Startups

5 lessons robotics founders can learn from the AV industry

Comment

Delivery robot on sunset background. Delivery in the future
Image Credits: Anton Petrus (opens in a new window) / Getty Images

Sanjay Aggarwal

Contributor

Sanjay Aggarwal is a venture partner at F-Prime Capital focused on frontier technology investment opportunities.

Throughout the late 2010s and early 2020s, the autonomous vehicle industry captured the imagination of the startup community and the public. However, the category’s meteoric rise preceded an even more meteoric fall over the last 18 to 24 months. From 2018 to 2021, investments in the AV sector across the U.S. and Europe increased by nearly 2.5x, eventually peaking at close to $10 billion in 2021. Then, in 2022, investments fell to $4 billion, with 2023 likely to see further precipitous declines.

Meanwhile, the broader robotics ecosystem has continued to flourish, with companies focused on mostly industrial “vertical” use cases now commanding the bulk of investment dollars. In 2022, these companies attracted $7 billion in investments, defying the broader slowdown in VC investment by growing 15% over the previous year.

We recently analyzed the trends shaping the industry in our State of Robotics report, and identified five lessons that the next generation of robotics founders can take from the successes and failures of the AV industry.

in 2022 ,vertical robotics attracted the most investment dollars.
F-Prime State of Robotics Report. Image Credits: F-Prime Capital

VC excitement for hardware businesses is higher than ever

In the U.S. and Europe, more than $60 billion have been invested in robotics and AV alone over five years, with the AV sector leading the way. AI is making hardware much smarter, which is enabling companies to generate the kind of high-margin recurring revenues typically associated with software businesses.

AI also creates opportunities to disrupt traditional industries with massive addressable markets. For example, across the logistics ecosystem, AV companies such as Aurora are disrupting the trucking industry, while companies like Locus and RightHand Robotics (an F-Prime portfolio company) are transforming how fulfillment operations are done.

For founders, this surge in interest means there are more robotics investors than ever, ranging from newcomers in the category to those with an extensive track record in the space. Even top-tier investors such as Sequoia and Andreessen Horowitz are starting to make investments in the category, an encouraging bellwether for overall VC interest in robotics.

Nevertheless, hardware-oriented investments are not the right fit for all investors, and it’s best to seek out those who have made a commitment to robotics and understand what it takes to be successful.

You must eventually build a real business

Much of the early effort in AV focused on technology development, and success was defined by performance of demos and pilots. However, pilots are not the same as commercial success. As both acquirers and investors realized the challenges of creating self-sustaining AV businesses, capital started to dry up and many companies shut down or were forced to scale back their strategy.

Today’s robotics founders must focus on real commercial proof points at every phase of their journey. Investors want to see production deployments that deliver measurable ROI (return on investment). Pilot customers who are “excited by the technology” are very different from customers who are motivated enough to manage the operational changes required to adopt it and demonstrate high utilization.

At the same time, founders must demonstrate attractive unit economics associated with their offering — for example, more than 70% gross margin after subtracting BOM (bill of materials) and support costs from lifetime revenues.

Use case selection matters

Early efforts in AV targeted the largest, most challenging problem: generalized autonomy on passenger roads. While the TAM (total addressable market) was massive and the use case seemed like the obvious one to target, technology challenges and uncertain timelines ultimately led many players to pivot toward more tractable use cases, such as trucking and delivery. Lots of capital was burned in that transition, and as investor interest waned, many companies did not survive.

Founders must identify use cases that have real value and that can be realistically automated without massive capital investment. Many companies are now pursuing use cases in constrained operating environments with greater fault tolerance, and often with a human-in-the-loop element, which creates more technical feasibility. Identifying such use cases where the TAM is still significant is the sweet spot for a VC-backed robotics business, often requiring founders to have a deep understanding of the target industry.

Acquisition and exit activity drives a virtuous cycle of investments

GM’s acquisition of Cruise for $500 million in 2016 sparked the AV race. The deal made the startup community realize AV’s disruptive potential in the eyes of incumbents, and how much capital they were ready to invest in the acquisition of technology. The ensuing years saw annual AV investments take off, the creation of 10 AV unicorns, and large IPOs or acquisitions for companies such as Aurora, Zoox, and Uber ATG.

