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 651 resolved? a statement only gets an assessment when the public record can support or contradict it. opinions and what-ifs never can, and 5 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
Matze: No Off-The-Shelf LLM Is Designed For Sales Conversations
“The main thing is there's no LLM, there's no chat GPT, there's no cloud that is specifically meant to respond for sales or human-like conversations.”
Evgeny Matze Jan 8, 2026 ▶ 15:49 #2292 AI Automation that makes cold calls
Insight
Matze: AI coding tools produce errors without architectural understanding
“The thing that people have to understand is that with cloud code or any of these coding tools, they're just that they're tools. If you don't know how to swing a hammer, the nails could go in a bent. If you know how to swing a hammer, the nails to go in straigh…”
Evgeny Matze Jan 8, 2026 ▶ 30:25 #2292 AI Automation that makes cold calls
Insight
Apfelbaum: Internet users prefer done-for-you services over software tools
“The headshot software that I built is actually a service for people because people don't want to use software. People, especially people on the internet, what they want to do is they want you to just deliver headshots for them.”
Joe Apfelbaum Dec 30, 2025 ▶ 0:59 #2291 He keeps launching AI businesses
Disclosure
Apfelbaum: Sells $500 AI Course and $3,000/Year Mastermind Learning Live
“Pay me 500 bucks, and a bunch of people paid 500 bucks, and people are still paying 500 bucks, and I said, as an ongoing thing, if you want to meet me every single month for three hours, because I'm learning AI myself, it's 3000 dollars a year, and a percentag…”
Joe Apfelbaum Dec 30, 2025 ▶ 6:38 #2291 He keeps launching AI businesses
Insight
Apfelbaum: People Will Pay to Learn Basic Prompting on Suno and Sora
“People will pay you to teach them how to make AI music. People will pay you to put in a prompt into Suno and teach you how to make AI music. People will pay you to teach them how to go into Sora and make a prompt and make a video on Sora too. People will pay y…”
Joe Apfelbaum Dec 30, 2025 ▶ 7:40 #2291 He keeps launching AI businesses
Assertion Not checkable as stated
Apfelbaum: Presold 100 copies of '99 Hacks' course for $10K before building it
“And then a 145 people voted, and so I created a Stripe link for 99 dollars, and I send it to a hundred people. I didn't even have anything created yet, and then a hundred people paid for it. So I had 10,000 dollars in cash sitting in an account”
Joe Apfelbaum Dec 30, 2025 ▶ 9:22 #2291 He keeps launching AI businesses
Insight
Apfelbaum: Front-End JavaScript Prompt Generators Eliminate AI API Costs
“And by the way, it's not even using AI credits cause it's all JS. It's all JavaScript. So you create a framework that you don't even need a backend for that you sell access to that they're either paying monthly, 10 bucks a month, or they're paying a lifetime a…”
Joe Apfelbaum Dec 30, 2025 ▶ 35:38 #2291 He keeps launching AI businesses
Prediction Not checkable as stated
Apfelbaum: EVAI will become a hundred-million-dollar business
“But in terms of, like, my baby, the thing that's going to be the hundred million dollar gorilla, that's heavy AI.”
Joe Apfelbaum Dec 30, 2025 ▶ 45:23 #2291 He keeps launching AI businesses
Insight
Santos: Giving people creation tools creates novel behaviors, not linear extrapolations
“And so I think if you give people the tools to creation, they will do things that are not necessarily an extrapolation of what we do today.”
Ricardo Vice Santos Dec 29, 2025 ▶ 5:25 #2290 He’s building an AI media empire
Assertion Contradicted
Santos: Women make roughly 70% of Gillette razor purchases
“There's a few products that are like this, like the one I usually tell is like, is Gillette where, you know, usually the woman in the relationship is the one that buys the Gillette. It's like, I think about 70% of the purchases of Gillette are by women. Don't,…”
Ricardo Vice Santos Dec 29, 2025 ▶ 16:50 #2290 He’s building an AI media empire
Insight
Vice Santos: Multi-character consistency in generative AI is exponentially harder
“If you look at most comparable products out there usually they have one character just because the whole thing about having, if it's already hard to keep consistent with one character character, it becomes actually exponentially harder with multiple, not becau…”
Ricardo Vice Santos Dec 29, 2025 ▶ 26:32 #2290 He’s building an AI media empire
Insight
Santos: AI tools make product distribution harder and more critical than execution
“Particularly in the time where you have all these tools like you know, vibe coding, lovable, so on, so forth, where everyone can create the product. You can, you know, it, it's a great time in the sense that, you know, if you ever, you know, if you were ever t…”
Ricardo Vice Santos Dec 29, 2025 ▶ 28:30 #2290 He’s building an AI media empire
Disclosure
Santos: Dream Stories will not make ABC books due to zero repeatability
“That's why we're not doing ABC books. You know, people ask me to say, well, can I get a book about ABC? I was like, no, not interested in that, right? There's no repeatability to that.”
