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 31 resolved? a statement only gets an assessment when the public record can support or contradict it. opinions and what-ifs never can, and 1 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

Opinion
Srinivas: Autonomous mobile AI agents can only be built inside web browsers
“And agents can only be built with a browser. I, I'm very, like, convinced about that vision, that if you want to have a mobile agent, That you can actually build and implement without being restricted by whatever OS rules that Apple or Google sets in terms of …”
Aravind Srinivas Jul 11, 2025 ▶ 36:10 Aravind Srinivas: Perplexity's Race to Build Agentic Search · Y Combinator
Opinion
Srinivas: Google rebrands and announces the same AI search features every year
“The same feature is being launched year after year after year with a different name, with a different VP, with a different group of people, but it's the same thing. Except maybe it's getting better, but it's never getting launched to everybody.”
Aravind Srinivas Jul 11, 2025 ▶ 14:26 Aravind Srinivas: Perplexity's Race to Build Agentic Search · Y Combinator
Assertion Supported
Srinivas: OpenAI's built-in search features in ChatGPT did not kill Perplexity
“OpenAI has perplexity within ChatGPT that did not kill any of these companies.”
Aravind Srinivas Jul 11, 2025 ▶ 22:46 Aravind Srinivas: Perplexity's Race to Build Agentic Search · Y Combinator
Prediction Open · timeframe Jul 2028
Srinivas: Perplexity can reach billions annually in subscription revenue alone
“We think, like, we can grow at least, you know, a few billions a year in just subs, which is a great business.”
Aravind Srinivas Jul 11, 2025 ▶ 28:25 Aravind Srinivas: Perplexity's Race to Build Agentic Search · Y Combinator
Disclosure
Srinivas: Perplexity's primary strategic bet for the future is an AI browser
“The browser. That's the big bet we are making as far as the future of the company goes.”
Aravind Srinivas Jul 11, 2025 ▶ 1:18 Aravind Srinivas: Perplexity's Race to Build Agentic Search · Y Combinator
Insight
Inference-time search gives startups a structural advantage over Google's legacy index
“There's one way of doing these things where we go to each of these domains and like try to build an index of it and put it into specific formats like tables and then have the LLM, like read that. In a structured language of SQL, or you could do the other way w…”
Aravind Srinivas Feb 21, 2025 ▶ 10:54 How To Build The Future: Aravind Srinivas · Y Combinator
Opinion
Google cannot replicate Perplexity directly on its cluttered search homepage
“They cannot make this exact product on the Google homepage. It's so hard to know when a query is purely informational or not, and then the Google search page is already, like, so cluttered, that's the answer box, the knowledge panel,”
Aravind Srinivas Feb 21, 2025 ▶ 16:29 How To Build The Future: Aravind Srinivas · Y Combinator
Prediction Not checkable as stated
Whoever builds a billion-user AI query orchestrator will become the next Google
“That sort of router, that, that orchestrator, I think that's the hardest thing to build, and whoever builds that, and can operate that at a scale of billion users, and also knows how to monetize, like, some of those queries really well, is going to be the next…”
Aravind Srinivas Feb 21, 2025 ▶ 30:10 How To Build The Future: Aravind Srinivas · Y Combinator
Opinion
Taggar: Gemini is more accurate than Perplexity for real-time queries
“Personally, I found it was better than all the other tools for that, and it was better than Perplexity on it, too. Like, Perplexity would be fast, but not always accurate, and Gemini was not quite as fast as Perplexity, but was always pretty accurate if I aske…”
Harj Taggar Dec 22, 2025 ▶ 4:34 The Truth About The AI Bubble · Y Combinator
Disclosure
Srinivas: Perplexity mandates that engineers use AI tools like Cursor or Copilot
“We made it mandatory to use at least one AI coding tool, and internally at perplexity it happens to be cursor and like a mix, mix of cursor and GitHub Copilot. But yeah, we definitely made it compulsory.”
