that Lemonade doesn t have to pay.
结果是,放弃 Lemonade 引导流程的人更少,客户满意度更高,获得的口碑推荐更多,并且降低了客户引导成本。
The result is that fewer people abandon Lemonade s onboarding process, they have higher customer satisfaction, they receive more word-of-mouth referrals, and it reduces their cost for onboarding customers.
Lemonade 使用 AI 的第二种方式是使用他们的另一个 AI 代理 Jim 来处理保险索赔。超过 55% 的 Lemonade 保险索赔完全由 AI 处理,并在几分钟内支付。
The second way Lemonade uses AI is to process insurance claims with their other AI agent, Jim. Over 55% of all insurance claims made to Lemonade are handled entirely by AI and are paid out within a few minutes.
相比之下,传统保险公司对 80-90% 的保险赔付使用人工流程或理赔员。这些索赔可能需要理赔员一整天的工作,而索赔与客户结清可能需要数周时间。
That s as compared to legacy insurance companies which use a manual process or a claims adjuster for 80-90% of insurance payouts. Those claims can take a full day of work for a claims adjuster and weeks for the claim to be settled with the customer.
同样,Lemonade 的 AI 驱动流程带来了更好的客户体验,并降低了理赔处理费用。
Again, Lemonade s AI driven process results in a better customer experience and reduces claims handling expenses.
这在其财报中体现为损失调整费用比率(LAE),该比率衡量的是从客户收取的保费中有多少用于处理理赔。行业平均水平约为9%,而Lemonade的这一数字仅为5%。
That shows up as Loss Adjustment Expense Ratio, or LAE, in their earnings report, which measures how much of the premiums they earn from customers goes to handling claims. The industry average is about 9%, and for Lemonade, that number is only 5%.
也就是说,Lemonade处理保险理赔的成本要低40%以上。这很重要,因为尽管Lemonade仍处于规模化扩张的早期阶段,但他们在处理理赔的成本方面已经低于现有保险公司。
That is, it costs Lemonade over 40% less to handle insurance claims. That s a big deal because despite Lemonade being early in their scaling ambitions, they re already undercutting the incumbents in terms of how much it costs them to process claims.
这可能意味着,一旦业务达到规模,他们的保险产品将具有更好的整体经济效益。Lemonade使用AI的第三种方式是风险评估和承保。
That could point to better overall economics for their insurance products once the business hits scale. The third way Lemonade uses AI is for risk assessment and underwriting.
大多数保险公司在几十年来建立的数百个孤立的计算机系统上管理其运营。而Lemonade是在十年间从头开始,使用一个统一的、AI优先的计算机系统构建的。
Most insurance companies manage their operations across hundreds of siloed computer systems built over several decades. Lemonade was built from the ground up over the course of ten years using a single, unified AI first computer system.
首先,在客户注册过程中,他们收集数百个实时数据点,例如客户打字的速度以及他们在浏览器窗口之间切换的频率。这些行为生物特征有助于进行更丰富、更准确的风险评估。
First, during the onboarding process, they collect hundreds of real-time data points, such as how fast a customer types and how much they switch between browser windows. Those behavioral biometrics contribute to a richer and more accurate risk assessment.
其次,对于汽车保险,他们使用持续的车载远程信息处理数据,按月动态更新保险费率。这与大多数汽车保险公司使用的短期快照远程信息处理不同,而且细致得多。
Second, for auto-insurance, they use continuous telemetry data that updates insurance rates dynamically on a month-to-month basis. That s as opposed to the short term snapshot telematics that most auto insurance companies use. It s also far more nuanced.
Lemonade的远程信息处理技术会跟踪你是驾驶员还是乘客、噪音和振动水平以及手机输入,这告诉Lemonade驾驶员的注意力分散程度,并使保险价格更贴近驾驶员的实际风险。
Lemonades telematics track if you re the driver or passenger, noise and vibration levels, and phone inputs which tells Lemonade how distracted the driver is, and customizes the insurance price more closely to a driver s actual risk.
