Tokenmaxxing is DEAD

18 Jun 2026 · 29 min · 11 chapters

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In short

The episode argues that “token maxxing is dead” because token usage is a poor proxy for productivity. Instead, AI teams should optimize for business outcomes like engineering value, KPI impact, and cost-effective automation. A key example is Cognition (Cognition Devin/Windsurf), where a Cognition employee claims token-maxing is misguided and highlights features: adaptive routing (auto-select best model per task), an AI productivity guarantee (up to $10M enterprise funding if less engineering value than paid), advanced automations tied to real engineering events (incidents/pager duty, failing deploy alerts), and spend attribution. The hosts also introduce “forward deployed marketer” as the new end-to-end client-outcome role, replacing agency-style client calls with agent-driven execution. They discuss using AI to support highest-leverage work, not replace it.

Guests

No named guests; the only “guest” referenced is a Cognition employee (unnamed) and “Neil” (co-host).

Written by AI. May contain mistakes. Listen to the episode to check what was said.

Chapters

Tap a time to open that second in VO

The Future of Token Usage

0:26 to 1:06

Discussing the decline of token maxing and its implications.

“Automatically balances quality and cost of your token outputs, right?”

Innovations in AI Productivity

1:06 to 1:48

Exploring adaptive routing and productivity guarantees in AI.

“An intelligent model router that automatically selects the best AI model for each task.”

The Role of the Forward Deployed Marketer

1:48 to 3:49

The importance of hiring forward deployed marketers in today's landscape.

“So, and almost nobody's staffing for it, right?”

High Leverage Activities in Marketing

3:49 to 6:41

Identifying high leverage activities that drive business success.

“People are always going to use new words for all this.”

Adapting to Changes in Marketing

6:41 to 10:24

The necessity for marketers to adapt their strategies amidst evolving landscapes.

“Number one is deal making, like doing business sales.”

Optimizing Travel for Business

10:24 to 14:00

Insights on maximizing business travel for revenue.

“Like I was just at Web Summit in Rio because people from all around the world go to the Web Summits.”

Travel Plans and Logistics

14:00 to 14:59

Discussion about recent travels and upcoming trips.

Embracing Change and Wealth Gaps

15:28 to 18:42

Exploration of societal attitudes towards change and its impact on wealth.

“And I just would rather prefer anybody listening to this right now be on the side that's compounding.”

Shifts in Search Behavior

18:43 to 21:03

Discussion on how search queries are evolving towards long-tail questions.

“On a side note, I don't know if you've seen the data on this.”

AI in Daily Life and Consumer Electronics

21:04 to 23:39

Insights into AI use in personal devices and its impact on daily tasks.

“not only to monetize Alexa through a shopping agent, but they're also turning it into advertising platform.”
Show all 11 chapters

The Evolution of Apple and Steve Jobs

23:40 to 27:06

Discussion on Apple's innovations and Steve Jobs' leadership journey.

“So obviously Steve Jobs, when he came back, he invented the iPhone.”
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Transcript

Automatic transcript. May contain errors.

0:00Eric Siu:Does your experience with AI sound a little something like this? You've been prompting for 20 minutes. The output is polished, confident, and completely useless. That's what happens when AI doesn't know anything about your business. HubSpot's AI works with your actual customer data, every interaction and every signal your team has generated over time. So instead of prompting and hoping, you ask once and ship it. Check out HubSpot.com, the agentic customer platform for growing businesses. Let me show you how you can save money on token costs, Neil. So this is Cognition. Okay. Cognition Devin. You heard of Devin?

0:31Eric Siu:They bought Windsurf?

0:32Neil Patel:Yeah.

0:33Eric Siu:Okay. So this is a little bar over here. Adaptive. Automatically balances quality and cost of your token outputs, right? So they have all this stuff over here. This is like one of the models that you can select. And I believe a lot of people are going to have this adaptive thing where you can choose between the big ones and the small ones. And they'll show you the output. So I think they came up with a couple of innovating things here. So what this guy said, he works at Cognition. He said, token maxing is dead. Everyone realized that token usage is a horrible way to measure productivity. So where do we go from here?

1:03Eric Siu:So here are some ways they're addressing this at Cognition, Neil. And this will save you money. Watch. Number one, adaptive routing. An intelligent model router that automatically selects the best AI model for each task. Other products are starting to adapt this. Four. You'll like four. They have an AI productivity guarantee. If Dev and AI delivers less engineering value than you're paying for, Cognition will fund your usage until it does up to$10 million for enterprise customers. Okay? You might like that. Now, number three, advanced automations, wiring agent sessions to the events that already cost teams engineering hours, production incidents, and pager duty, failing deploys alerts on a revenue-critical service.

1:39Each triggers maps to work that used to page a human,

1:43Eric Siu:so the value isn't theoretical. Spend attribution as well. So, Neil, you would like all these. Spend attribution, adaptive routing, AI productivity guarantee.

