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BIG TECHNOLOGY Prediction Partly held up
Scaringe: Rivian has sufficient capital to reach positive free cash flow
“That's not only enough capital to launch R two and normal, but it's enough capital to launch our second R two plant in Georgia and take us through positive free cashflow.”
RJ Scaringe Nov 20, 2024 ▶ 30:37 Rivian's CEO on Elon Musk's Influence, Affordable EVs, and The Grid's Risky Future — W/ RJ Scaringe
NO PRIORS Prediction Not checkable as stated
Scaringe: Automakers failing at neural net autonomy will shrink to zero
“It's the companies that do this well will exist. The companies that don't do this well, like, I feel really strong on this. They will not exist. They will shrink to nothing. They'll asymptotically approach, you know, zero.”
RJ Scaringe Feb 12, 2026 ▶ 7:43 AI, R2 and the Future of Everyday Driving | Rivian CEO RJ Scaringe
CHEEKY PINT Assertion Supported
Scaringe: Tesla Cybertruck cannot pass European pedestrian protection safety standards
“Like, for example, a Cybertruck would not, could not work in Europe.”
RJ Scaringe Oct 14, 2025 ▶ 36:44 How to build a $16B car company with RJ Scaringe, founder of Rivian
NO PRIORS Prediction Not checkable as stated
Scaringe: Rule-based autonomy has a zero percent chance of competing
“A lot of the solutions that are more one dot O based and are sort of stuck in that framework, I think have a, like a truly a zero percent chance of progressing to be competitive with a neural net based approach.”
RJ Scaringe Feb 12, 2026 ▶ 8:46 AI, R2 and the Future of Everyday Driving | Rivian CEO RJ Scaringe
NO PRIORS Prediction Not checkable as stated
Scaringe: By 2030, car buyers will expect vehicles to drive themselves
“I mean, I think by 2030, it'll be It's inconceivable to buy a car and not expect it to drive itself.”
RJ Scaringe Feb 12, 2026 ▶ 12:55 AI, R2 and the Future of Everyday Driving | Rivian CEO RJ Scaringe
CHEEKY PINT Assertion Contradicted
Scaringe: Rivian is the best-selling SUV overall in California and Washington
“Interestingly, in California and the state of Washington, we have the best-selling SUV, electric or not electric, in California and the state of Washington.”
RJ Scaringe Oct 14, 2025 ▶ 15:59 How to build a $16B car company with RJ Scaringe, founder of Rivian
CHEEKY PINT Prediction Not checkable as stated
Scaringe: Hands-Free and Eyes-Off Driving Will Be Expected Within Five Years
“Or in this, the next five years, we're going to see autonomy features where the idea of like hands-free or hands-free eyes off go from being something that a very small percentage of customers are looking for or using to something that's essentially expected.”
RJ Scaringe Oct 14, 2025 ▶ 38:53 How to build a $16B car company with RJ Scaringe, founder of Rivian
CHEEKY PINT Assertion Contradicted
Scaringe: Every automaker except Rivian and Tesla relies on 50-150 computers
“And so, with the exception of two companies, Rivian and Tesla, every car on the road has, depending on the amount of content, anywhere from 50 to maybe a 150 little computers that run the car.”
RJ Scaringe Oct 14, 2025 ▶ 46:54 How to build a $16B car company with RJ Scaringe, founder of Rivian
CHEEKY PINT Prediction Not checkable as stated
Scaringe: Automakers without software-defined architectures will lose market share
“That must come, and if it doesn't, sort of like if manufacturers don't make that change, they're just going to lose market share, and the ones that do have that technology are going to gain a lot of market share in the next 10 years.”
RJ Scaringe Oct 14, 2025 ▶ 49:08 How to build a $16B car company with RJ Scaringe, founder of Rivian
CHEEKY PINT Prediction Open · timeframe Oct 2028
Scaringe: Rivian steady-state vehicle sales will achieve 20% to 25% gross margin
“Vehicle sales, let's say that comfortably sitting it when we get to the right steady state, the 20 to 25% gross margin.”
