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 75 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
Google's AI search mode copies Perplexity but remains inferior
“The whole experience is literally looking like perplexity, except it's still not as good.”
Standalone AI model builders and token resellers have no viable business
“The output tokens, if you're literally just a reseller of model tokens, you have no business. Because the model will get commoditized. So even if you're a model builder, you don't have a business.”
Podjarny: Perplexity won't succeed as expected due to Google's dominant search moat
“I still think perplexity is not going to go as far as people think. Mostly not because of OpenAI, but because of Google.”
Perplexity holds state-of-the-art capability in AI deep research
“We, you know, like we still have the state of the art deep research in the world”
Perplexity will transition existing features to self-served open-source models
“We're training our own models post training it on top of amazing open source models, and that will bring down the cost that we currently spend on frontier model tokens. We expect to continue to use frontier models for designing new experiences and new capabili…”
Perplexity reaching $2T is as hard as unfunded founder reaching $1B
“So it's as likely for perplexity to become worth two trillion dollars as a founder who's yet to secure your funding to be worth a billion dollars. So it's equally hard.”
Perplexity differentiates by orchestrating across competing AI models
“And the way we differentiate ourselves at perplexity Is we don't just orchestrate across tools and files and connectors. We also orchestrate across models. That is the differentiation that Anthropic and OpenAI cannot claim”
Advertising in conversational search inherently corrupts user trust
“And so the chat interface doesn't capture that user intent, that user behavior right now, which is why it was never a great fit for advertising. And it also fundamentally corrupts the trust that people have when they go into a product and they want the accurat…”
20-person startups will build multi-billion dollar companies with AI
“There's going to be lots of amazing companies that are going to get built with far fewer people getting multi-billion dollar, multi-hundred million dollar valuations with like 20, 30 people and propelling like trillions of dollars of new GDP.”
Deeter: Economics for Anthropic, Perplexity, and Canva Pencil Out
“And I assure you, one of the coolest things about the profile of anthropic and perplexity and Canvan, these businesses is the math actually pencils out.”
O'Driscoll: OpenAI Will Win, But Perplexity Can Be Third
“OpenAI is clearly going to win, but maybe you can be third, and that's worth a damn sight if the prize is a trillion bucks.”
Ross: Perplexity Is Perfectly Positioned as AI Hallucination Rates Drop
“So when I look at perplexity as being perfectly positioned for the moment that the hallucination or really confabulation rate comes down because the moment that these models get good enough where you don't have to check the citations anymore, that's going to o…”
Malik: Perplexity does not have a dedicated marketing department
“What's cool about Perplexi is we don't have a marketing department.”
Malik: Perplexity's ultimate target is competing directly against Google
“I think search is a massive market to go after, and so if there's somewhere we want to live, it's going up against the big guy.”
Malik: The majority of AI value will emerge at the application layer
“When I joined Perplexity and was writing out my pro-con list, I think the one that was, like, up there was, like, can the application layer capture and monetize value? And, or is it all just, you know, one big pass through cost? And now, you know, fast forward…”
Srinivas: In two years, Perplexity's differentiation from ChatGPT will be obvious
“And there's like some competition for mindshare and users, but even that will like be pretty clear, like two years from now, you're not going to keep asking how is perplexity different from chat GPT. Today you are, but two years from now, I don't think so.”
Srinivas: Scaling AI models only works with rigorous data curation
“There is still some alpha left in making these models bigger and training them on more tokens. But You would only get the bang for the buck if you put a lot of effort into, like, curating the data. Otherwise, this is not worth it.”
Perplexity is targeting non-developer enterprise workflows
“We're not going after the developer market. We're going after anything that developers don't, non-developers do, basically. Your finance department or your corp dev or your, like sales reps or your data science teams your research analysts.”
Deeter: Bessemer invested over $100M each in Anthropic, Perplexity, and Canva
“You know, you look at an Anthropic or a Perplexity or a Canva and we, you know, we have, you know, nine figures into each of these companies and yet we are still, you know, well below historical venture standards where you aspire to own 20% or something in the…”
Osika: Perplexity building its own phone is a good bet
“So they're, they want to create their phone, I think, and I think that's a good bet.”
Mukherjee: Perplexity will remain a top-three player or dominate a large niche
“At the very minimum, they'll find a massive kind of niche, like a large Dow segment that they will be the best at. If not, they would be, like, a strong player in the top three for sure.”
