The Ledger, every show

Every statement that passed quotation and attribution checks, across all 44 shows. Pick shows below, then mix any filter with any other.

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LENNY'S PODCAST Prediction Not checkable as stated
Evans: AI Model Providers Will Lack Pricing Power and Become Commodities
“And so it does sort of seem to me that like, if the chatbot isn't the UX and it needs to be apps and the model companies aren't going to build that. And the models themselves are basically commodities, as, at least as you can see them as users, then why would …”
Benedict Evans May 31, 2026 ▶ 35:48 The most rational take on AI you’ll hear this year
MAD Assertion Not checkable as stated
Evans: AI foundation models lack winner-takes-all network effects
“And the problem is that as far as we can see, there is no winner takes all effect or network effect in a foundation model.”
Benedict Evans Mar 19, 2026 ▶ 1:50 Benedict Evans: OpenAI’s Moat Problem & the Future of Software
MAD Prediction Not checkable as stated
Evans: VR headsets will not replace smartphones as primary computing platforms
“You're not going to wear a headset, no matter how light and cheap it is, all day outdoors. I would not have worn it walking here, even if it weighed a hundred grams and had completely perfect pass-through. Therefore, it can't replace your phone. Therefore, we …”
Benedict Evans Apr 10, 2024 ▶ 49:04 Is AI a platform shift or a paradigm shift? With Benedict Evans
ANOTHER PODCAST Prediction Not checkable as stated
Evans: Generative AI is going to demolish the porn industry
“It's also going to happen to porn. It's just going to demolish the porn industry. Because again, there's vast amounts of training data.”
Benedict Evans Apr 2, 2023 ▶ 27:01 AI, copyright and collective knowledge
ANOTHER PODCAST Prediction Not checkable as stated
Evans: Policy papers cannot control AI because models are open source
“And indeed the whole problem I had with the whole concept of AI safety and AI ethics was like, this stuff is all fundamentally open source. So aren't five companies that can do this. Anybody will be able to do this. So you're not going to be able to sit and wr…”
Benedict Evans Oct 19, 2022 ▶ 20:00 Wondering about generative AI
ANOTHER PODCAST Assertion Partly supported
Evans: FTC Chair Lina Khan falsely claimed Amazon sold below cost
“Basically she claimed Amazon was losing money, which was This wasn't true. Or she claimed Amazon was selling below cost, which wasn't true.”
Benedict Evans Jul 25, 2022 ▶ 30:16 When the point of leverage changes
ANOTHER PODCAST Assertion Supported
Evans: Vast majority of platform moderation decisions are universally agreed upon
“The vast majority of the decisions are not the lab leak theory from China or Hunter Biden's laptop. They're not things where people disagree. They are, you know, things where literally everybody who thinks content moderation is bad would look at that and go, o…”
Benedict Evans May 16, 2022 ▶ 24:59 Metaverse - how to be wrong in the right way
ANOTHER PODCAST Prediction Not checkable as stated
Evans: VR will only succeed as a niche gaming subset
“I'm afraid I am now deeply on the sort of, okay, I don't think VR is going to work except as, I mean, the school of thought that says I don't think VR is working except as a subset of games. Now clearly there's a bunch of people who think that's just because t…”
Benedict Evans Aug 26, 2021 ▶ 26:14 Games and Roblox
ANOTHER PODCAST Prediction Open · timeframe Jan 2041
Evans: China will match US per capita GDP within decades
“China is going to have the same GDP per capita as America, more or less, at some point in the next couple of decades.”
Benedict Evans Jan 17, 2021 ▶ 22:53 Two Europeans talk about China
a16z Prediction Not checkable as stated
Benedict Evans: Apple will be the company to kill native apps
“Who is it that's going to kill the native app? It's going to be Apple. Apple is the company.”
Benedict Evans Jan 2, 2019 ▶ 11:00 a16z Podcast | Searching for Mobile’s Own PageRank
ANOTHER PODCAST Prediction Not checkable as stated
Evans: AI will not fundamentally alter enterprise software adoption dynamics
“This will be more software, and people will use this to make tools the way they did with no code, and the way they did with Excel, and the way they did with all those previous things, but it doesn't actually fundamentally change the dynamic. It just shifts tho…”
Benedict Evans Jul 24, 2026 ▶ 11:22 Most people and companies aren't tool-builders
ANOTHER PODCAST Assertion Supported
Evans: AI Model Inference Alone Generates 40% to 50% Gross Margins
“And meanwhile, we sort of know that you have positive gross margins on inference alone of sort of 40, 50%, but you've got the cost of building the next model, and you don't know where the cost The cost will move, or the cost of the next model will move, and yo…”
Benedict Evans Jul 15, 2026 ▶ 1:54 Token pricing
ANOTHER PODCAST Assertion Supported
Evans: DeepSeek Proves Anyone With Two Billion Can Build Foundation Models
“Like anyone who's got a couple of billion dollars can make a foundation model which is what DeepSeq showed us as well.”