而且,当客户发生事故时,远程信息处理数据会输入到AI理赔代理Jim中,以加快保险理赔的处理。
And, when the customer gets in an accident, the telematics feed into Jim, the AI claims agent, to expedite the insurance claim.
这使得Lemonade能够为使用特斯拉全自动驾驶软件行驶的每一英里提供50%的折扣。Lemonade将AI用于风险评估和承保的第三种方式是针对房屋和租客保险。Lemonade与ZestyAI等地理空间平台相连,这些平台将气候建模与房屋和房产的高分辨率图像相结合。
这使他们能够高精度地了解房屋对天气相关财产损失的脆弱性。
That allows Lemonade to provide a 50% discount for every mile travelled using Tesla s full self-driving software. The third way Lemonade uses AI for risk assessment and underwriting is for home and renters insurance. Lemonade is connected to geospatial platforms like ZestyAI that combine climate modelling with high resolution images of the home and property. That provides them with a high precision understanding of a home s vulnerability to weather related property damage.
最后,得益于他们专门构建的统一软件栈,他们的每个AI引擎都在不断相互更新。例如,如果AI理赔机器人注意到某个特定邮政编码地区的盗窃索赔激增,它会自动更新承保算法,以调整该地区新申请人的保险定价。
Lastly, thanks to their purpose built, unified software stack, each of their AI engines are continuously updating each other. For example, if the AI claims bot notices a spike in theft claims within a specific zip code, it automatically updates the underwriting algorithm to adjust the insurance pricing for new applicants in that area.
Lemonade的AI风险评估引擎的最终结果是,它有助于他们提供一些最低成本的保险,同时保持与规模更大、具有更大规模经济的保险公司大致相当的损失率。
The net result of Lemonade s AI risk assessment engine is that it contributes to their ability to offer some of the lowest cost insurance available while still maintaining a loss ratio that s roughly in line with much larger insurance companies that have greater economies of scale.
作为参考,损失率是指从保险费中收取的钱中有多少用于支付理赔。
For reference, the loss ratio is how much of the money collected from insurance premiums is paid out in claims.
接下来,Lemonade使用AI的第四个也是最后一个方式是广告。他们在过去十年中收集的大量数据已被用于创建他们的LTV预测模型。LTV代表生命周期价值,因此该模型用于根据客户提出索赔或取消的可能性以及交叉销售潜力等因素,瞄准具有最高长期收入潜力的客户。
Moving along, the fourth and final way Lemonade uses AI is for advertising. The wealth of data that they ve collected over the last decade has been used to create their LTV predictive model. LTV stands for lifetime value, so the model is used to target customers with the highest revenue potential over time using factors such as their likelihood of filing a claim or cancelling, and their cross-selling potential.
然后,他们利用这些信息来针对特定人群、邮政编码和关键词搜索投放广告。然后,他们不使用1或2个大型商业广告活动,而是使用许多针对这些不同群体的超定向广告变体。从那时起,就是适者生存。
转化率较高的广告被更多地推广,而转化率较低或开始吸引利润较低客户的广告则被淘汰。
They then use that information to target advertising for specific demographics, zip codes, and keyword searches. Then, rather than using 1 or 2 large commercial campaigns, they use many variations of their ads that are hyper targeted to those different cohorts. From there, it s survival of the fittest. The ads with higher conversion rates are promoted more, and the ads with lower conversion rates or that start attracting less profitable customers are ditched.
也就是说,承保和广告的软件引擎是同一个反馈循环的一部分,使他们能够吸引有利可图的申请人,并避免高风险和成本更高的申请人。
That is, the software engines for both underwriting and advertising are part of the same feedback loop, allowing them to attract profitable applicants and avoid higher risk and costlier ones.
