Compare / Nuro vs Pinterest
NURO
Two former lead engineers on Google's self-driving car project left to build a vehicle with no steering wheel,…
Ben Silbermann built a virtual pinboard for collecting pretty pictures and accidentally created one of the mos…
AT A GLANCE
FUNDING HISTORY
Nuro
BUSINESS MODEL
Nuro
For most of its life Nuro sold delivery-as-a-service. Retailers, restaurants and grocery chains paid Nuro to handle the last mile with autonomous vehicles, so instead of employing human drivers a partner simply used Nuro's robot fleet.
The economics are compelling on paper. A human delivery driver costs $15-25 per hour including wages, insurance, and vehicle costs.
A Nuro vehicle costs money to build and maintain, but once deployed, it operates nearly 24/7 with no driver wages, no tips, and no breaks. The breakeven point comes when the fleet reaches sufficient utilization in a market.
That was the plan, anyway. In 2024 Nuro changed course and stopped trying to run a delivery service itself.
The business now is licensing the autonomy stack — the Nuro Driver — to carmakers and mobility companies, which is a far cheaper way to grow than building and operating your own fleet. FedEx, Domino's, Kroger, Walmart and 7-Eleven had all tested or deployed the delivery bots before the pivot.
Pinterest makes money through advertising — specifically through "Promoted Pins" that look nearly identical to organic content. This is the magic of Pinterest's business model: ads don't interrupt the experience because the experience IS discovering products and ideas.
A promoted pin for a kitchen knife set appears right alongside organic pins of kitchen designs. The user doesn't distinguish between "ad" and "content" because both serve the same purpose.
Shopping ads are the fastest-growing segment. Brands upload their product catalogs, Pinterest matches products to user searches and boards, and users can buy directly through the platform or click through to the retailer's site.
Pinterest gets paid per click or per thousand impressions.
Revenue reached $3.65 billion in 2024, up from $3.05 billion the year before, and 2024 was its first genuinely profitable year. Average revenue per user is growing but still well below Meta's — the upside is enormous if Pinterest can close that gap.
HOW THEY STARTED
Nuro
Dave Ferguson and Jiajun Zhu were both principal engineers at Google's self-driving car project (later Waymo). Ferguson led the machine learning and motion planning teams.
Zhu worked on perception — teaching cars to see and understand the world. They were two of the most senior engineers in autonomous driving.
In 2016, they left Google with a contrarian insight: the hardest part of self-driving cars wasn't the technology. It was the stakes.
A robo-taxi carrying passengers needs to be essentially perfect — any accident could injure or kill someone inside and destroy public trust. But a delivery vehicle carrying groceries?
If it gets in a fender bender, the worst case is squished bananas.
By removing the human from the vehicle, Nuro eliminated the most complex variable in autonomous driving safety. Their vehicles are small, light (under 1,200 pounds), and slow (max 25 mph on surface streets).
If one hits a pedestrian, the impact energy is dramatically lower than a 4,000-pound car going 40 mph. This let them get regulatory approval years before full-size robo-taxis.
The first prototype, R1, looked like a cartoon car — about half the width of a normal vehicle, with no windows, no mirrors, and no driver's seat. Just cargo space and sensors.
They revealed it in 2018 and began testing in Scottsdale, Arizona with Kroger for grocery deliveries.
Ben Silbermann was a former Google ad operations employee who quit in 2008 to build apps. His first attempt was an iPhone app called Tote — essentially a mobile catalog that let women browse and bookmark products from fashion retailers.
Nobody downloaded it. But Silbermann noticed something in the data: users were saving products obsessively.
The collecting behavior was more interesting than the shopping behavior.
He teamed up with Paul Sciarra, a classmate from Yale, and Evan Sharp, a designer who was studying architecture at Columbia. Together they built Pinterest — a visual bookmarking tool that let people "pin" images from around the internet to organized boards.
Think of it as a digital mood board that anyone could make.
Pinterest launched as an invite-only beta in March 2010. Growth was painfully slow at first.
Silbermann personally wrote to the first 5,000 users, giving them his phone number and asking what they wanted. The early community was overwhelmingly women interested in home decor, fashion, recipes, and DIY projects.
By 2011, Time magazine named Pinterest one of the 50 best websites. By 2012, it was the fastest site in history to reach 10 million unique monthly visitors.
HOW THEY GREW
Nuro
Nuro's strategy is to become the default autonomous delivery infrastructure for major retailers. Rather than build a consumer-facing delivery app (competing with DoorDash and Instacart), Nuro provides the robotic fleet that powers deliveries for existing brands.
The partnership-first approach reduces go-to-market friction. Kroger, Walmart, and FedEx already have massive customer bases and order volumes.
Nuro provides the autonomous last-mile delivery layer. The retailer gets lower delivery costs.
Nuro gets guaranteed demand.
