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 AI industry moves faster than the rest of the technology sector, which means it outpaces the federal government by several orders of magnitude.

Senate study proposes ‘at least’ $32B yearly for AI programs

The FBI along with a coalition of international law enforcement agencies seized the notorious cybercrime forum BreachForums on Wednesday.  For years, BreachForums has been a popular English-language forum for hackers…

FBI seizes hacking forum BreachForums — again

The announcement signifies a significant shake-up in the streaming giant’s advertising approach.

Netflix to take on Google and Amazon by building its own ad server

It’s tough to say that a $100 billion business finds itself at a critical juncture, but that’s the case with Amazon Web Services, the cloud arm of Amazon, and the…

Matt Garman taking over as CEO with AWS at crossroads

Back in February, Google paused its AI-powered chatbot Gemini’s ability to generate images of people after users complained of historical inaccuracies. Told to depict “a Roman legion,” for example, Gemini would show…

Google still hasn’t fixed Gemini’s biased image generator

A feature Google demoed at its I/O confab yesterday, using its generative AI technology to scan voice calls in real time for conversational patterns associated with financial scams, has sent…

Google’s call-scanning AI could dial up censorship by default, privacy experts warn

Google’s going all in on AI — and it wants you to know it. During the company’s keynote at its I/O developer conference on Tuesday, Google mentioned “AI” more than…

The top AI announcements from Google I/O

Uber is taking a shuttle product it developed for commuters in India and Egypt and converting it for an American audience. The ride-hail and delivery giant announced Wednesday at its…

Uber has a new way to solve the concert traffic problem

Here are quick hits of the biggest news from the keynote as they are announced.

Google I/O 2024: Here’s everything Google just announced

Google is preparing to launch a new system to help address the problem of malware on Android. Its new live threat detection service leverages Google Play Protect’s on-device AI to…

Google takes aim at Android malware with an AI-powered live threat detection service

Users will be able to access the AR content by first searching for a location in Google Maps.

Google Maps is getting geospatial AR content later this year

The heat pump startup unveiled its first products and revealed details about performance, pricing and availability.

Quilt heat pump sports sleek design from veterans of Apple, Tesla and Nest

The space is available from the launcher and can be locked as a second layer of authentication.

Google’s new Private Space feature is like Incognito Mode for Android

Gemini, the company’s family of generative AI models, will enhance the smart TV operating system so it can generate descriptions for movies and TV shows.

Google TV to launch AI-generated movie descriptions

When triggered, the AI-powered feature will automatically lock the device down.

Android’s new Theft Detection Lock helps deter smartphone snatch and grabs

The company said it is increasing the on-device capability of its Google Play Protect system to detect fraudulent apps trying to breach sensitive permissions.

Google adds live threat detection and screen-sharing protection to Android

This latest release, one of many announcements from the Google I/O 2024 developer conference, focuses on improved battery life and other performance improvements, like more efficient workout tracking.

Wear OS 5 hits developer preview, offering better battery life

For years, Sammy Faycurry has been hearing from his registered dietitian (RD) mom and sister about how poorly many Americans eat and their struggles with delivering nutritional counseling. Although nearly…

Dietitian startup Fay has been booming from Ozempic patients and emerges from stealth with $25M from General Catalyst, Forerunner

Apple is bringing new accessibility features to iPads and iPhones, designed to cater to a diverse range of user needs.

Apple announces new accessibility features for iPhone and iPad users

TechCrunch Disrupt, our flagship startup event held annually in San Francisco, is back on October 28-30 — and you can expect a bustling crowd of thousands of startup enthusiasts. Exciting…

Startup Blueprint: TC Disrupt 2024 Builders Stage agenda sneak peek!

Mike Krieger, one of the co-founders of Instagram and, more recently, the co-founder of personalized news app Artifact (which TechCrunch corporate parent Yahoo recently acquired), is joining Anthropic as the…

Anthropic hires Instagram co-founder as head of product

Seven orgs so far have signed on to standardize the way data is collected and shared.

Venture orgs form alliance to standardize data collection

As cloud adoption continues to surge toward the $1 trillion mark in annual spend, we’re seeing a wave of enterprise startups gaining traction with customers and investors for tools to…

Alkira connects with $100M for a solution that connects your clouds

Charging has long been the Achilles’ heel of electric vehicles. One startup thinks it has a better way for apartment dwelling EV drivers to charge overnight.

Orange Charger thinks a $750 outlet will solve EV charging for apartment dwellers

So did investors laugh them out of the room when they explained how they wanted to replace Quickbooks? Kind of.

Embedded accounting startup Layer secures $2.3M toward goal of replacing QuickBooks

While an increasing number of companies are investing in AI, many are struggling to get AI-powered projects into production — much less delivering meaningful ROI. The challenges are many. But…

Weka raises $140M as the AI boom bolsters data platforms

PayHOA, a previously bootstrapped Kentucky-based startup that offers software for self-managed homeowner associations (HOAs), is an example of how real-world problems can translate into opportunity. It just raised a $27.5…

Meet PayHOA, a profitable and once-bootstrapped SaaS startup that just landed a $27.5M Series A

Restaurant365, which offers a restaurant management suite, has raised a hot $175M from ICONIQ Growth, KKR and L Catterton.

Restaurant365 orders in $175M at $1B+ valuation to supersize its food service software stack 

Venture firm Shilling has launched a €50M fund to support growth-stage startups in its own portfolio and to invest in startups everywhere else. 

Portuguese VC firm Shilling launches €50M opportunity fund to back growth-stage startups

Chang She, previously the VP of engineering at Tubi and a Cloudera veteran, has years of experience building data tooling and infrastructure. But when She began working in the AI…

LanceDB, which counts Midjourney as a customer, is building databases for multimodal AI