此外,除了定向数字广告,Lemonade 还在现实世界中进行病毒式广告宣传。例如,他们的广告看起来像涂鸦,还有一个限速标志,只有当人们以限速或低于限速行驶时才会激活,然后向他们表示祝贺。
Furthermore, besides the targeted digital ads, Lemonade also does viral advertising in the real world. Examples include their ads that look like graffiti and a speed sign that only activates when people go the speed limit or below, and then congratulates them.
他们的广告引擎和病毒式广告活动的最终结果是,在过去 3 年中,他们能够将增长支出增加 200%,同时保持 LTV/CAC 比率高于 3。
The net result of their advertising engine and viral ad campaigns is that they ve been able to increase their growth spending in the last 3 years by 200% while maintaining an LTV/CAC ratio above 3.
LTV/CAC 比率简单来说就是客户终身价值除以客户获取成本。也就是说,它衡量的是他们在广告上的投资回报,他们从客户保费中获得的回报是广告支出的 3 倍。
LTV/CAC ratio simply means the lifetime value of a customer divided by the customer acquisition cost. That is, it measures their return on investment from advertising, and they get 3x the money back from customer premiums than they spent on the advertising.
我认为这一点值得强调。Lemonade 今天每投资 1 美元用于获取新客户,未来就能获得 3 美元的回报。这是市场上难得的机会,Lemonade 正通过大力投资获取新客户来利用这一机会。
I think that s worth emphasizing. Every dollar Lemonade invests today in acquiring new customers sees a return of $3 in the future. That s a rare opportunity in the market, and Lemonade is capitalizing on it by investing heavily in acquiring new customers.
在了解了 Lemonade 的竞争优势之后,让我们来看看业务风险和其他问题。首先,Lemonade 尚未实现 EBITDA 盈利,但计划在今年第四季度实现。
With Lemonade s competitive advantages out of the way, let s take a look at business risks and other concerns. First, Lemonade isn t yet EBITDA profitable but intends to be by Q4 of this year.
其次,如果另一家保险公司试图模仿 Lemonade 的做法怎么办?在一定程度上,一些传统保险公司已经采用了与 Lemonade 类似的技术。但到目前为止,还没有一家表现出愿意完全复制 Lemonade 所做的一切的意向。
Second, what if another insurance company tries to copy what Lemonade is doing? To a certain extent, some legacy insurance companies have adopted some similar technologies to Lemonade. But, so far, none have shown an inclination to do what it takes to fully replicate what Lemonade is doing.
这将需要一个从 IT 系统到组织结构和文化的多年业务转型项目。更不用说,正如我之前所说,许多保险公司使用代理人。为了获得与 Lemonade 相同的潜在利润,他们必须摆脱这些代理人,而代理人当然会抵制。
That would require a multi-year business transformation project from IT systems to the organizational structure and culture. That s not to mention the fact that, as I said before, many insurance companies use agents. And to capture the same potential profits as Lemonade, they d have to get rid of those agents which the agents would of course resist.
那么来自其他保险初创公司的竞争威胁呢?保险是一个高度监管、数据驱动的行业,因此至少需要 5 年时间才能通过所有审批程序并收集到与 Lemonade 竞争所需的数据。也就是说,来自其他初创公司的竞争不会一夜之间出现。
What about competitive threats from other insurance start-ups? Insurance is a highly regulated data driven business, so it would take at least 5 years to jump through all the hoops and collect the data necessary to compete with Lemonade. That is, competition from other start-ups wouldn t just appear overnight.
第三,Lemonade 可能因灾难性事件或保险定价错误而遭受重大损失。这种风险适用于任何保险公司,不仅仅是 Lemonade。但当然,Lemonade 正在保险领域进行创新,而且是一家小公司,因此他们的风险更大。
Third, Lemonade could suffer large losses from a catastrophic event or by mispricing their insurance. That risk that applies to any insurance company, not just Lemonade. But of course, Lemonade is innovating with insurance and is a small company, so their risk is larger.