Ricardo Vice Santos Dec 29, 2025 ▶ 32:54 #2290 He’s building an AI media empire
Assertion Supported
Warner: Zapier's founder automates employee meeting feedback based on management books
“Wade, the founder, likes the, what is it, the five dysfunctions of an organization, of a team. I forget the name of the book. Anyway, he likes it so much that that, at the end of each internal meeting, Everyone's individual contribution to the meeting gets ana…”
Andrew Warner Dec 29, 2025 ▶ 43:20 #2290 He’s building an AI media empire
Opinion
Santos: Intercom's Fin works well only with extensive tailoring and customization
“Now it's not amazing. But you know, but it's good and but it requires a lot of customization, right? And I would say that I would still recommend it. But I think the value, you know, if you go out and try Finn, I think what you're going to be very disappointed…”
Ricardo Vice Santos Dec 29, 2025 ▶ 55:49 #2290 He’s building an AI media empire
Insight
Foster: AI Enables Small Businesses to Automate Previously Cost-Prohibitive Tasks
“AI allows you to put brains in your business in places that was really hard to put brains in the past. It was very manual, very expensive, and mostly, especially for small business, you're just like, I'm just not going to do it.”
Wade Foster Dec 19, 2025 ▶ 5:50 #2289 Building companies using Zapier’s AI automations
Insight
Foster: AI is valuable for building workflows because people struggle with systems
“This is the other place where AI is really exciting, is it's not just helpful as a tool inside your workflows. It's also really helpful for building workflows, because building workflows is kind of hard. Like, not everyone thinks in systems, thinks in structur…”
Wade Foster Dec 19, 2025 ▶ 17:33 #2289 Building companies using Zapier’s AI automations
Insight
Foster: Giving AI agents more tools increases their error rates
“The more tools you give it, The harder it thinks, the more mistakes it's gonna make.”
Wade Foster Dec 19, 2025 ▶ 22:34 #2289 Building companies using Zapier’s AI automations
Assertion Not publicly verifiable
Foster: Zapier has approximately 350,000 customers
“We're like, 350,000 customers or so.”
Wade Foster Dec 19, 2025 ▶ 23:21 #2289 Building companies using Zapier’s AI automations
Assertion Not checkable as stated
Foster: Zapier's peak monthly cash burn was only about $20,000
“The most money we lost in a month was about 20,000 dollars”
Wade Foster Dec 19, 2025 ▶ 23:56 #2289 Building companies using Zapier’s AI automations
Insight
Foster: Speed-to-lead automation increases conversion rates to box out competitors
“Speed to lead. You, it improves your conversion rate massively. And when you improve your conversion rates, it means you can now be more efficient in how you deploy your advertising dollars, because now you're getting a higher customer lifetime value, higher A…”
Wade Foster Dec 19, 2025 ▶ 37:36 #2289 Building companies using Zapier’s AI automations
Insight
Foster: Top automators route queries across ChatGPT, Claude, and Gemini
“What I see the best automators do is they know ChatGPT is really good at this type of queries. Claude is really good at these types of queries. Gemini's really good at this type of stuff, and so they're using Zapier to say, hey, go route this request here, and…”
Wade Foster Dec 19, 2025 ▶ 41:20 #2289 Building companies using Zapier’s AI automations
Insight
Foster: AI makes an exceptionally good coach because it is neutral and patient
“I have found that AI is an exceptionally good coach. It is infinitely patient. It is neutral. It just observes what it sees and it tells you what it thinks it has observed.”
Wade Foster Dec 19, 2025 ▶ 42:50 #2289 Building companies using Zapier’s AI automations
Insight
Hastings: Accounting is largely understanding business context, not just numbers
“People think that accounting is just numbers. Actually, so much of it is just understanding what's going on in the business. And so much of that is actually human written.”