That was the original plan. Houston and Mountain View were the early markets, mapped city by city, each one needing its own regulatory approval before a single vehicle moved.
It was slow and it was expensive, and in 2024 Nuro gave it up in favour of licensing its self-driving software to companies that already build and operate vehicles.
Pinterest grew organically through women sharing boards with each other. The weddings use case was the killer app — brides-to-be would create boards for dresses, venues, flowers, and invitations, then share them with their wedding parties.
That viral loop drove millions of signups.
SEO is the secret weapon. Pinterest pages rank extremely well in Google Image Search.
Someone searching "modern living room ideas" often sees Pinterest results on page one. That drives a large stream of organic traffic from people who were not looking for Pinterest at all.
Unlike other social platforms, which compete with Google for attention, Pinterest quietly benefits from it.
The shopping pivot has been the growth unlock. Under CEO Bill Ready (former Google and PayPal executive who took over in 2022), Pinterest aggressively invested in shopping features — catalog integrations, buyable pins, merchant verification, and visual search for products.
The thesis: Pinterest users are already in a shopping mindset, so removing friction between "I like this" and "I bought this" is the straightforward path to revenue growth.
THE HARD PART
Nuro
The technology still has limitations in complex scenarios. Nuro vehicles operate on surface streets at low speeds — they can't handle highways, heavy snow, or extremely dense urban environments like Manhattan.
This limits the addressable market to suburban deliveries in good weather, which is a large market but not the whole market.
The path to profitability is long. Building custom autonomous vehicles is extraordinarily capital-intensive.
Each generation of vehicle requires hundreds of millions in design, engineering, testing, and manufacturing. Nuro has burned through most of its $2.1 billion in funding and laid off 30% of staff in 2023, signaling the cash crunch is real.
Competition comes from multiple directions. Amazon is developing its own delivery robots (Scout, though paused).
Waymo could pivot to autonomous delivery, though Cruise is no longer a threat after GM shut it down at the end of 2024. Established delivery companies could partner with other autonomy providers.
And human drivers remain cheaper than robots at current scale — the economics only flip once Nuro has hundreds or thousands of vehicles per market.
Pinterest's demographics are both an advantage and a limitation. The platform skews heavily female (over 60% women) and is strongest in home, fashion, food, and weddings.
Expanding beyond these categories to attract male users, younger demographics, and different use cases has been slow.
Competition for ad dollars is fierce. Pinterest competes with Meta, Google, TikTok, and Amazon for advertising budgets.
Most advertisers allocate the bulk of their spend to Meta and Google first, then consider others. Pinterest needs to prove its return on ad spend is competitive to win larger budget allocations.
Creator economy is underdeveloped. While Instagram, TikTok, and YouTube have massive creator ecosystems with monetization tools, Pinterest has historically been about content discovery, not content creation.
Users pin other people's content — the original creators often don't even know their work is on Pinterest. Building a creator program and driving original content creation on the platform has been a recent focus but lags far behind competitors.
THE PRODUCTS
Nuro
Nuro R3 — the third-generation autonomous delivery vehicle, purpose-built with no passenger compartment. Larger cargo capacity than R2, improved sensor suite, and designed for commercial-scale manufacturing.
Nuro Autonomy Platform — the self-driving software stack including perception, prediction, planning, and control that runs Nuro's vehicles. Nuro Driver — the AI system that handles all driving decisions in real-time, combining lidar, cameras, radar, and thermal sensors.
Nuro Fleet Management — cloud-based tools for partners to monitor, dispatch, and manage Nuro vehicles across delivery zones.
Pinterest Home Feed — the core discovery surface showing personalized pins based on user interests, boards, and search history. Pinterest Lens — visual search technology that lets users take a photo of any object and find similar items to buy on Pinterest.
Pinterest Shopping — integrated e-commerce allowing users to browse and purchase products directly from pins linked to retailer catalogs. Pinterest Boards — the organizing system where users save and categorize pins into collections, used for wedding planning, home renovation, recipes, fashion, and more.
Pinterest Shuffles — a collage-making app for Gen Z users to create aesthetic mood boards, driving younger user adoption.
WHO BACKED THEM
Nuro
SoftBank Vision Fund led the massive $940 million Series B in 2019. Tiger Global led the Series C at an $8.6 billion valuation.
Greylock Partners and Gaorong Capital were early investors. Alphabet (Google's parent) invested through its venture arm.
Woven Capital (Toyota's investment fund) participated, reflecting automotive industry interest. The company has raised approximately $2.1 billion total.
Bessemer Venture Partners, FirstMark Capital, and Andreessen Horowitz were early investors. Fidelity and Valiant Capital participated in later rounds.
Rakuten invested strategically. The April 2019 IPO raised $1.4 billion at a $12.7 billion valuation.
Elliott Management, the activist investor, took a large stake in 2022 and pushed for operational improvements that contributed to the company's path to profitability.