然而,到目前为止,他们在管理这些风险方面表现出色。去年,他们在野火袭击之前开始退出加利福尼亚州的房主和租户保险业务,这充分体现了这一点。他们这样做是因为他们的系统表明该地区的保单风险过高。
However, so far, they ve excelled at managing those risks. That was on display last year when they started pulling out of the homeowners and renters insurance business in California before the wildfires hit. They did that because their systems indicated that policies in that area were getting to risky.
总而言之,Lemonade 保险正在颠覆世界上最大的行业之一,而且他们即将实现盈利。总的来说,他们的目标是实现 Lemonade 所称的“AI 驱动的自主组织”,即员工数量和运营成本保持相对固定或随规模缓慢增长,但产生的收入金额却飞速增长。
In summary, Lemonade insurance is disrupting one of the largest industries in the world, and they re on the cusp of profitability. Overall, their goal is to achieve what Lemonade calls the autonomous organization with AI, where the employee numbers and operational costs remain relatively fixed or grow slowly with scale, but the amount of revenue generated skyrockets.
到目前为止,Lemonade 正在取得成功。就员工数量而言,Lemonade 目前的员工比 4 年前少了 40 人,但他们管理的有效保费却增加了两倍半。
So far, Lemonade is succeeding. With regards to employee numbers, Lemonade currently has 40 fewer employees than they did 4 years ago, but they re managing two and a half times more in force premiums.
至于运营成本,情况更为复杂,Paper Bag Investor 对 Lemonade 进行了一次精彩的采访,以解决细节问题,我会在描述中提供链接。
With regards to operational costs, that s more complicated and Paper Bag Investor did a great interview with Lemonade to work through the details, which I ll link in the description.
简而言之,他们在尽可能限制运营成本方面取得了成功,例如工资成本,但一些运营成本将继续随业务线性增长,例如信用卡交易费。
The short story is that they re succeeding in limiting operational costs where possible, such as salary costs, but some operational costs will continue to grow linearly with the business, such as credit card transaction fees.
考虑到所有这些,屏幕上的图像可能是最能说明作为投资者我预计 Lemonade 在未来几年将走向何方的例证——“乐趣区”。
With all that in mind, the image on screen is probably the best illustration of where, as an investor, I m expecting Lemonade to head in the next few years the fun zone.
一如既往,这不是投资建议,请自行研究。我在本视频中分享了 Lemonade 的基础知识,以便您可以将其作为深入研究该公司的跳板。
As always, this isn t investing advice and do your own research. I m sharing the basics of Lemonade in this video so that you can use it as a springboard to delve more deeply into the company.
三个不错的起点是 Lemonade 2024 年的投资者日演示文稿(我会在描述中附上链接),以及 Paper Bag Investor 和 Rebellionaire 的 Matt Smith,他们都在 YouTube 和 X 上活跃。
Three good places to start are Lemonade s Investor Day presentation from 2024 which I ll link in the description, and Paper Bag Investor and Matt Smith of Rebellionaire, who re both active on YouTube and X.
需要说明的是,Rebellionaire 并没有要求我做这个视频,这源于我自己对 Lemonade 的热情。无论如何,在第二季度财报电话会议之后,Paper Bag Investor 和 Matt Smith 都估计 Lemonade 的当前价值约为每股 150 美元,这大约是当前股价的三倍。
To be clear, Rebellionaire didn t ask me to do this video, it s come about as a result of my own passion for Lemonade. Either way, after the Q2 earnings call both Paper Bag Investor and Matt Smith estimated that Lemonade s present value is up to around $150 per share, which is roughly triple the current stock price.
Paper Bag Investor 讨论了一些较低的情景,但那是为了展示在熊市情景下会发生什么,即运营费用增加并保持高位,同时市盈率约为高增长公司预期水平的一半。
Paper Bag Investor walked through a number of scenarios that were lower, but that was to show what would happen in bear case scenarios where operating expenses increased and remained high, along with a p/e ratio around half of what you d expect from a high growth company.
他说在等什么
这个频道对 $LMND 的历次判断
The Limiting Factor 在这只股票上只有这一条判断。