RJ Scaringe Oct 14, 2025 ▶ 55:46 How to build a $16B car company with RJ Scaringe, founder of Rivian
CHEEKY PINT Assertion Not checkable as stated
Scaringe: Chinese EV Cost Advantage Stems from Government-Subsidized Capital
“What's driven the cost down is that you have the compounding benefits of much lower cost of capital across not just this, the manufacturer, the vehicle manufacturer, but across their whole supply chain. So tier one, tier two, tier three, everyone's cost of cap…”
RJ Scaringe Oct 14, 2025 ▶ 1:02:41 How to build a $16B car company with RJ Scaringe, founder of Rivian
CHEEKY PINT Prediction Not checkable as stated
Scaringe: Auto Production Will Shift to China Without Trade Friction
“If There's zero trade friction between, let's say, a country and China. More production in the fullness of time will shift to China because of those advantages. The lower cost of labor, the lower cost of capital.”
RJ Scaringe Oct 14, 2025 ▶ 1:03:53 How to build a $16B car company with RJ Scaringe, founder of Rivian
BIG TECHNOLOGY Prediction Not checkable as stated
Scaringe: AI's massive energy demand will drive reinvestment in nuclear power
“I do think nuclear is gonna play a role, and you joked about it, but with the growth of AI and the energy needs for that, there's going to be, I think, reinvestment in that technology.”
RJ Scaringe Nov 20, 2024 ▶ 39:51 Rivian's CEO on Elon Musk's Influence, Affordable EVs, and The Grid's Risky Future — W/ RJ Scaringe
HOW I BUILT THIS Prediction Open · timeframe Sep 2047
Scaringe: Gas cars will be rare antiques within 25 years
“So call it the next 15 to 20 years, we'll see the fleet of vehicles in the world Essentially shift almost entirely towards electric, but you know, within, I'd say, 25 years, it would be fairly rare to see a gasoline powered car on the road. It would be like se…”
RJ Scaringe Sep 12, 2022 ▶ 1:07:08 Rivian: RJ Scaringe
MASTERS OF SCALE Assertion Supported
Scaringe: Rivian completed a $5.8B software licensing deal with Volkswagen
“We did a 5.8 billion dollar software licensing deal with the second largest car company in the world with Volkswagen Group.”
RJ Scaringe Jun 12, 2026 ▶ 12:13 Rivian CEO RJ Scaringe on the R2, robotics & the future of EVs | Masters of Scale
MASTERS OF SCALE Prediction Open · timeframe Dec 2027
Scaringe: First Rivian-powered Volkswagen EV, the ID.1, launches next year
“The first product launches next year. It's a product for Europe. It'll be the lowest cost EV in Europe. It's going to be very cool. It's called the ID one VW ID one.”
RJ Scaringe Jun 12, 2026 ▶ 13:57 Rivian CEO RJ Scaringe on the R2, robotics & the future of EVs | Masters of Scale
MASTERS OF SCALE Assertion Supported
Scaringe: Rivian R1S outsells Tesla Model X as top premium electric SUV
“If you take in the premium segment, in the flagship space, we have an SUV, our R one S and it's by a pretty significant degree. It's this best selling premium electric SUV in the country. And so you know, it's significantly outsold the Model X. It outsells eve…”
RJ Scaringe Jun 12, 2026 ▶ 18:38 Rivian CEO RJ Scaringe on the R2, robotics & the future of EVs | Masters of Scale
NO PRIORS Assertion Contradicted
Scaringe: Only Tesla and Rivian avoid domain-based vehicle architectures
“With the exception of Tesla and Rivian, every car on the road has what is called a domain-based architecture.”
RJ Scaringe Feb 12, 2026 ▶ 14:29 AI, R2 and the Future of Everyday Driving | Rivian CEO RJ Scaringe
NO PRIORS Assertion Supported
Scaringe: Rivian R1S outsells Tesla Model X roughly two to one
“The R one S is the best selling premium electric SUV in the country. So that's electric SUV is over 70,000 dollars. And where the best selling premiums should be electric or non-electric in the state of California. So it sells really well. You know, it outsell…”
RJ Scaringe Feb 12, 2026 ▶ 23:45 AI, R2 and the Future of Everyday Driving | Rivian CEO RJ Scaringe
CHEEKY PINT Assertion Supported
Scaringe: Rivian reached positive gross margin in Q4 2024 and Q1 2025
“And so finally end of 24, beginning of 25, we started to hit positive gross margin. So, Q-four of 24, Q-one of 25, positive gross margin.”