Podjarny: Google doesn't need to innovate to beat Perplexity, just copy it
“I don't think they have the product jobs, but I think they have the advantage of such, like, incredible distribution and access to the users that they don't actually need to invent what perplexity is doing. They can copy it.”
Malik: Removing experiment guardrails drives company-wide bold thinking
“I mean, you don't want to put guardrails over their ability to experiment and try different things. Guardrails is going to hurt everyone. It's going to make everyone think a little bit smaller. You remove those guardrails. Everyone's thinking big.”
Malik: Big tech runs A/B tests primarily to justify performance reviews
“And then the ugly is I'm running an AB test. So that I can put something in my performance review about a number I moved, or I can like say something to my manager. And you see that as companies get bigger, right? We're running A-B tests just to like be able t…”
Malik: Employees quit bad teams, not bad managers
“People say that, you know, they quit the manager, not the company. Like, I think people quit the team.”
Malik: Former founders make better growth hires due to high risk tolerance
“We have a lot of founders here, and I think the best part about hiring founders is that They are much more comfortable at taking very big swings and being willing to fail. Like it is by nature. If you're going down the founder path, you have to be a little bit…”
Malik: Non-social consumer apps should aim for 45% month-six retention
“I think it was like by month six, you want 45% is really, really, really good. That's the target, right? That's where I want to push to, especially when you're not a social product that has more of like that smile retention curve.”
Malik: Perplexity is completely unoptimized for driving user subscriptions
“Like you look at perplexity, it is completely unoptimized for driving subscriptions.”
Malik: Invest in growth teams after reaching 30% month 3-4 retention
“As soon as you see that you have early signs in retention, like we're seeing like, you know, if you see 30% retention in month three or four, you have the kindling in your fire where it is now worth it to go put gasoline on it, go make that investment.”
Malik: Perplexity caps ad testing spend at $10,000 per week
“Not much at all. You don't need to spend much to really understand what that retention is going to look like. 10 K a week.”
Malik: Perplexity requires take-home assignments for every growth role candidate
“I do for every, every role. It's a big ask, so I am cognizant of trying to keep it well scoped.”
Malik: Growth strategy requires being first to a channel or significantly better
“There's no middle ground. If you're not first, it literally just means your only other option is to just be a lot better than everyone else. And that's like where we need to hold ourselves to.”
Malik: Needing a detailed onboarding document signals a bad hire
“My rule of thumb is if they truly need an onboarding doc, we're in trouble.”
Srinivas: Advertising will be Perplexity's primary revenue engine if executed well
“I would predict it'll be advertising. If we crack it, yes, it'll be advertising. If we don't crack it, if we are not, if we don't, if we haven't grown to that level in user basin, or if we grew and didn't figure out how to advertise really well, I think it'll …”
Perplexity launches 'Billion Dollar Build' offering $1M in compute credits
“We're funding this thing called the billion dollar build, where we're giving a million dollars of computer credits to any group of people who have a credible path to building a billion dollar company.”
Perplexity built the world's first widely recognized AI answer engine
“We built the first answer engine in the world that people know perplexity.”
Perplexity will move AI inference to local devices to cut costs
“And now with progress in open source and local models and local chips, we're going to move some of the inference back to the local devices and bring down the cost even more.”
Perplexity revenue has more than tripled since the start of 2026
“Our revenue has more than tripled since the beginning of the year. Tripled since this beginning of the year.”
Deeter: Canva, Anthropic, and Perplexity will not go public anytime soon
“Now you look at, you know, Canva, you know, forty billion plus, and Anthropica with seventy billion plus, and perplexity, you know deep into DekuKorn status, and like, these businesses, you know, aren't going public anytime soon.”
Stebbings: Perplexity raised $100M at an $18B valuation due to high demand
“Perplexities raised another hundred million at an eighteen billion dollar valuation. Honestly, there was so much demand from the 15 round that they upped it to 18, okay?”
Stebbings: Perplexity Secured European Telecom Deals for Default Phone Access
“They've done quite a few in Europe with big telecoms providers, which enables them kind of default access to consumers phones.”
Nayak: Perplexity AI's Latency-Focused User Experience Is Second to None
“I do think perplexity is honestly just killing it. Like I have a lot of respect for that team and the speed that they're moving. Like, Sure. You can say, oh, they're doing a lot of things now, but I think the focus on the core experience of making an answer re…”
Mukherjee: Most sales reps use consumer AI privately but lack enterprise access
“Most sales reps in the world use ChatGPT, perplexity, LLMs in their private life, but they can't use in their professional life.”