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.

clear all ✕

why aren't all 17 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

Assertion Not checkable as stated
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 …”
Ethan Smith Sep 14, 2025 ▶ 12:31 The ultimate guide to AEO: How to get ChatGPT to recommend your product | Ethan Smith (Graphite)
Assertion Partly supported
Schulhoff: Entrapment language indicates suicide risk online, explicit threats do not
“It turns out that comments like people saying, you know, I'm going to kill myself, stuff like that, are not actually indicative of suicidal intent. However, saying things like, I feel trapped, I can't get out of my situation, are. And there's a term that descr…”
Sander Schulhoff Jun 19, 2025 ▶ 31:34 AI prompt engineering in 2025: What works and what doesn’t | Sander Schulhoff
Insight
Hockenmaier: The thesis of unbundling horizontal platforms is overhyped and rarely succeeds
“Broadly though, I think that we overhyped the idea of unbundling. So I think every six months I've seen articles, somebody wrote, this is the unbundling of Reddit, the unbundling of LinkedIn, the unbundling of Facebook. We're going to take All those blue links…”
Dan Hockenmaier Oct 9, 2022 ▶ 50:36 Developing a growth model + marketplace growth strategy | Dan Hockenmaier
Insight
Smith: Authentic, transparent Reddit participation beats automated spam for LLM citations
“So the strategy is find a thread that is a part of a citation that you want to show up in, say who you are, say where you work, and then give a useful piece of information, and that works really well. And that sounds simple if you're not in the growth mindset …”
Ethan Smith Sep 14, 2025 ▶ 18:25 The ultimate guide to AEO: How to get ChatGPT to recommend your product | Ethan Smith (Graphite)
Opinion
Frederick: Despite bad use cases, NFT tech is in its infancy with valuable gems
“I think the technology behind NFT uses been used for some really nefarious things, but I think we're still in the infancy of using these technologies appropriately. There's a lot of like terrible use and a lot of uses that are wastes, but I think there's some …”
Adriel Frederick Oct 20, 2022 ▶ 8:11 Humanizing product development | Adriel Frederick (Reddit, Lyft, Facebook)
Insight
Frederick: Diversity initiatives only work when tied to concrete business value
“When you recognize that you get business value from it, then it all of a sudden becomes something that you look out for and you take care of. That's it. And there's definitely a lot more to it. But I think when it goes from, frankly, something people feel they…”
Adriel Frederick Oct 20, 2022 ▶ 17:53 Humanizing product development | Adriel Frederick (Reddit, Lyft, Facebook)
Opinion
Reddit provides more authentic Codex user feedback than hype on X
“Especially, I think for Twitter X it's a little bit more hypey, and then Reddit is a little more negative, but real, actually. So I've started increasingly paying attention to, like, how people are talking about using codecs on Reddit, actually.”
Alexander Embirikos Dec 14, 2025 ▶ 57:17 Inside OpenAI: 2026 is the year of agents, AI’s biggest bottleneck, and why compute isn’t the issue
Assertion Not checkable as stated
Smith: Google intentionally tuned search algorithms to rank Reddit, Twitter, and Quora
“Google has specifically configured their search algorithm to rank Reddit and Twitter and Quora because they want user generated content. And if it wasn't good content, then they would change the algorithm and they wouldn't rank it.”
Ethan Smith Sep 14, 2025 ▶ 19:58 The ultimate guide to AEO: How to get ChatGPT to recommend your product | Ethan Smith (Graphite)
Assertion Not checkable as stated
Frederick: Reddit's NFT avatar marketplace is performing amazingly well
“We have a, an avatar marketplace that we've been working on recently where creators have been able to make art, put it up for sale on Reddit and make that available for other folks to buy and use. And that's been performing amazingly well. The underlying techn…”
Adriel Frederick Oct 20, 2022 ▶ 7:38 Humanizing product development | Adriel Frederick (Reddit, Lyft, Facebook)
Insight
Frederick: Corporate R&D teams fail unless tied to core mission and shared wins
“So first is the rest of the company needs to see what you're doing as being core and critical to the mission. It can't seem like these guys are just playing off in a corner on something that isn't related to what we are doing every day. Cause I think that lead…”
Adriel Frederick Oct 20, 2022 ▶ 9:23 Humanizing product development | Adriel Frederick (Reddit, Lyft, Facebook)
Assertion Not checkable as stated
Rachitsky: Deel drove its early growth by answering questions on Reddit
“We had the early growth leader from Deel, D-E-E-L on the podcast a while ago, and this is how they grew up and how they grew initially before AI even came around, just going big on Reddit and answering people's questions and like, Hey, it happens to be, Deel c…”
Lenny Rachitsky Sep 14, 2025 ▶ 18:56 The ultimate guide to AEO: How to get ChatGPT to recommend your product | Ethan Smith (Graphite)
Assertion Not checkable as stated
Dropbox beta waitlist jumped from 5,000 to 85,000 overnight via Digg/Reddit
“We put this video on dig and read it and our beta waiting list went from 5000 to 85,000 people overnight.”
Drew Houston Jan 9, 2025 ▶ 12:02 Behind the founder: Drew Houston (Dropbox)
Insight
Berkowitz: Factor in community audience ceilings when pursuing organic growth
“It's important to notice that, you know, if you're looking at a subreddit of about a thousand people, you know, recognize the upper size of this audience. You know, it's not, you're not going to win 5000 businesses through that Reddit community, but you're may…”
Meltem Kuran Berkowitz Aug 27, 2023 ▶ 9:13 An inside look at Deel’s unprecedented growth | Meltem Kuran Berkowitz (Head of Growth)
Assertion Not checkable as stated
Berkowitz: Community outreach dropped from ~15% to under 5% of Deel's funnel
“Over time, of course, you know, I went from maybe being, 15% of our funnel to, you know, less than five percent of our funnel because the rest of our funnel has grown a lot.”
Meltem Kuran Berkowitz Aug 27, 2023 ▶ 12:26 An inside look at Deel’s unprecedented growth | Meltem Kuran Berkowitz (Head of Growth)
Disclosure
Berkowitz: Deel drove early growth answering questions on Reddit and forums
“When you go to Reddit and you set up those keywords to be tracking when people ask certain questions, you're not paying any money to do that. You're just seeing, oh, someone has this question. I have the answer to that. Here you go and connecting with them. It…”
Meltem Kuran Berkowitz Aug 27, 2023 ▶ 8:02 An inside look at Deel’s unprecedented growth | Meltem Kuran Berkowitz (Head of Growth)
Assertion Supported
Massive regional and Reddit Notion communities are entirely moderated by users
“So you end up with Facebook groups that have, I think Notion in Vietnam has like, 250,000 or the subreddit, which I now know has like, 210,000 people in the Notion subreddit. And those are all run and moderated by community members who just love running their …”
Camille Ricketts Dec 11, 2022 ▶ 45:41 How Notion leveraged community to build a $10B business | Camille Ricketts
Insight
Frederick: Reddit is fundamentally asynchronous conversation between anonymous strangers
“If you think about it, Reddit is primarily about asynchronous conversations between anonymous strangers about shared interests.”
Adriel Frederick Oct 20, 2022 ▶ 6:34 Humanizing product development | Adriel Frederick (Reddit, Lyft, Facebook)
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