Benedict Evans Jul 15, 2026 ▶ 10:03 Token pricing
ANOTHER PODCAST Prediction Not checkable as stated
Evans: AI foundation models become commodities if frontier progress slows
“If the frontier slows down, then this stuff is definitely a commodity.”
Benedict Evans Jul 15, 2026 ▶ 13:23 Token pricing
ANOTHER PODCAST Prediction Not checkable as stated
Evans: Model makers will lose pricing power within five years
“And the paradox is like right now they can name their price, but that isn't where we're going to be in five years. You can argue about how quickly the infrastructure gets built out and how fast the GPUs arrive, blah, blah, blah, blah. Fine. But that's a supply…”
Benedict Evans Jul 15, 2026 ▶ 23:21 Token pricing
a16z Assertion Open · timeframe Jun 2031
Evans: Tech industry cannot spend $10 trillion annually on AI infrastructure
“We can't spend 10 trillion dollars a year on our AI infrastructure, because there isn't 10 trillion dollars a year there to spend on it.”
Benedict Evans Jun 8, 2026 ▶ 0:19 The Economics of AI Usage and What's Next For SaaS | Benedict Evans on a16z
a16z Assertion Not checkable as stated
Evans: Current generative AI technology cannot drive daily consumer usage
“We don't see a way that consumers will use this daily rather than weekly with the technology we have right now.”
Benedict Evans Jun 8, 2026 ▶ 2:42 The Economics of AI Usage and What's Next For SaaS | Benedict Evans on a16z
a16z Prediction Open · timeframe Jun 2028
Evans: Tech industry will spend $1T to $2T on AI CapEx
“Over the next couple of years, we've got like a trillion or two trillion dollars of capex coming down the pipe, and the models get a hundred x, 200 x, if it's more efficient every year.”
Benedict Evans Jun 8, 2026 ▶ 13:28 The Economics of AI Usage and What's Next For SaaS | Benedict Evans on a16z
a16z Prediction Not checkable as stated
Evans: Only 3 to 6 companies will build frontier AI models
“You're going to have, pick a number, three to six companies making a frontier model. Spending, no one knows, no one honest knows, like something between two hundred billion dollars and two trillion dollars a year on building these models.”
Benedict Evans Jun 8, 2026 ▶ 21:53 The Economics of AI Usage and What's Next For SaaS | Benedict Evans on a16z
a16z Prediction Not checkable as stated
Evans: AI will drive 10x to 100x increase in total software creation
“What does this do to software, and the answer is, more software, like, way more software. I mean, all software companies exist to solve problems created by other software companies, and that was the joke in security, like, All security software exists to solve…”
Benedict Evans Jun 8, 2026 ▶ 42:17 The Economics of AI Usage and What's Next For SaaS | Benedict Evans on a16z
ANOTHER PODCAST Prediction Not checkable as stated
Evans: AI foundation models will likely become commodity infrastructure
“Are the model companies going to have come some kind of, you know, oligopolistic power over the tech industry, or is this going to be commodity infrastructure with, The value being somewhere else to which I think the answer is it's commodity infrastructure, bu…”
Benedict Evans Jun 5, 2026 ▶ 2:16 The spring updates on AI
ANOTHER PODCAST Prediction Didn’t hold up
Evans: External customers will spend $100B–$150B on AI coding this year
“This year, people outside of those labs will spend, clearly will spend something in the order of hundred, hundred and fifty billion dollars to use AI coding. Just to use AI coding. And that's not AI people spending money from NVIDIA. That's real money. And tha…”
Benedict Evans Jun 5, 2026 ▶ 14:57 The spring updates on AI
ANOTHER PODCAST Prediction Not checkable as stated
Evans: Only idiots believe people will use vibe coding to rebuild Stripe
“Like, no, people are not going to vibe code to their own stripe, but that's kind of a straw man. Like it's, I'd say it's a straw man, except there are people who say this, but only idiots.”