RJ Scaringe Oct 14, 2025 ▶ 12:14 How to build a $16B car company with RJ Scaringe, founder of Rivian
CHEEKY PINT Prediction Not checkable as stated
Scaringe: Rivian Gen 2 will see steep autonomy feature improvements over Gen 1
“So that's now in the car and it, the slope of the curve in terms of progress and additional features is going to be really steep. Your gen one won't have that. Gen two's will.”
RJ Scaringe Oct 14, 2025 ▶ 14:38 How to build a $16B car company with RJ Scaringe, founder of Rivian
CHEEKY PINT Assertion Supported
Scaringe: Rivian captures 35% US market share in premium electric SUVs
“If you draw the boundary diagram around electric premium vehicles, so like premium SUVs that are over 70,000 dollars, we're by far the best-selling vehicle in that class of vehicles, so we have about 35% market share as we draw that boundary diagram”
RJ Scaringe Oct 14, 2025 ▶ 15:27 How to build a $16B car company with RJ Scaringe, founder of Rivian
CHEEKY PINT Assertion Supported
Scaringe: LiDAR sensor costs dropped from $75,000 to $200
“Six, seven years ago a LiDAR was 20,000 dollars. 15 years ago LiDAR was 75,000 dollars. Today a LiDAR is like 200 bucks. So it's a very low cost sensor.”
RJ Scaringe Oct 14, 2025 ▶ 43:02 How to build a $16B car company with RJ Scaringe, founder of Rivian
CHEEKY PINT Assertion Contradicted
Scaringe: Only Rivian and Tesla sell cars without dealership middle layers
“With the exception of us and Tesla, every manufacturer today sells through distributors, and distributors then on to dealers, or in a few cases, direct to dealers. But nonetheless, there's a middle layer.”
RJ Scaringe Oct 14, 2025 ▶ 56:04 How to build a $16B car company with RJ Scaringe, founder of Rivian
CHEEKY PINT Assertion Not checkable as stated
Scaringe: Lifetime vehicle service revenue generates 2.0x to 2.5x initial price
“For every, every car that's sold, whatever its sale price is, the revenue over the life of the vehicle is generally around two to two and a half x the initial sale price. But that's over a 15 year time.”
RJ Scaringe Oct 14, 2025 ▶ 59:19 How to build a $16B car company with RJ Scaringe, founder of Rivian
BIG TECHNOLOGY Prediction Not checkable as stated
Scaringe: Automakers retreating from EVs will be severely challenged by 2030
“In the long term you know, car companies that back off their electrification strategies are going to find them, find themselves in a really challenged position as it gets out to 20, 30 and beyond where the pure play folks like us or Tesla, Have had no other ch…”
RJ Scaringe Nov 20, 2024 ▶ 4:31 Rivian's CEO on Elon Musk's Influence, Affordable EVs, and The Grid's Risky Future — W/ RJ Scaringe
BIG TECHNOLOGY Assertion Contradicted
Scaringe: Rivian R1S is the best-selling premium SUV in California
“The R one S is actually the best selling premium SUV in the state of California, not the best selling premium electric SUV, the best selling premium SUV period in California across the whole U S it's the best selling premium electric vehicle.”
RJ Scaringe Nov 20, 2024 ▶ 10:02 Rivian's CEO on Elon Musk's Influence, Affordable EVs, and The Grid's Risky Future — W/ RJ Scaringe
BIG TECHNOLOGY Prediction Open · timeframe Nov 2027
Scaringe: Porsches and Audis will run Rivian computers and software within years
“If you're driving a Porsche or an Audi a few years from now, it will have Rivian computers in it. And those Rivian computers will be running Rivian software, but the way it drives the, what it looks like on the screen, internal combustion versus electric. Yeah…”
RJ Scaringe Nov 20, 2024 ▶ 18:58 Rivian's CEO on Elon Musk's Influence, Affordable EVs, and The Grid's Risky Future — W/ RJ Scaringe
BIG TECHNOLOGY Assertion Partly supported
Scaringe: Rivian cut its bill of materials costs over 20% in 2024
“We've negotiated more than 20% savings just between Q one and Q four of this year out of our bill of materials.”
