The Ledger
Every statement that passed quotation and attribution checks. Mix any filter with any other: certainty 1/5, debate potential 5/5, or both at once.
why aren't all 216 resolved? a statement only gets an assessment when the public record can support or contradict it. opinions and what-ifs never can, and 2 checkable ones are still open, waiting for their date. predictions held up or didn't; assertions are supported or contradicted. on every card: ▮▮▮▮▮ certainty · ▮▮▮▮▮ debate potential. speakers are clickable
Baker: Google surpassed OpenAI and Anthropic in total AI traffic
“I think they've taken 15 or 20 points of traffic share in the last two or three months, and that does not, that's just traffic to Gemini. It does not include search overviews. I suspect on a actual traffic basis, Google is bigger than OpenAI, Anthropic, anyone…”
Keith Rabois predicts ChatGPT will become a multi-trillion dollar monopoly
“I think ChatGBT becomes a monopoly. It's the fastest growing consumer product of all time. It is transforming how everybody, every normal person basically does their work, runs their life. And so that product alone is a several trillion dollar company.”
Casado: Google's AI models are getting trounced by OpenAI and Anthropic
“Google is Google. They have all the data, they have all the intelligence and like their models are getting trounced. By open AI and by anthropic.”
George: Anthropic and OpenAI add more monthly revenue than tech giants
“Anthropic and OpenAI are adding more revenue per month than Meta, Google, or Microsoft.”
David George: Anthropic and OpenAI combined run rate could hit $200B
“And I wouldn't be surprised if the combination of those two companies is doing two hundred billion of revenue run rate.”
George: OpenAI and Anthropic added half of public software's 2025 net revenue
“Public software companies added forty six billion dollars of revenue in 20, 25. If you just add up OpenAI and Anthropic on their, on a run rate basis, they added almost half of that.”
Moore: Big AI labs struggle to build opinionated consumer products
“In my opinion, we've gone through dozens of things that they've launched or tried as new consumer products or new consumer interfaces like group chat, like Pulse, like Atlas, like Sora. Google has had a long tail, like Stitch, Gems, Opal, Doppel, Tons. Yeah. N…”
Evans: OpenAI's huge user base is fragile without network effects
“You've got these eight or nine hundred million weekly active users, but you don't have, but that feels very fragile because all you've really got is the power of the default and the brand. You don't have a network effect. You don't really have feature lock-in.…”
Baker: GPT-V is not evidence that AI scaling laws are ending
“GPT-V is a smaller model. It was not designed to be better. It was designed to be more economical for OpenAI and Microsoft to run. Any reference to GPT-V and scaling loss is crazy.”
Altman: AI models will make important scientific discoveries in two years
“So in two years, I think the models will be doing bigger chunks of science and making important discoveries.”
Altman: Current LLMs can advance enough to automate AI research breakthroughs
“I think far enough that we can make something that will figure out the next breakthrough with the current technology. Like I, it's a very self-referential answer, but if LLMs can get, if LLM based stuff can get far enough that it can do like better research th…”
Patel: OpenAI signed up to pay Oracle $80+ billion annually
“With OpenAI, it's not, and so there's gotta be some, like, error bars as you go further out in terms of, like, Will OpenAI exist in 28, 29 30, and will they be able to pay the 80 plus billion dollars a year that they've signed up to Oracle with, right?”
Roy Lee predicts Cluely will achieve better distribution than OpenAI
“If the question is about distribution, then I think there's actually, like, a pretty strong case for us to make that we will actually end up distributing better than OpenAI, and It's enough that you could probably bet on us at like, well, like a 30,000 X disco…”
Anduril is partnering with OpenAI on counter-drone defense systems
“This is one of the areas we're partnering with OpenAI on”
Horowitz: Google missed OpenAI's breakthrough because it became big and slow
“The older and larger they get, The less adaptive they become. And we like, we've seen this with Google who invented, you know, most of the new AI technology and then was a little bit of sleep at the wheel. You know, when open AI released GPT They missed it jus…”
AI Adoption Accelerated Across OpenAI, Open Source, and Grok in Summer
“Now, if we're being honest, you know, Anthropic is you know, in a quiet period, so maybe they've slowed down a little bit, but I do think the rest of the world has accelerated, you know, OpenAI is clearly accelerated. Open source, I think, has accelerated more…”
Anthropic Cleaned Up Accounting to Make Revenue Comparable to OpenAI
“If you're anthropic, one, I think they probably trued up and cleaned up some accounting. You would, you'd rather do that. So you rebased and now you're comparable to open AI.”
Acharya: AI Foundation Model Race Will Have Multiple Winners, Not Just One
“I'm a many winners guy, and I see I'm in a, yeah, I'm in good company with many of you. I mean, if you look at what's happened in the last two weeks you know, XAI went from not even being a real contender on the model side to being, you know, one of three, so …”
Clark: Top 1% VC exit threshold could pass $100B by September
“And then if you then think about OpenAI and Anthropic coming in you know, potentially we could be north of a hundred billion dollars by September.”
Horowitz: OpenAI and Anthropic will not sell directly to travel managers
“And then the second thing that's like, nobody wants to do, including open AI or Anthropic is sell to the damn travel manager. Like nobody has a channel to the travel manager.”
George: OpenAI Has More Monetization Upside Than Downside Risk
“I think there's way more upside to monetize the base than there is risk of price pressure on, you know, today's thirty million people paying for it.”