Aravind Srinivas Jul 11, 2025 ▶ 20:31 Aravind Srinivas: Perplexity's Race to Build Agentic Search · Y Combinator
Assertion Not publicly verifiable
Srinivas: Perplexity maintains the fastest time-to-first-token despite performing live web searches
“We focus on speed, time to first token on app or web, like we're still the fastest despite doing search.”
Aravind Srinivas Jul 11, 2025 ▶ 23:21 Aravind Srinivas: Perplexity's Race to Build Agentic Search · Y Combinator
Opinion
Srinivas: An AI browser is much harder to copy than chat tools
“The browser is much harder to copy than, like yet another chat tool.”
Aravind Srinivas Jul 11, 2025 ▶ 4:25 Aravind Srinivas: Perplexity's Race to Build Agentic Search · Y Combinator
Disclosure
Srinivas: Perplexity bet LLMs would handle reasoning over unstructured data
“So we bet on the fact that language models can do all the reasoning and parsing and like structuring later, but the more important thing is to start with something more unstructured, and that ended up becoming perplexity.”
Aravind Srinivas Jul 11, 2025 ▶ 7:40 Aravind Srinivas: Perplexity's Race to Build Agentic Search · Y Combinator
Insight
Srinivas: Speed is a startup's only defensible moat against AI incumbents
“And the only mode you have is speed. You have to innovate. You have to move faster than everybody else.”
Aravind Srinivas Jul 11, 2025 ▶ 4:43 Aravind Srinivas: Perplexity's Race to Build Agentic Search · Y Combinator
Opinion
Srinivas: ChatGPT's dominance prompted Perplexity to pivot to building a browser
“ChatGPT is the most successful consumer AI product out there, and so competing against it is very difficult, which is why I really want to, like, push the company more on the browser side, and I think Comet, the browser, will be an abstraction layer about chat…”
Aravind Srinivas Jul 11, 2025 ▶ 17:20 Aravind Srinivas: Perplexity's Race to Build Agentic Search · Y Combinator
Opinion
Garry Tan: ChatGPT Remains a Step Behind Perplexity for Web Search
“I'll use perplexity for fast web searches or things that you know, I know is like a research task because I think ChatGPT is still like a little bit of a step behind for searching the web.”
Garry Tan Dec 22, 2025 ▶ 5:08 The Truth About The AI Bubble · Y Combinator
Insight
Vertical AI startups should avoid competing with AI labs or vendor lock-in
“The first kind of obvious tip is don't get locked in with a provider and don't compete with the AI labs. The AI labs ship, right? And so does companies like Perplexity and others. And so I think you want to be really clear and honest to yourself where you're a…”
Max Junestrand Aug 26, 2025 ▶ 42:08 How This 25-Year-Old Built A $675M Legal AI Startup (With No Legal Experience) · Y Combinator
Insight
Srinivas: AI browsers should be assistants combining navigation, search, and agents
“We think about it as an assistant rather than a complete autonomous agent, but one omnibox where you can navigate, you can ask informational queries, and you can give agentic tasks, and your AI with you on your new tab page, on your sidecar as an assistant on …”
Aravind Srinivas Jul 11, 2025 ▶ 1:51 Aravind Srinivas: Perplexity's Race to Build Agentic Search · Y Combinator
Disclosure
Srinivas: Perplexity partners with Shopify, Yelp, and TripAdvisor for vertical search
“We already work with self book. They power all the hotel bookings natively done on perplexity. We work at TripAdvisor to surface all the reviews of hotels and Different, you know, places. We have, like, collaborations for the maps. We work with Yelp. We also, …”
Aravind Srinivas Jul 11, 2025 ▶ 25:50 Aravind Srinivas: Perplexity's Race to Build Agentic Search · Y Combinator
Insight
Srinivas: AI search should offer all perspectives on subjective topics
“Now there are things that don't have one clear accurate answer. I think they're the best thing we can do is offer all the perspectives. And not really take a clear opinion on like what is right and wrong when there's no clear answer to that question.”
