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

Welcome to Week in Review: TechCrunch’s newsletter recapping the week’s biggest news. This week Apple unveiled new iPad models at its Let Loose event, including a new 13-inch display for…

Why Apple’s ‘Crush’ ad is so misguided

The U.K. Safety Institute, the U.K.’s recently established AI safety body, has released a toolset designed to “strengthen AI safety” by making it easier for industry, research organizations and academia…

U.K. agency releases tools to test AI model safety

AI startup Runway’s second annual AI Film Festival showcased movies that incorporated AI tech in some fashion, from backgrounds to animations.

At the AI Film Festival, humanity triumphed over tech

Rachel Coldicutt is the founder of Careful Industries, which researches the social impact technology has on society.

Women in AI: Rachel Coldicutt researches how technology impacts society

SAP Chief Sustainability Officer Sophia Mendelsohn wants to incentivize companies to be green because it’s profitable, not just because it’s right.

SAP’s chief sustainability officer isn’t interested in getting your company to do the right thing

Here’s what one insider said happened in the days leading up to the layoffs.

Tesla’s profitable Supercharger network is in limbo after Musk axed the entire team

StrictlyVC events deliver exclusive insider content from the Silicon Valley & Global VC scene while creating meaningful connections over cocktails and canapés with leading investors, entrepreneurs and executives. And TechCrunch…

Meesho, a leading e-commerce startup in India, has secured $275 million in a new funding round.

Meesho, an Indian social commerce platform with 150M transacting users, raises $275M

Some Indian government websites have allowed scammers to plant advertisements capable of redirecting visitors to online betting platforms. TechCrunch discovered around four dozen “gov.in” website links associated with Indian states,…

Scammers found planting online betting ads on Indian government websites

Around 550 employees across autonomous vehicle company Motional have been laid off, according to information taken from WARN notice filings and sources at the company.  Earlier this week, TechCrunch reported…

Motional cut about 550 employees, around 40%, in recent restructuring, sources say

The deck included some redacted numbers, but there was still enough data to get a good picture.

Pitch Deck Teardown: Cloudsmith’s $15M Series A deck

The company is describing the event as “a chance to demo some ChatGPT and GPT-4 updates.”

OpenAI’s ChatGPT announcement: What we know so far

Unlike ChatGPT, Claude did not become a new App Store hit.

Anthropic’s Claude sees tepid reception on iOS compared with ChatGPT’s debut

Welcome to Startups Weekly — Haje‘s weekly recap of everything you can’t miss from the world of startups. Sign up here to get it in your inbox every Friday. Look,…

Startups Weekly: Trouble in EV land and Peloton is circling the drain

Scarcely five months after its founding, hard tech startup Layup Parts has landed a $9 million round of financing led by Founders Fund to transform composites manufacturing. Lux Capital and Haystack…

Founders Fund leads financing of composites startup Layup Parts

AI startup Anthropic is changing its policies to allow minors to use its generative AI systems — in certain circumstances, at least.  Announced in a post on the company’s official…

Anthropic now lets kids use its AI tech — within limits

Zeekr’s market hype is noteworthy and may indicate that investors see value in the high-quality, low-price offerings of Chinese automakers.

The buzziest EV IPO of the year is a Chinese automaker

Venture capital has been hit hard by souring macroeconomic conditions over the past few years and it’s not yet clear how the market downturn affected VC fund performance. But recent…

VC fund performance is down sharply — but it may have already hit its lowest point

The person who claims to have 49 million Dell customer records told TechCrunch that he brute-forced an online company portal and scraped customer data, including physical addresses, directly from Dell’s…

Threat actor says he scraped 49M Dell customer addresses before the company found out

The social network has announced an updated version of its app that lets you offer feedback about its algorithmic feed so you can better customize it.

Bluesky now lets you personalize main Discover feed using new controls

Microsoft will launch its own mobile game store in July, the company announced at the Bloomberg Technology Summit on Thursday. Xbox president Sarah Bond shared that the company plans to…

Microsoft is launching its mobile game store in July

Smart ring maker Oura is launching two new features focused on heart health, the company announced on Friday. The first claims to help users get an idea of their cardiovascular…

Oura launches two new heart health features

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: OpenAI considers allowing AI porn

Garena is quietly developing new India-themed games even though Free Fire, its biggest title, has still not made a comeback to the country.

Garena is quietly making India-themed games even as Free Fire’s relaunch remains doubtful

The U.S.’ NHTSA has opened a fourth investigation into the Fisker Ocean SUV, spurred by multiple claims of “inadvertent Automatic Emergency Braking.”

Fisker Ocean faces fourth federal safety probe

CoreWeave has formally opened an office in London that will serve as its European headquarters and home to two new data centers.

CoreWeave, a $19B AI compute provider, opens European HQ in London with plans for 2 UK data centers

The Series C funding, which brings its total raise to around $95 million, will go toward mass production of the startup’s inaugural products

AI chip startup DEEPX secures $80M Series C at a $529M valuation 

A dust-up between Evolve Bank & Trust, Mercury and Synapse has led TabaPay to abandon its acquisition plans of troubled banking-as-a-service startup Synapse.

Infighting among fintech players has caused TabaPay to ‘pull out’ from buying bankrupt Synapse

The problem is not the media, but the message.

Apple’s ‘Crush’ ad is disgusting

The Twitter for Android client was “a demo app that Google had created and gave to us,” says Particle co-founder and ex-Twitter employee Sara Beykpour.

Google built some of the first social apps for Android, including Twitter and others