Acharya: OpenAI lacks the proprietary therapist data powering Slingshot
“Of course, OpenAI and ChatGPT are formidable, but they simply don't have the data that Slingshot has, and as a result, Slingshot's able to provide a differentiated and high-priced product, and it's working well.”
Andreessen: xAI Reached Frontier Performance Parity in Under 12 Months
“XAI basically caught up to, you know, state of the art open AI anthropic level in, in like less than 12 months from a standing start.”
Justine Moore: Sora succeeded as a creative tool but failed socially
“But I think what we've seen is like in the retention data and how we're seeing it used is it was massively successful as a creator tool. Like now my feed is probably two thirds AI slop, if not more. And I, over 50% of it is now Sora, whereas before it was like…”
Evans: OpenAI's vision contradicts itself on human-level AI versus software tools
“I watched this, one of the OpenAI live streams a couple of weeks ago, and they spend the first 20 minutes talking about how they're going to have, like, human-level, PhD-level AI researchers, like, next year. And then the second half of the stream is, oh, and …”
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.”
Sherman Wu: ChatGPT has reached 800 million weekly active users
“The first party app is a really great way to get, you know it was like eight hundred million wows or whatever now.”
Sherman Wu: OpenAI previously believed a single model would replace fine-tuning
“I remember like, even with an open AI, the thinking was that there would be like one model that rules them all. And it's like, why would you, I mean, like this kind of goes to the fine tuning API product. It's like, why would you even have a fine tuning produc…”
Sherman Wu: Replicating OpenAI's flagship model inference performance is extremely hard
“Even if we just like, you know, open source, like if we just literally open sourced GPT-V or something, it would be really, really hard to inference it at the level that we are able to get it to do.”
Sherman Wu: OpenAI prices its API services using a cost-plus model
“Internally, one thing we do is, is we always make sure that we actually price our usage-based pricing from a, like, cost-plus perspective. Like, we're actually just, like, trying to make sure that we're being responsible from a margin perspective.”
Sherman Wu: Usage-based pricing naturally approximates outcome-based pricing in AI
“On outcome-based pricing it sounds very appealing, like, if it can work, but one thing that we've started realizing is it actually ends up correlating quite a bit with usage-based pricing, especially with test time compute. Like, if the thing is just, like, th…”
Shear: OpenAI Focuses on Building AI Tools Rather Than Digital Beings
“OpenAI is dedicated to a view of building AI that I knew wasn't the thing that I wanted to drive towards. And I think that OpenAI can still basically wants to build a great tool.”
Masad: GPT-5 regressed in human tone compared to GPT-4
“My feeling is that you know, GPT-Five got good at verifiable domains. It didn't feel that much better at anything else. The more human angle of it felt like it regressed”
Rabois: OpenAI is the most important company of the last decade
“It's the most important company of the last decade.”
Labenz: OpenAI's router failure caused bad initial GPT-5 outputs
“The problem at launch was that that router was broken. So all of the queries were going to the dumb model, and so a lot of people literally just got Bad outputs, which were worse than oh three because they were getting non thinking responses.”
Altman: Static AI benchmark scores are crazily gamed and less interesting
“But I think the like static evals of benchmark scores are less interesting. And also those are crazily gamed.”
Altman: Public awareness lags far behind actual AI model capabilities
“And now we're in this world where the capability overhang is so immense. Like most of the world still just thinks about what ChatGPT can do. And then you have, like, some nerds in Silicon Valley that are using codecs, and they're like, wow, those people have n…”
Altman: OpenAI will not devote a large fraction of compute to Sora
“But we won't throw like tons of compute at it or not by a fraction of our.”
Altman: Managing research requires a seed investor mindset, not product management
“A really good research culture looks much more like running a really good seed stage investing firm and betting on founders and sort of that kind of, than it does like running a product company.”
Altman: Rights holders fear Sora won't feature their characters enough
“In the case of Sora, we've heard from A lot of concerned rights holders and also a lot of... And a lot of rights holders who are like, my concern is you won't put my character in enough.”
Altman: OpenAI prioritizes GPU allocation for research over consumer growth
“When there's a constraint, we almost like, which happens all the time we almost always prioritize giving the GPUs to research over supporting the product. Part of the reason we want to build this capacity so we don't have to make such painful decisions. There …”
Altman: OpenAI Consults Its Own Models for Strategic Company Advice
“There have been multiple times, and there was just another one recently where we have asked a then current model for, you know, what should we do? And it has had a insightful answer we missed.”
Altman: OpenAI continues achieving fundamental breakthroughs in deep learning and reasoning
“And deep learning has been this miracle that keeps on giving, and we have kept finding, like, breakthrough after breakthrough. Again, when we got the reasoning model breakthrough, like, I also thought that was like, we're never gonna get another one like that.…”
Pachocki: Standard AI evaluation benchmarks are close to saturation
“One thing is that indeed for like these e-files that we've been using for the last few years, they're indeed pretty close to saturated.”
Pachocki: OpenAI's primary research target is building an automated researcher
“The big thing that we are targeting is producing an automated researcher. So automating the discovery of new ideas, the next set of evals and milestones that we're looking at will involve actual movement on things that are economically relevant.”
Chen: GPT-5 Pro automates tasks that take physics students months
“And you know, we see physicists, mathematicians kind of repeating this experience over and over where they're trying GPT-Five Pro and saying, wow, this is something that the, you know, previous version of the models couldn't do. And it is a little bit of a lig…”