The lesson for startups is that large incumbents can propel investment momentum and help overcome investor reluctance around what may be a still-unproven use case. Investors will look to incumbents for validation of the problem statement, and many incumbents are starting to actively engage startups for exactly this purpose, like John Deere’s Startup Collaborator and Suffolk Technologies’ BOOST. If your startup is able to drive real customer value and disrupt legacy business models, incumbents will eventually come calling, even if they are not yet active acquirers. Investment dollars will follow, more incumbents will jump in, and startup formation will accelerate.

Only the strong survive

AV businesses were very capital intensive, and as investments ebbed, only the strongest players were able to continue raising capital. Even companies such as Argo AI, with more than $1 billion of capital, were ultimately shut down, whereas Aurora was able to raise an additional $820 million as recently as mid-2023.

Founders must focus on being the winner in your chosen segment or use case. There will inevitably be competition for any good idea, and those startups will often find willing early-stage investors to support them. However, being an “also-ran” is ultimately a losing strategy in robotics. Later stage dollars will flow disproportionately to the winner, customers will favor the most established providers, and acquirers will focus their efforts on the market leaders.

Today’s robotics founders have a number of factors on their side: technological acceleration, labor shortages, stagnant productivity gains, and a cadre of investors who are increasingly interested in the category. However, founders must learn the hard-fought lessons of the last five years to find success in this unique category.

More TechCrunch

The change would see Instagram becoming more like the free version of YouTube, which requires users to view ads before and in the middle of watching videos.

Instagram confirms test of ‘unskippable’ ads

Commerce platform Shopify has acquired Checkout Blocks, allowing Shopify Plus merchants to make no-code customizations in their checkout to enhance customer experience and potentially boost sales.  Checkout Blocks, which debuted…

Shopify acquires Checkout Blocks, a checkout customization app

After the Digital Markets Act (DMA) forced Apple to allow third-party app stores for iOS in Europe, several developers have launched alternative stores, like the AltStore and MacPaw’s Setapp (currently…

Aptoide launches its alternative iOS game store in the EU

Time is relentless and, right now, it’s no friend to procrastination-prone early-stage startup founders. The application window for Startup Battlefield 200 (SB 200) at TechCrunch Disrupt 2024 slams shut in…

One week left: Apply to TC Disrupt Startup Battlefield 200

Cloudera, the once high-flying Hadoop startup, raised $1 billion and went public in 2018 before being acquired by private equity for $5.3 billion in 2021. Today, the company announced that…

Cloudera acquires Verta to bring some AI chops to its data platform

The global spend management sector is experiencing a tailwind of sorts. North America is arguably the biggest market in this space, but spend management companies have seen demand rise across…

Spend management startup SiFi raises $10M to grow further in Saudi Arabia

Neural Concept lets designers model how components will perform before they can be manufactured.

Swiss startup Neural Concept raises $27M to cut EV design time to 18 months

The StrictlyVC roadtrip continues! Coming off of sold-out events in London, Los Angeles, and San Francisco, we’re heading to Washington, D.C. for a cozy-vc-packed, evening at the Woolly Mammoth Theatre…

Don’t miss StrictlyVC in DC next week

X will now allow users to post consensually produced NSFW content as long as it is prominently labeled as such.

X tweaks rules to formally allow adult content

Ashby consolidates existing talent acquisition tools and leans heavily on AI to automate the more repetitive steps in the recruitment pipeline.