Aravind Srinivas Jul 11, 2025 ▶ 40:25 Aravind Srinivas: Perplexity's Race to Build Agentic Search · Y Combinator
Disclosure
Srinivas: Perplexity started without a clear idea, defying YC advice
“We started the company without actually having clear idea of what to build, which is the opposite of what YC advice is, which is start from a project and turn it into a company.”
Aravind Srinivas Jul 11, 2025 ▶ 6:07 Aravind Srinivas: Perplexity's Race to Build Agentic Search · Y Combinator
Disclosure
Perplexity will not spend its resources building data centers or custom chips
“We're not gonna, like, spend all our bandwidth building data centers and chips and, like, trying to just talk about, like, breaking the most reason coding a math benchmark.”
Aravind Srinivas Feb 21, 2025 ▶ 34:12 How To Build The Future: Aravind Srinivas · Y Combinator
Assertion Not checkable as stated
Releasing follow-up questions doubled user engagement time on Perplexity
“And then we released the ability to ask follow-up questions. That doubled the engagement time on the site, and also increased the number of questions every day, and the number of people, number of questions every day was increasing exponentially.”
Aravind Srinivas Feb 21, 2025 ▶ 15:59 How To Build The Future: Aravind Srinivas · Y Combinator
Assertion Not checkable as stated
Most Perplexity follow-up queries are completely irrelevant to the initial search
“Most of the follow-up queries actually we see are, like, completely irrelevant to the first query, because they just want to keep continuing the session.”
Aravind Srinivas Feb 21, 2025 ▶ 22:01 How To Build The Future: Aravind Srinivas · Y Combinator
Disclosure
Perplexity is slowing its development speed to protect production reliability
“Well, it's beginning to happen already a little bit, right? We're not as fast as we used to be. I think some of it is not because of people. It's also because things breaking in production, people start losing trust in the product.”
Aravind Srinivas Feb 21, 2025 ▶ 25:41 How To Build The Future: Aravind Srinivas · Y Combinator
Assertion Supported
Srinivas: Perplexity launched seven days after ChatGPT, which lacked web search
“We launched it seven days after the ChatGPT launch, especially at a time when ChatGPT did not have web search.”
Aravind Srinivas Jul 11, 2025 ▶ 10:23 Aravind Srinivas: Perplexity's Race to Build Agentic Search · Y Combinator
Assertion Not checkable as stated
Srinivas: Perplexity faces daily infrastructure issues due to rapid usage growth
“Well, whether you believe it or not, like, I have infra issues every day, so there are a lot of people using it, and this usage is actually growing to the extent that we don't actually know how to deal with it. We have to rebuild the infra to scale the next NX…”
Aravind Srinivas Jul 11, 2025 ▶ 0:56 Aravind Srinivas: Perplexity's Race to Build Agentic Search · Y Combinator
Assertion Supported
Friedman: Parahelp powers customer support for Perplexity, Replit, and Bolt
“They're actually powering the customer support for Perplexity and Replit and Bolt and a bunch of other like top AI companies now.”
Jared Friedman May 30, 2025 ▶ 1:08 State-Of-The-Art Prompting For AI Agents · Y Combinator
Disclosure
Perplexity's first demo queried Twitter tables using OpenAI Codex
“Twitter. The pre-Elon CEO moments academic access was allowed, legal, so we built a database of Twitter. We organized it in the form of tables. We tried to do it with the OpenAI codex models. This was even pre-GPT-III. We wrote a lot of templates.”
Aravind Srinivas Feb 21, 2025 ▶ 8:05 How To Build The Future: Aravind Srinivas · Y Combinator
Disclosure
Srinivas: Perplexity currently operates with about 200 employees
“Yeah, we have about 200.”
Aravind Srinivas Jul 11, 2025 ▶ 19:51 Aravind Srinivas: Perplexity's Race to Build Agentic Search · Y Combinator
Assertion Supported
Perplexity's co-founders met after publishing the identical paper a day apart
“We had written the same paper a day apart, so we knew each other, and he was a visiting student in my lab”
Aravind Srinivas Feb 21, 2025 ▶ 5:27 How To Build The Future: Aravind Srinivas · Y Combinator
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