Benedict Evans Jun 5, 2026 ▶ 27:49 The spring updates on AI
LENNY'S PODCAST Prediction Not checkable as stated
Evans: Enterprise AI software replacement will take three to ten years
“So I know people aren't going to tear out SAP and replace it with X, Y, Z. Maybe in five, in like three, five, 10 years, yes, that whole estate will look radically different. And all those jobs will have changed, but it will take, you know, two, three, four, f…”
Benedict Evans May 31, 2026 ▶ 21:58 The most rational take on AI you’ll hear this year
LENNY'S PODCAST Prediction Not checkable as stated
Evans: AI will transform the world even if models stop improving today
“Even if like the model stopped, you're getting better tomorrow. If this is it, and we hit a brick wall tomorrow, this is an incredibly useful technology that's going to change the world and get rolled out over the next 10 years.”
Benedict Evans May 31, 2026 ▶ 29:30 The most rational take on AI you’ll hear this year
MAD Assertion Partly supported
Evans: OpenAI has 900M weekly active users, but only 5% pay
“You've got nine hundred million weekly active users, but most of them are not using it every day and can't think of anything to do with it. And only five percent of them are paying for it.”
Benedict Evans Mar 19, 2026 ▶ 7:50 Benedict Evans: OpenAI’s Moat Problem & the Future of Software
ANOTHER PODCAST Prediction Not checkable as stated
Evans: AI model infrastructure likely settles into 3 to 6 company oligopoly
“So it seems quite likely that all of that will settle out at some point with some kind of oligopoly, where like the laws of gravity and the laws of financial gravity kick in, and while this is the amount of money that the revenue that you can get, and this is …”
Benedict Evans Feb 28, 2026 ▶ 3:47 The end of the network effect
ANOTHER PODCAST Assertion Not checkable as stated
Evans: User data does not currently make AI models better
“At the moment, they don't. At the moment, the companies all say, well, indeed, we don't train, we don't use your data to make the models better, partly because the amount of user data involved isn't enough to make the, relative to the broader scale of the trai…”
Benedict Evans Feb 28, 2026 ▶ 12:00 The end of the network effect
ANOTHER PODCAST Prediction Not checkable as stated
Evans: OpenAI will struggle to make data centers better than rivals
“In the end, A, it's going to be very hard for particularly OpenAI to, for their data center to be better than everybody else's or cheaper or more efficient than anybody else's.”
Benedict Evans Dec 20, 2025 ▶ 1:46 How does OpenAI compete?
a16z Prediction Not checkable as stated
Evans: The AI market will inevitably form a financial bubble
“Well, deterministically, very new, very, very big, very, very exciting, world-changing things tend to lead to bubbles. And you, I don't think anybody would dispute that you can see some bubbly behavior now, and, you know, you can argue about what kind of bubbl…”
Benedict Evans Dec 12, 2025 ▶ 14:56 AI Eats the World: Benedict Evans on the Next Platform Shift
a16z Assertion Supported
Evans: OpenAI's Deep Research marketing case used inaccurate mobile data
“OpenAI launched Deep Research. Their whole marketing case is it goes off and collects data about the mobile market. I used to be a mobile analyst. The numbers are all wrong. Their use case of look how useful this is, their numbers are wrong.”
Benedict Evans Dec 12, 2025 ▶ 26:46 AI Eats the World: Benedict Evans on the Next Platform Shift
a16z Assertion Supported
Evans: Claude has virtually no consumer usage despite top benchmark scores
“It's basically, the only consumer, Claude has basically no consumer usage, even though on the benchmark score it's the same. And then it's ChatGPT, and then halfway down the chart, it's Meta and Google.”
Benedict Evans Dec 12, 2025 ▶ 40:19 AI Eats the World: Benedict Evans on the Next Platform Shift
a16z Prediction Not checkable as stated
Evans: AI features will not commoditize premium smartphone hardware
“Am I going to buy the one that's a 10th of the price and just use the LLM on it? No, because I'll still want the good camera and this good screen and the good battery life.”
Benedict Evans Dec 12, 2025 ▶ 49:58 AI Eats the World: Benedict Evans on the Next Platform Shift
a16z Assertion Supported
Evans: Any entity spending billions can acquire a frontier AI model
“There's going to be anybody who can spend a couple of hundred, you know, can spend a couple of billion dollars can have a frontier model.”
Benedict Evans Dec 12, 2025 ▶ 52:22 AI Eats the World: Benedict Evans on the Next Platform Shift
a16z Prediction Didn’t hold up
Evans: On-device AI models will fail as capability gains outpace compression
“Will we have small models running on devices? No, because the small models, the capabilities are moving too fast for the small models to shrink the small model onto the device.”
Benedict Evans Dec 12, 2025 ▶ 52:37 AI Eats the World: Benedict Evans on the Next Platform Shift
ANOTHER PODCAST Prediction Not checkable as stated
Evans: Tech companies will spend over $400B on AI infrastructure
“These companies will collectively spend something over four hundred billion dollars building infrastructure.”
