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

Copilot, Microsoft’s brand of generative AI, will soon be far more deeply integrated into the Windows 11 experience.

Microsoft wants to make Windows an AI operating system, launches Copilot+ PCs

Some startups choose to bootstrap from the beginning while others find themselves forced into self funding by a lack of investor interest or a business model that doesn’t fit traditional…

VCs wanted FarmboxRx to become a meal kit, the company bootstrapped instead

Uber and Lyft drivers in Minnesota will see higher pay thanks to a deal between the state and the country’s two largest ride-hailing companies. The upshot: a new law that…

Uber’s and Lyft’s ride-hailing deal with Minnesota comes at a cost

Andreessen Horowitz’s American Dynamism fund has established a new fellowship program aimed at introducing top engineers and technologists to venture investing, a move that could help the firm identify less…

a16z’s American Dynamism team launches program to introduce technical minds to VC

Another fintech startup, and its customers, has been gravely impacted by the implosion of banking-as-a-service startup Synapse. Copper Banking, a digital banking service aimed at teens, notified its customers on…

Teen fintech Copper had to abruptly discontinue its banking, debit products

Autodesk — the 3D tools behemoth — has acquired Wonder Dynamics, a startup that lets creators quickly and easily make complex characters and visual effects using AI-powered image analysis. The…

Autodesk acquires AI-powered VFX startup Wonder Dynamics

Farcaster, a blockchain-based social protocol founded by two Coinbase alumni, announced on Tuesday that it closed a $150 million fundraise. Led by Paradigm, the platform also raised money from a16z…

Farcaster, a crypto-based social network, raised $150M with just 80K daily users

Microsoft announced on Tuesday during its annual Build conference that it’s bringing “Windows Volumetric Apps” to Meta Quest headsets. The partnership will allow Microsoft to bring Windows 365 and local…

Microsoft’s new ‘Volumetric Apps’ for Quest headsets extend Windows apps into the 3D space

The spam reached Bluesky by first crossing over two other decentralized networks: Mastodon and Nostr.

The ‘vote Trump’ spam that hit Bluesky in May came from decentralized rival Nostr

Welcome to TechCrunch Fintech! This week, we’re looking at the continued fallout from Synapse’s bankruptcy, how Layer wants to disrupt SMB accounting, and much more! To get a roundup of…

There’s a real appetite for a fintech alternative to QuickBooks

The company is hoping to produce electricity at $13 per megawatt hour, which would be more than 50% cheaper than traditional onshore wind.

Bill Gates-backed wind startup AirLoom is raising $12M, filings reveal

Generative AI makes stuff up. It can be biased. Sometimes it spits out toxic text. So can it be “safe”? Rick Caccia, the CEO of WitnessAI, believes it can. “Securing…

WitnessAI is building guardrails for generative AI models

It’s not often that you hear about a seed round above $10 million. H, a startup based in Paris and previously known as Holistic AI, has announced a $220 million…

French AI startup H raises $220M seed round

Hey there, Series A to B startups with $35 million or less in funding — we’ve got an exciting opportunity that’s tailor-made for your growth journey! If you’re looking to…

Boost your startup’s growth with a ScaleUp package at TC Disrupt 2024

TikTok is pulling out all the stops to prevent its impending ban in the United States. Aside from initiating legal action against the U.S. government, that means shaping up its…

As a US ban looms, TikTok announces a $1M program for socially driven creators

Microsoft wants to put its Copilot everywhere. It’s only a matter of time before Microsoft renames its annual Build developer conference to Microsoft Copilot. Hopefully, some of those upcoming events…

Microsoft’s Power Automate no-code platform adds AI flows

Build is Microsoft’s largest developer conference and of course, it’s all about AI this year. So it’s no surprise that GitHub’s Copilot, GitHub’s “AI pair programming tool,” is taking center…

GitHub Copilot gets extensions

Microsoft wants to make its brand of generative AI more useful for teams — specifically teams across corporations and large enterprise organizations. This morning at its annual Build dev conference,…

Microsoft intros a Copilot for teams

Microsoft’s big focus at this year’s Build conference is generative AI. And to that end, the tech giant announced a series of updates to its platforms for building generative AI-powered…

Microsoft upgrades its AI app-building platforms

The U.K.’s data protection watchdog has closed an almost year-long investigation of Snap’s AI chatbot, My AI — saying it’s satisfied the social media firm has addressed concerns about risks…

UK data protection watchdog ends privacy probe of Snap’s GenAI chatbot, but warns industry

U.S. cell carrier Patriot Mobile experienced a data breach that included subscribers’ personal information, including full names, email addresses, home ZIP codes and account PINs, TechCrunch has learned. Patriot Mobile,…

Conservative cell carrier Patriot Mobile hit by data breach

It’s been three years since Spotify acquired live audio startup Betty Labs, and yet the music streaming service isn’t leveraging the technology to its fullest potential — at least not…

Spotify’s ‘Listening Party’ feature falls short of expectations

Alchemist Accelerator has a new pile of AI-forward companies demoing their wares today, if you care to watch, and the program itself is making some international moves into Tokyo and…

Alchemist’s latest batch puts AI to work as accelerator expands to Tokyo, Doha

“Late Pledge” allows campaign creators to continue collecting money even after the campaign has closed.

Kickstarter now lets you pledge after a campaign closes

Stack AI’s co-founders, Antoni Rosinol and Bernardo Aceituno, were PhD students at MIT wrapping up their degrees in 2022 just as large language models were becoming more mainstream. ChatGPT would…

Stack AI wants to make it easier to build AI-fueled workflows

Pinecone, the vector database startup founded by Edo Liberty, the former head of Amazon’s AI Labs, has long been at the forefront of helping businesses augment large language models (LLMs)…

Pinecone launches its serverless vector database out of preview

Young geothermal energy wells can be like budding prodigies, each brimming with potential to outshine their peers. But like people, most decline with age. In California, for example, the amount…

Special mud helps XGS Energy get more power out of geothermal wells

Featured Article

Sonos finally made some headphones

The market play is clear from the outset: The $449 headphones are firmly targeted at an audience that would otherwise be purchasing the Bose QC Ultra or Apple AirPods Max.

10 hours ago
Sonos finally made some headphones

Adobe says the feature is up to the task, regardless of how complex of a background the object is set against.

Adobe brings Firefly AI-powered Generative Remove to Lightroom

All cars suffer when the mercury drops, but electric vehicles suffer more than most as heaters draw more power and batteries charge more slowly as the liquid electrolyte inside thickens.…

Porsche Ventures invests in battery startup South 8 to boost cold-weather EV performance