Nuro

Uber

Nuro

Nuro's business model is delivery-as-a-service. They partner with retailers, restaurants, and grocery chains who pay Nuro to handle last-mile delivery using autonomous vehicles.

Instead of employing human drivers, partners use 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.

Revenue also comes from technology licensing. Nuro has partnerships where their autonomy stack could be integrated into other vehicles or platforms.

FedEx, Domino's, Kroger, Walmart, and 7-Eleven have all tested or deployed Nuro vehicles for delivery.

Uber

Uber is a marketplace that connects riders with drivers. You request a ride through the app, the nearest driver accepts, picks you up, drops you off, and Uber takes a cut — typically 25-30% of the fare.

The driver keeps the rest. Uber doesn't own any cars.

They don't employ any drivers. They built a $150 billion company by being the middleman with a really good app.

The model expanded into Uber Eats (food delivery, same concept — restaurants cook, drivers deliver, Uber takes a cut), Uber Freight (connecting truckers with shippers), and advertising. The advertising business is quietly enormous — Uber has data on where millions of people go every day, and brands will pay handsomely for that.

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.

Uber

The idea started in Paris in December 2008. Travis Kalanick and Garrett Camp were at the LeWeb tech conference and couldn't find a cab.

Camp had been obsessing over the idea of summoning a car with your phone. He bought the domain UberCab.com, built a prototype, and recruited Kalanick to help run it.

The first version launched in San Francisco in 2010 as a black car service — not the cheap rideshare everyone knows today. You'd tap a button, a Lincoln Town Car would show up, and it cost about 1.5x a regular taxi.

Ryan Graves answered a tweet from Kalanick looking for an "entrepreneurial product manager" and became employee number one. He ran operations while Kalanick was still finishing up another startup.

Graves would later become CEO briefly before handing the reins to Kalanick. The app launched with just a handful of cars in San Francisco.

It worked so well that riders couldn't shut up about it.

The real inflection point came in 2012 when they launched UberX — regular people driving their own cars at prices cheaper than taxis. That one decision turned Uber from a luxury black car service into a verb.

Within two years, UberX was available in hundreds of cities and the word "Uber" had entered the dictionary.

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.

Geographic expansion follows a city-by-city playbook. Nuro maps a market, gets regulatory approval, deploys a small fleet, proves reliability, then scales up.

Houston and Mountain View were early markets. The goal is to have fleets operating in major metros across the US.

Uber

Uber's early growth strategy was beautifully ruthless. They'd roll into a new city, launch without asking permission, and deal with the regulatory fallout later.

They called it "Travis's Law" — it's easier to ask forgiveness than permission.

The playbook was simple: launch in a new city, give massive discounts to riders (sometimes completely free rides), pay drivers signing bonuses and guaranteed hourly rates, and flood the zone until the city was hooked. Then slowly raise prices and cut driver incentives once the market was locked.

They burned billions doing this but it worked — by 2016 Uber was in 500+ cities across 70 countries.

They also weaponized word of mouth with referral codes. Every rider could give free rides to friends.

Every new driver got a bonus for signing up. The viral loop was insane.

At peak growth, Uber was adding a new city every day.

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 and Cruise could pivot to autonomous delivery. 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.

Uber

Where do you even start? Uber might have faced more simultaneous existential crises than any company in history.

Regulatory wars. Taxi unions, city governments, and entire countries tried to shut Uber down.

London revoked their license. France arrested two executives.

Uber was banned, unbanned, re-banned, and sued in dozens of jurisdictions simultaneously.

The toxic culture. In 2017, former engineer Susan Fowler published a blog post describing rampant sexual harassment, discrimination, and HR cover-ups at Uber.

It went nuclear. Investigation after investigation followed.

Board members resigned. Executives were fired.

Travis Kalanick's ouster. After the culture scandals, a leaked video of him berating an Uber driver, and a federal investigation into stolen trade secrets from Google's self-driving car unit Waymo, the board forced Kalanick to resign as CEO in June 2017.

Dara Khosrowshahi came in from Expedia to clean things up.

The cash burn was legendary. Uber lost $8.5 billion in 2019 alone.

They subsidized rides so heavily that riders were paying less than the actual cost of the trip. The company didn't turn its first operating profit until Q3 2023 — fourteen years after founding.

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.

Uber

Uber Rides is the core product — get from A to B in someone else's car. UberX is the standard option, Uber Black is the premium black car tier, UberXL fits bigger groups, and Uber Reserve lets you schedule rides in advance.

Uber Eats is the food delivery arm and competes directly with DoorDash and Grubhub. Uber Freight is the logistics play — basically Uber for semi-trucks, connecting carriers with shippers.

Uber for Business lets companies manage employee rides and meals. Uber now also offers package delivery, grocery delivery, and even boat rides in some cities.

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.

Uber

Benchmark Capital, First Round Capital, Menlo Ventures, Jeff Bezos, Goldman Sachs, Google Ventures, Saudi Arabia's Public Investment Fund, SoftBank, Toyota, PayPal co-founder Peter Thiel, Tencent