Benedict Evans Nov 16, 2025 ▶ 2:59 The AI presentation
ANOTHER PODCAST Prediction Not checkable as stated
Evans: Sora, AI app platforms, and AI browsers will likely fail
“The Sora, the app platform, the browser, it's quite more than likely that none of those will work.”
Benedict Evans Nov 16, 2025 ▶ 29:59 The AI presentation
KNOWLEDGE PROJECT Assertion Supported
Evans: Kodak was once the best-selling US digital camera vendor
“What actually happens is, once it starts happening, Kodak go all in on digital cameras. At one point, they were the best-selling digital camera vendor in the USA, and if you look at their annual ports at the time, they think this is going to be great, because …”
Benedict Evans Sep 2, 2025 ▶ 8:55 Why Everyone Is Wrong About AI (Including You) | Benedict Evans
ANOTHER PODCAST Assertion Contradicted
Evans: No competing AI app has more than 5% of ChatGPT's usage
“Go look at App Store ranking, or Google Trends, or usage data of any kind that you can get, and you see that basically it's ChatGPT, and then none of the others are more than five percent of that.”
Benedict Evans Aug 21, 2025 ▶ 2:40 A double episode: AI differentiation, and Apple does F1
ANOTHER PODCAST Assertion Not checkable as stated
Evans: AI assistant usage remains tiny compared to Google search
“Use of all of these AI assistants is still tiny compared to Google. And there is this sort of bubble talk in the valley that, oh my god, no one uses Google anymore, which is just not true unless you're in the valley.”
Benedict Evans Aug 21, 2025 ▶ 5:38 A double episode: AI differentiation, and Apple does F1
MAD Assertion Not checkable as stated
Evans: AI frontier models are commodities spread across half a dozen organizations
“The thing that's become very clear, if it wasn't clear a year ago, is that the models themselves are sort of commodities in that, you know, there's half a dozen people who have a state-of-the-art model.”
Benedict Evans May 22, 2025 ▶ 2:28 AI Eats the World: Benedict Evans on What Really Matters Now
MAD Assertion Partly supported
Evans: OpenAI's Deep Research inverted numbers in its own marketing example
“Then the interns typed the number in wrong. Like, it was literally the wrong percentage. It was like, 65, 35, instead of 35, 65.”
Benedict Evans May 22, 2025 ▶ 13:33 AI Eats the World: Benedict Evans on What Really Matters Now
MAD Prediction Not checkable as stated
Evans: AI is not currently on a path to 100% factual accuracy
“Are you telling me this is going up to the point that I'm going to be able to use deep research and the numbers will all be right, and I'll know that they're all right? Because I don't think we're on a path to that. Or at least I don't think we know that we're…”
Benedict Evans May 22, 2025 ▶ 19:04 AI Eats the World: Benedict Evans on What Really Matters Now
MAD Assertion Not checkable as stated
Evans: No standalone breakout consumer apps exist wrapping ChatGPT API
“We don't have a breakout, there's no standalone breakout consumer app. There's no one, there's no, there's all these, there's, there are all these enterprise SaaS stuff. There is not really a consumer equivalent. There aren't hundreds of consumer apps using th…”
Benedict Evans May 22, 2025 ▶ 46:55 AI Eats the World: Benedict Evans on What Really Matters Now
MAD Assertion Not checkable as stated
Evans: Public discourse around AI doomerism has effectively vanished
“Yes, all of the dumerism's gone away.”
Benedict Evans May 22, 2025 ▶ 1:12:42 AI Eats the World: Benedict Evans on What Really Matters Now
ANOTHER PODCAST Assertion Supported
Google paid $25 billion last year in device revenue share
“Google is paying a revenue share of 25 to 35% of the revenue they get from each search back to the device, and that was twenty-five billion dollars last year.”
Benedict Evans Aug 19, 2024 ▶ 3:12 Google's Antitrust case
ANOTHER PODCAST Assertion Supported
The US court cannot compel Apple to add Safari choice screens
“The court can't make Apple put a choice screen in Safari. Like, Apple isn't in court. Like, they haven't been convicted of anything.”
Benedict Evans Aug 19, 2024 ▶ 7:52 Google's Antitrust case
ANOTHER PODCAST Prediction Not checkable as stated
Apple is more likely to replace ChatGPT than build a search engine
“It's much more likely, I think, that Apple will shift questions from ChatGPT to its own foundation model than it would shift questions from Google to its own general search engine, I think.”
Benedict Evans Aug 19, 2024 ▶ 27:36 Google's Antitrust case
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