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 26 resolved? a statement only gets an assessment when the public record can support or contradict it. opinions and what-ifs never can, and 0 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
Smith: Early-stage startups can rank in AEO immediately through citations
“That's not the case for answer engine optimization because you can get mentioned by a citation tomorrow and start showing up immediately. You can have a Reddit thread. You can have a YouTube video. You can be mentioned on a blog, like a, you know, a brand new …”
Ipsen: Hiring Big-Tech CPOs Is Often a Mistake for Early Startups
“I think especially for founders that haven't hired for this caliber of talent in the past, it's really easy to be distracted by shiny objects and look at huge names. You want to find the CPOs of Google and YouTube or what have you, because that seems like it w…”
Mehrotra: The online video market rewards consistency over comprehensiveness
“And we basically have this discussion and we all came to the conclusion, this market is going to value consistency over comprehensiveness. And by the way, I think, I mean, now almost 15 years later, I think we're right. I mean, I think the, if you go look at t…”
McCabe: AI abundance will drive the value of automated content to zero
“The abundance of AI is going to make automated things worth zero, just like The value of cheap content on YouTube. Why do people subscribe to some channels and pay more? Why do people pay to rent movies? Because some things have more quality, more beauty, more…”
YouTube lacked Instagram's shared mental model for product craft
“Instagram had just this fantastic culture of thinking about how do we ship high, high quality products, right? And what does product craft mean? And so that is something that, you know, I came to YouTube and my teams particularly, they didn't have a mental mod…”
Tavel: YouTube analysis revealed subscribing, not video watching, was its core action
“Shashir Meta, who is the kind of CPO of YouTube, he reached out to me and he said, you know, that's what it was in the early days. But we started to realize that it wasn't actually our core action. And we did a lot of analysis On YouTube. And what we realized …”
Mehrotra: Prioritize strategic questions by how many other decisions they eliminate
“The eigen question, the simplest definition of eigen question is the question that when answered also answers the most subsequent questions. And it's a very simple idea that when you sit down and you say, Hey, here's all these questions we gotta answer. How do…”
Cheng: Social marketing drove 20% to 30% of daily new users at Duolingo
“And then we would track back in the product experience. Like, how did you hear about us? And put all those channels in there. And some days it would be like, holy shit, like it's bringing in 20, 30% of like our new users in any given day.”
Smith: High-LTV B2B video content offers major AEO opportunity
“YouTube, Vimeo, other video sites, the kinds of things people make videos for are food, traveling, fun, beauty. There's not that many Videos about AI powered payment processing APIs as interesting as that is, but it's a great money turn. So if you make a video…”
Atawodi: Assuming you have the answers is a new leader's biggest mistake
“When I join any company, I sort of say to myself, as any leader, as any person of influence, you don't have the answers. In fact, thinking you do is the biggest mistake. So what I do is I go through this journey of conversations, and that leads to comprehensio…”
Davis: Emotional and humorous YouTube ads outperform other creative approaches
“If you can have an emotional connection with the user is going to be way more impactful and way more powerful than anything else. And to take that further, when I say emotion that I'm talking about comedy. I'm talking about, you know happiness.”
Kaba: YouTube delivers a significantly worse experience for new accounts
“If you were to go and create a new Gmail account and look at YouTube today, I guarantee you it's a completely different and significantly worse experience, right?”
GitLab encourages employees to livestream internal team meetings to YouTube
“Our policy is like be as transparent as possible. So if it's not customer data, it's not vulnerability information. We heavily encourage the team to put their videos, like record their videos, sometimes even live stream them onto our YouTube channel.”
Lovinsky: Advocate for company priorities over your own project in healthy teams
“In, in the right organizations, even in, in large organizations, advocate for, like, what's best for The team. Advocate for what's best for the organization, even if that means that it puts you at a, you know, particular, you know, difficult moment. If it is a…”
Lovinsky: Incredible growth masks underlying product and operational problems
“Growth masks all problems. Like you don't really have an, I think, true understanding of like what is working well and what is not working well when you have like incredible growth.”
Lemkin: Opus Clip is the only AI tool I have found helpful
“The only AI tool that I've found helpful so far is Opus clip, which takes all of the incredible amount of YouTube content we have force ranks it and turns it into 59 second clips.”
Hutchins: Podcasting lacks algorithmic distribution, making growth inherently slow
“There's no built-in distribution engine in podcasting. TikTok, you make a TikTok video, TikTok sends it to, like, a hundred people, and if no one likes it does, but if, like, a few people like it, they send it to more people, and more people, and YouTube does …”
Orosz: Writing faces less competition than YouTube as creators shift to video
“These days, fewer people write because I think a lot of people find it hard and more people will do videos. And you can take advantage of some of these shifts, you know, like which might be good or bad. So if you're gonna be a really well-known person on YouTu…”
YouTube launched a generative AI creator feature 71 days after executive review
“It took Chris 71 days from the exec review to launching a Gen.ai product that gave creators ideas and inspiration for their next video.”
Sixty percent of YouTube creators manage channels exclusively via the main app
“Last year, 42% of creators were in the main app. They never downloaded YouTube Studio. This year, 60% are in the main app, and that number keeps growing.”
Kaba: YouTube Team Shifted from 40% to 15-20% Understand Work
“When I started at YouTube, we were doing 60% execution, 40% understand work... Now my teams are probably doing 80% execution, 20 to, or 85%, 20 to 15% understanding.”
Atawodi mandates every YouTube PM maintain a living 'Top 10 Problems' doc
“The tactical thing that I almost make every PM on my team do, I call it top 10 things you should know. It's a living document. So in my org right now, you know, I've got quite a number of PMs and for each of those PMs in this living Google doc, it's like go sl…”
Atawodi: YouTube plans to launch its AI creator inspiration tool in 2024
“It's going to launch next year. There's already a version of it in YouTube studio. You can just type in a word. You could be like vision, and then it will give you ideas and other videos and topics and keywords that are being searched.”
YouTube rolls out native A/B thumbnail testing tool for creators
“Another really exciting one is we launched thumbnail test and compare. So creative started on a lot of time on thumbnails, a lot of time. And we've been working a lot with creators. We've been very systematic about just getting feedback and getting it out ther…”