Helen Hastings Dec 17, 2025 ▶ 1:03 #2288 She had people do AI’s work
Assertion Not checkable as stated
Hastings: Books inherited by Quanta from other providers contain widespread miscategorizations
“So when with Quanta inherit books from other providers, we see all of these things miscategorized, and it's actually very simple for us to get that understanding based on what we see as the memos and what we see as the receipt content and invoice content.”
Helen Hastings Dec 17, 2025 ▶ 2:11 #2288 She had people do AI’s work
Assertion Supported
Hastings: QuickBooks Does Not Match Payroll Records with Bank Movements
“From my payroll system, I see that a payroll ran, and then in my bank, I see that the money moved to run that payroll. We match those things together and make sure that they're consistent, and QuickBooks does not do that, but we built that from the ground up i…”
Helen Hastings Dec 17, 2025 ▶ 10:58 #2288 She had people do AI’s work
Insight
Hastings: Waiting for monthly financial close is too slow for decision-making
“If you are waiting until the end of the month to understand what your finances are, the time has already passed to make the decisions that are important. You really need to be making decisions on a day-to-day basis, and that requires understanding the fundamen…”
Helen Hastings Dec 17, 2025 ▶ 13:24 #2288 She had people do AI’s work
Insight
Hastings: Hybrid software-services model is best for launching AI startups
“Well, that's one reason that the hybrid software and services model is a great way to get started on a business like ours because that last mile edge case, we do have humans do, and it's helpful for onboarding and understanding the, our customers' businesses, …”
Helen Hastings Dec 17, 2025 ▶ 17:31 #2288 She had people do AI’s work
Insight
Hastings: Founders must do manual dirty work to build great products
“And I think that, by the way, I think that's the best way to just build a great product. Just really see the dirty parts of it instead of just handing it off to someone else.”
Helen Hastings Dec 17, 2025 ▶ 19:13 #2288 She had people do AI’s work
Assertion Supported
Hastings: QuickBooks is still not fully cloud-based
“QuickBooks is still not even fully cloud, which is very funny. I think, so a lot of people still use QuickBooks desktop.”
Helen Hastings Dec 17, 2025 ▶ 24:00 #2288 She had people do AI’s work
Disclosure
Hastings: Quanta only accepts clients that fit its automated software
“Our approach was we only work with companies that fit within the automation that we have built.”
Helen Hastings Dec 17, 2025 ▶ 26:40 #2288 She had people do AI’s work
Insight
Hastings: Bookkeepers misclassify LLM API costs into OpEx instead of COGS
“The past 15 years of SaaS businesses, everyone just assumes that their margins are incredible, but now companies are spending so much on the LLM API providers, and because traditional bookkeepers don't understand those new vendors and how to treat them, they o…”
Helen Hastings Dec 17, 2025 ▶ 33:49 #2288 She had people do AI’s work
Insight
Hastings: AI software margin profiles fundamentally differ from traditional SaaS
“Really becoming a requirement in the AI era because your costs are so volatile and changing every day, and the margin profiles of software businesses have completely changed with how expensive their costs are and how those costs scale when their users use them…”
Helen Hastings Dec 17, 2025 ▶ 34:44 #2288 She had people do AI’s work
Insight
Hastings outlines a 3-step playbook for AI automation startups
“I would say for anyone looking to use AI to start a company to displace what was traditionally done very manually by humans, first, see what they're doing really understand it then, two, do it yourself. As you bring on your first customers. So do the work your…”
Helen Hastings Dec 17, 2025 ▶ 35:52 #2288 She had people do AI’s work
Insight
Tossell: No-code tool workflows are fundamentally programming in a visual format
“The thing I didn't realize until, I don't know whether it was within the MakerPad life or after it, was like, I'm still teaching programming, but in a different format. Like, there's different, the tools just look different. Like, they don't look like a code b…”
Ben Tossell Dec 8, 2025 ▶ 9:33 #2287 AI made a “no code” founder into a coder
Disclosure
Makerpad founder Ben Tossell no longer uses Zapier, preferring to code
“Because I have a very high threshold for pain and I want to code it.”