RJ Scaringe Nov 20, 2024 ▶ 29:05 Rivian's CEO on Elon Musk's Influence, Affordable EVs, and The Grid's Risky Future — W/ RJ Scaringe
BIG TECHNOLOGY Prediction Open · timeframe Nov 2029
Scaringe: Lithium-ion battery recycling rates will eventually reach nearly 100%
“I would say unequivocally, the recycling rate on lithium-ion batteries will be You're very near a hundred percent, 99.9%, maybe 99.99%.”
RJ Scaringe Nov 20, 2024 ▶ 46:43 Rivian's CEO on Elon Musk's Influence, Affordable EVs, and The Grid's Risky Future — W/ RJ Scaringe
HOW I BUILT THIS Prediction Not checkable as stated
Scaringe: Global EV adoption will require hundreds of distinct vehicle models
“I don't think we're going to end up in a world where there's one or two electric vehicles that we produce. 70, eighty million of a year that the whole world buys exactly those two or three products. I think the world needs, you know, lots of products, hundreds…”
RJ Scaringe Dec 28, 2023 ▶ 8:42 Charging up the electric vehicle market with RJ Scaringe of Rivian
HOW I BUILT THIS Assertion Not checkable as stated
Scaringe: Rivian lines run only 25–30 hours weekly due to parts shortages
“So the plant, the lines are running at essentially 25 to 30 hours a week. Because we don't have enough parts.”
RJ Scaringe Sep 12, 2022 ▶ 1:02:59 Rivian: RJ Scaringe
HOW I BUILT THIS Assertion Not publicly verifiable
Scaringe: Rivian employs roughly 500 to 600 former Tesla workers
“We say we've got about 13,000 employees. A lot of our employees formerly worked at Tesla, so probably like five, 600.”
RJ Scaringe Sep 12, 2022 ▶ 1:05:33 Rivian: RJ Scaringe
MASTERS OF SCALE Assertion Not checkable as stated
Scaringe: Vehicle development requires 40M decisions and 6,000 engineers in parallel
“That product Requires, we estimate on the order of about forty million different decisions to bring it to life. Forty million. Forty million. And there's millions of hours of engineering time necessary delivered. So the only way for this to work is you have to…”
RJ Scaringe Jun 12, 2026 ▶ 2:05 Rivian CEO RJ Scaringe on the R2, robotics & the future of EVs | Masters of Scale
MASTERS OF SCALE Prediction Not checkable as stated
Scaringe: Western world will have 5 to 10 dominant automakers
“I do think there is the potential of having less car companies in the future than we have today. Because of some of the technology shifts that are happening, but I do think there's gonna be Certainly more than five large automotive players in the Western world…”
RJ Scaringe Jun 12, 2026 ▶ 20:36 Rivian CEO RJ Scaringe on the R2, robotics & the future of EVs | Masters of Scale
NO PRIORS Assertion Partly supported
Scaringe: Onboard inference is 10x more expensive than autonomous perception sensors
“Radars are extremely cheap. LiDars are now, you know, very, very cheap. But the really expensive part of the system is actually the onboard inference. And so that's like an order imagine more expensive than any of the perception stack.”
RJ Scaringe Feb 12, 2026 ▶ 9:42 AI, R2 and the Future of Everyday Driving | Rivian CEO RJ Scaringe
CHEEKY PINT Assertion Not checkable as stated
Scaringe: Suppliers laughed at Rivian's electric SUV pitch in 2013–2014
“In, like, 2013, 20 14, I would go meet with suppliers, you know, and CEOs of very large suppliers and say, we're working on an electric SUV and electric truck as a flagship product. Following that, we want to launch more affordable electric SUVs. And the lack …”
RJ Scaringe Oct 14, 2025 ▶ 19:24 How to build a $16B car company with RJ Scaringe, founder of Rivian
CHEEKY PINT Assertion Supported
Scaringe: US is the only developed country requiring unbelted crash tests
“We also uniquely in the United States there's no other developed country that has this where we have unbelted tests.”
