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 8 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
Anderson: SaaS incumbents should monitor API traffic and copy successful AI features
“The AI traffic is going to reveal something to you. You will review, reveal promising areas for new development. You will all of a sudden see very early on. Which products are gaining traction, and you should 100% copy those products. You should copy those pro…”
Anderson: SaaS systems of record will beat AI startups at parity
“If you were up against a competitor who's an AI only product and you have the system of record, I promise you, your customers do not want to leave. They are far more interested in staying right where they are and having their data and their documents and all t…”
Anderson: Incumbent SaaS can underprice AI startups using blended gross margins
“Your AI only competitors, they struggle with margins badly. They have a really hard time with margins because they have all their LOM costs are super high. So you get to do something kind of savage. You get to sell the AI products at a lower price point than y…”
Anderson: AI transformation requires dismantling working, revenue-generating codebases
“Literally large components of your code base, not all of it, of course, but meaningful components of your code base that work today. That make you money will have to be torn down.”
Anderson: Wrapping third-party AI APIs will not cut it by 2026
“If you are going to build an AI application today, you can't simply say, hey, we've got all these APIs. OpenAI has APIs. Done. We'll connect them. We've got an AI application. That is not going to cut it in 2026. To be AI native, actually have to change the ar…”
Anderson: ML teams must own the data layer for competitive AI apps
“The ML team has to own that data layer. And when they do, I can tell you from personal experience, the AI applications you can build When you format it like this, dramatically better, dramatically more reliable, higher context, more complete, more accurate. Yo…”