Ashby injects recruiting with a dose of AI

Spotify has announced it’s hiking subscriptions for customers in the U.S., the second such price increase in the space of a year. The music-streaming giant reports that premium pricing will…

Spotify to increase premium pricing in the US to $11.99 per month

Monzo has announced its 2024 financial results, revealing its first full-year pre-tax profit. The company also confirmed that it’s in the early stages of expanding into the broader European market…

UK neobank Monzo reports first full (pre-tax) profit, prepares for EU expansion with Dublin hub

Featured Article

Inside Apple’s efforts to build a better recycling robot

Last week, TechCrunch paid a visit to Apple’s Austin, Texas manufacturing facilities. Since 2013, the company has built its Mac Pro desktop about 20 minutes north of downtown. The 400,000-square-foot facility sits in a maze of industry parks, a quick trip south from the company’s in-progress corporate campus. In recent years, the capital city has…

9 hours ago
Inside Apple’s efforts to build a better recycling robot

Early attempts at making dedicated hardware to house artificial intelligence smarts have been criticized as, well, a bit rubbish. But here’s an AI gadget-in-the-making that’s all about rubbish, literally: Finnish…

Binit is bringing AI to trash

Temasek has previously invested in Lenskart, and this new funding follows a $500 million investment by the Abu Dhabi Investment Authority last year.

Temasek, Fidelity buy $200M stake in Lenskart at $5B valuation

Less than one year after its iOS launch, French startup ten ten has gone viral with a walkie talkie app that allows teens to send voice messages to their close…

French startup ten ten reinvents the walkie-talkie

Featured Article

Unicorn-rich VC Wesley Chan owes his success to a Craigslist job washing lab beakers

While all of Wesley Chan’s success has been well-documented over the years, his personal journey…not so much. Chan spoke to TechCrunch about the ways his life impacts how he invests in startups.

1 day ago
Unicorn-rich VC Wesley Chan owes his success to a Craigslist job washing lab beakers

Presumptive Republican presidential nominee Donald Trump now has an account on the short-form video app that he once tried to ban. Trump’s TikTok account, which launched on Saturday night, features…

Trump takes off on TikTok

With fewer than 400,000 inhabitants, Iceland receives more than its fair share of tourists — and of venture capital.

Iceland’s startup scene is all about making the most of the country’s resources

Kobo put out a handful of new e-readers a few weeks back: color versions of the excellent Libra 2 and Clara, as well as an updated monochrome version of the…

Kobo’s new e-readers are a sidegrade most can skip (with one exception)

In an interview at his home near Reykjavík, the entrepreneur-turned-VC shared thoughts on his ventures and the journey that led him from Unity to climate tech, a homecoming of sorts.

Unity co-founder David Helgason’s next act: Gaming the climate crisis

Welcome back to TechCrunch’s Week in Review — TechCrunch’s newsletter recapping the week’s biggest news. Want it in your inbox every Saturday? Sign up here. Over the past eight years,…

Fisker collapsed under the weight of its founder’s promises

What is AI? We’ve put together this non-technical guide to give anyone a fighting chance to understand how and why today’s AI works.

WTF is AI?

President Joe Biden has vetoed H.J.Res. 109, a congressional resolution that would have overturned the Securities and Exchange Commission’s current approach to banks and crypto. Specifically, the resolution targeted the…

President Biden vetoes crypto custody bill

Featured Article

Industries may be ready for humanoid robots, but are the robots ready for them?

How large a role humanoids will play in that ecosystem is, perhaps, the biggest question on everyone’s mind at the moment.

2 days ago
Industries may be ready for humanoid robots, but are the robots ready for them?

VCs are clamoring to invest in hot AI companies, and willing to pay exorbitant share prices for coveted spots on their cap tables. Even so, most aren’t able to get…

VCs are selling shares of hot AI companies like Anthropic and xAI to small investors in a wild SPV market

The fashion industry has a huge problem: Despite many returned items being unworn or undamaged, a lot, if not the majority, end up in the trash. An estimated 9.5 billion…

Deal Dive: How (Re)vive grew 10x last year by helping retailers recycle and sell returned items

Tumblr officially shut down “Tips,” an opt-in feature where creators could receive one-time payments from their followers.  As of today, the tipping icon has automatically disappeared from all posts and…

You can no longer use Tumblr’s tipping feature 

Generative AI improvements are increasingly being made through data curation and collection — not architectural — improvements. Big Tech has an advantage.

AI training data has a price tag that only Big Tech can afford

Keeping up with an industry as fast-moving as AI is a tall order. So until an AI can do it for you, here’s a handy roundup of recent stories in the world…

This Week in AI: Can we (and could we ever) trust OpenAI?