RJ Scaringe Oct 14, 2025 ▶ 35:03 How to build a $16B car company with RJ Scaringe, founder of Rivian
CHEEKY PINT Assertion Supported
Scaringe: Rivian, Tesla, and Waymo align on large foundation models
“I think first is I'd say there's alignment amongst Rivian, Tesla, Waymo around the use of AI to train. And so the view that you're building a large scale foundation model, multi-billion parameter model, you're building that with the data flywheel of the vehicl…”
RJ Scaringe Oct 14, 2025 ▶ 41:33 How to build a $16B car company with RJ Scaringe, founder of Rivian
HOW I BUILT THIS Assertion Supported
Scaringe: Tesla holds roughly 50% EV market share via two models
“You know, they have fifty-ish percent market share, because they have two great products. The Model Three and Model Y are great products.”
RJ Scaringe May 15, 2025 ▶ 9:19 Advice Line with RJ Scaringe with Rivian
BIG TECHNOLOGY Assertion Supported
Scaringe: Rivian's Gen 2 features the most camera megapixels outside China
“So we have 55 megapixels of cameras on our vehicle. It's the largest number of megapixels on in outside of China.”
RJ Scaringe Nov 20, 2024 ▶ 14:58 Rivian's CEO on Elon Musk's Influence, Affordable EVs, and The Grid's Risky Future — W/ RJ Scaringe
BIG TECHNOLOGY Assertion Supported
Scaringe: Rivian's zonal architecture eliminates up to 95% of vehicle microcomputers
“And it's much cheaper because you cut out 90, 95% of the computers in the car, you have a much smaller number of more powerful computers and they do a lot of things. And so that's what we've that's what we built.”
RJ Scaringe Nov 20, 2024 ▶ 18:45 Rivian's CEO on Elon Musk's Influence, Affordable EVs, and The Grid's Risky Future — W/ RJ Scaringe
BIG TECHNOLOGY Assertion Partly supported
Scaringe: Tesla possesses a highly profitable automotive service division
“Tesla's a great example of this. One of the big tailwinds they have is they have a great, highly profitable service arm.”
RJ Scaringe Nov 20, 2024 ▶ 23:59 Rivian's CEO on Elon Musk's Influence, Affordable EVs, and The Grid's Risky Future — W/ RJ Scaringe
HOW I BUILT THIS Assertion Supported
Scaringe: Rivian R1 Is Not Gross Margin Positive as of Late 2023
“Well, in the case of R-one, you know, today the product is not gross margin positive. So today is in like middle of Q-four, 20, 23.”
RJ Scaringe Dec 28, 2023 ▶ 16:09 Charging up the electric vehicle market with RJ Scaringe of Rivian
HOW I BUILT THIS Assertion Supported
Scaringe: Around 80% of Rivian Buyers Are First-Time EV Owners
“And so around 80% of our customers have never before owned an EV, which is awesome.”
RJ Scaringe Dec 28, 2023 ▶ 25:59 Charging up the electric vehicle market with RJ Scaringe of Rivian
HOW I BUILT THIS Prediction Not checkable as stated
Scaringe: Auto industry change over next 20 years will exceed horse-to-car shift
“The change is going to be larger over the next two decades than what we saw in the first two decades of the auto industry, you know, the sort of the shift from a horse to a car, as we now think about going from a combustion powered non-connected vehicle, which…”
RJ Scaringe Sep 12, 2022 ▶ 8:23 Rivian: RJ Scaringe
HOW I BUILT THIS Assertion Not checkable as stated
Scaringe: Roughly 90% of Rivian buyers never owned a pickup before
“So people who've previously owned a pickup truck represent just over 10% of our customers, meaning 90% have never owned a pickup before, which is awesome.”
RJ Scaringe Sep 12, 2022 ▶ 48:31 Rivian: RJ Scaringe
HOW I BUILT THIS Assertion Not checkable as stated
Scaringe: Over 80% of Rivian customers are first-time EV owners
“And again, we now have data on this where less than 20% of our customers have owned EVs before, meaning more than 80% have ever owned an EV.”
RJ Scaringe Sep 12, 2022 ▶ 48:59 Rivian: RJ Scaringe
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