Ben Tossell Dec 8, 2025 ▶ 11:41 #2287 AI made a “no code” founder into a coder
Insight
Tossell: Generate agent instructions by asking AI to document successful executions
“So you can see all the different tool calls and things it did. So I kind of just copied all of that and then said to Droid, like, give me step by step instructions exactly on what you just performed to get to this output. I said, okay, great. Now put that into…”
Ben Tossell Dec 8, 2025 ▶ 27:54 #2287 AI made a “no code” founder into a coder
Disclosure
Tossell: I now use CLI tools instead of ChatGPT web apps
“And actually I now use the CLI tool over using ChatWT or Claude on the web for almost anything.”
Ben Tossell Dec 8, 2025 ▶ 32:48 #2287 AI made a “no code” founder into a coder
Insight
Tossell: Community leaders must ask basic questions to drive engagement
“When anyone asks, asks me for advice on community, the number one, I think, number one thing I say is, you're going to lead by example. Like, if you're not in there talking, no one else is going to be in there talking. If you're not in there asking seemingly s…”
Ben Tossell Dec 8, 2025 ▶ 37:08 #2287 AI made a “no code” founder into a coder
Insight
Tossell: Raw screen recordings outperform polished corporate videos on Twitter
“I think the best videos on Twitter are the ones that are just, hey, I've just clicked record, I'm just doing this thing, I've just posted it, and that's kind of it. And like, I like that. That feels like that's a community member talking to a community member.…”
Ben Tossell Dec 8, 2025 ▶ 45:31 #2287 AI made a “no code” founder into a coder
Assertion Supported
Singla: Mercer reached $300M valuation using freelancers to train AI
“If you just recently saw Mercer, which went crazily to, I don't know, two 50, there is two fifty, three hundred million, like two fifty, three hundred million, where they're getting freelancers to Train on AI data sets.”
Anirudh Singla Nov 17, 2025 ▶ 1:39 #2286 Pepper: AI + people = > $10 million
Assertion Not checkable as stated
Singla: Changing headings to questions causes massive traffic upticks
“We've worked with customers where they've seen massive traffic uptick just on converting the H ones and H twos into interrogative questions.”
Anirudh Singla Nov 17, 2025 ▶ 13:09 #2286 Pepper: AI + people = > $10 million
Assertion Partly supported
Singla: LLMs now index on-screen text in Instagram and TikTok videos
“So if you see most of Instagram and TikTok they've just become indexable on search, Instagram specifically. So which means LLMs can now actually go through your video and see all the text you have on your video and then prop that video up specifically. So it's…”
Anirudh Singla Nov 17, 2025 ▶ 19:23 #2286 Pepper: AI + people = > $10 million
Opinion
Singla: Low-quality AI slop video is not sustainable long term
“It's still doing well, but I'll tell you, it's not sustainable long term. So one has to eventually create that workflow with script writers, and, you know, basically, smarter people have to use these tools.”
Anirudh Singla Nov 17, 2025 ▶ 21:10 #2286 Pepper: AI + people = > $10 million
Insight
Singla: Standalone AI tools must integrate deeply into workflows to compound growth
“Just standalone tool won't help. You have to intricate this Deeply into the workflows. So like I've been giving examples this entire podcast about make it workflow oriented, which can give value to the customer so that it can compound growth. You don't solve f…”
Anirudh Singla Nov 17, 2025 ▶ 34:07 #2286 Pepper: AI + people = > $10 million
Assertion Not checkable as stated
Smith: Most Webflow LLM signups came from existing SEO work
“So I would say most of the signups from LMS were from SEO work that we had already done or we're doing.”
Ethan Smith Nov 11, 2025 ▶ 2:49 #2285 AEO: How to make ChatGPT promote you
Assertion Supported
Ethan Smith: LLMs frequently cite YouTube, TikTok, and LinkedIn, but rarely X
“It generally, so LMs, the classes of domain types of domains that are cited frequently, video and UGC are huge. Instagram, TikTok, LinkedIn, I am not seeing X that much. And then video and YouTube shows up a lot.”
Ethan Smith Nov 11, 2025 ▶ 6:25 #2285 AEO: How to make ChatGPT promote you
Insight
Ethan Smith: Video marketing works best for unentertaining, high-LTV B2B products
“And the less entertaining your product is, the better, the more interesting video is. And the reason why I say that is because video is made to be entertaining and entertaining categories like food, travel, beauty are the most crowded and the least entertainin…”
Ethan Smith Nov 11, 2025 ▶ 6:43 #2285 AEO: How to make ChatGPT promote you
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