1:50Neil Patel:you guys should check out cognition yeah we could be using it already i don't know what we're using

1:55Eric Siu:or not using bet you that you're not i'll bet you as a spurs bet that you're not that we're not using cognition i don't think you're using cognition you want to find out right now yeah let's find out

2:02Neil Patel:but don't bet me i can actually just ask the team you should you should ask but don't bet me where is it dude i have so many threads on whatsapp let's type in uber suggest

2:19Eric Siu:so as Neil's pulling it up right now I am going to pull up this concept of the forward deployed marketer so jump at any point Neil

2:30Neil Patel:uh yeah you you okay my team will take a while because I just asked them in whatsapp I don't it says two people are online but I don't know if it's the right two people that are online

2:38Eric Siu:that's okay we'll find out so um I think Neil this concept of the forward deployed marketer is going to be the most valuable hire in marketing right now. So, and almost nobody's staffing for it, right? So I think your company and my company, we're going to need to hire smart marketing strategists, okay? That know how to upgrade the scaffolding for these agents. And if you don't, if you're not an AI-pilled marketer right now, you can't do that. You wouldn't know what to do, right? Just because you come with a lot of experience. And so the four-deploy marketer owns the client outcome end-to-end.

3:08Eric Siu:The agents will do the labor underneath. And it's interesting because a lot of the AI-pilled, I talked to a guy today. I'm like, how much do you spend a month on AI? Your own money. I'm like, don't talk about what the company pays. He's like$1 ,500 a month. I was like, fantastic, right? That's 18 grand of his own money a year. I love that, right? And he's like, look, I didn't want to talk to you initially because my friend told me this is an agency. I was like, well, then I showed him everything we're building. He's like, I'm interested now, right? And so if you want to get these people, you have to show them the way of the future is not what you're going to do this agency thing.

3:37Eric Siu:You have to show them the model is you're going to be building and strategizing and you're going to reduce the number of client calls. you're going to reduce the time you spend on reporting and you're going to have a lot of fun building you're going to be a builder right and you have to be able to sell that vision and so to get these forward deploy marketers you you you have to almost convince them to do it because i think a lot of these people don't even know that they're forward deployed marketers now and when i say forward deployed yesterday i got on a demo call um for for a product and he's like the guy was like i'm a forward deployed engineer right and so i'm like he's basically doing like customer support and he's like helping us deploy right i think this is a sense of like the new version of a marketing agency, client services person.

4:14Eric Siu:That's all. It's just a new word.

4:16Neil Patel:Yeah. People are always going to use new words for all this. Growth hacker. Yeah. The way I see it is you're still a marketer. You just got to keep being valuable by adapting. Yeah.

4:25Eric Siu:Yeah. Here's the other thing. You hear people that say, should I focus on the work right now or should I do AI? And I just think that's a fallacy. Yes.

4:38Neil Patel:you should be using AI that helps you with the work and getting you the results. If you're using AI and it doesn't drive any of the main KPIs for the business, then who the heck cares what you're doing, whether it's AI or playing catch or watching TV.

4:52Eric Siu:Yeah. Like I see. So we have a new guy in sales right now, right? And then he actually, because he doesn't come with, he reminds me of your guy who started in paid. So similar situation here, right? And he doesn't come with a lot of the bad habits of a salesperson from the past, like whether it's a good thing or bad thing. And he's very trainable. So he has all these workflows that he's built now that will automatically follow up, that will automatically, you know, if a deal needs reviving or a deal is stalled out or whatever, it's just doing, it's natural to him. It's natural for him to use skills, right?

5:21Eric Siu:But whereas in the past, like there's a salesperson you know that we had that you met before, that person didn't want to do these things, right? And so I don't care how much experience you have. If you're not going to do these things, you're just going to get laughed. And I talked to a guy today, this Matt Van Horn, I think he's part of the Lyft founding team or maybe he founded Lyft, the driving autonomy company, right? So we did like a, because he's created all these skills.

5:43Neil Patel:Oh, and not the Uber competitor.

5:44Eric Siu:The Uber competitor. Oh, okay. Yeah. And so he has all these things now that has like millions of views, right? On AI stuff. And I was like, look, and I want to ask you this question, okay? Neil today with AI versus Neil a year ago. If that Neil from a year ago, it tries to catch up right now. Can he catch Neil today? Same resources.

6:04Neil Patel:me particularly or just generally a person in my company generally yeah generally no it would be too hard because compounding correct right yeah with me specifically the reason i asked that and i know why eric said generally is because i spend most of my time doing deals so ai is cool it is useful extremely useful but it doesn't move the needle as much as relationships for me and what

6:29Eric Siu:neil is saying is the question i ask myself every day and the question you all should be asking yourself and this is the question neil's asked himself every day what is the highest leverage thing i can do with my time today what is where i can put one dollar in where i can get a thousand dollars back with my time yes and that's a different answer for every person depending

6:44Neil Patel:on the stage that you're in right yeah what is it for you i know my order mine's hiring right now

6:49Eric Siu:okay yeah and that changes over time right mine's hiring and then there's it's there's products so it's kind of tied but like it's that's that's what i think about the whole time yeah mine

6:57Neil Patel:in order if I had to pick the four. Number one is deal making, like doing business sales. I'm not talking about closing clients, like partnerships, things like that, that have much higher leverage than just closing a client. My number two is interacting with clients, making sure they're happy, upselling them. That's number two. Number three is conferences and meetings. And when I say meetings, it's kind of like speeches, sometimes smaller rooms, or maybe I just go to a corporation and just give a talk there. But I put conferences and those type of meetings in the same bucket because it's kind of like branding new client development.

7:35Neil Patel:And then my number fourth, I'm blanking on it and I don't know why. Oh, number four was content creation. So just mass cranking out tons of content every single month. And that helps keep the brand out. But those are my four top priorities. AI could be used in a lot of them, but I would say for the role I'm in, it's not as effective as it would be for someone in the trenches more doing the work and you could say oh neil well you can use ai for the scripting for your content team already does everything i just show up and i just read from a teleprompter based on the stuff they already know i talk about from like recordings from conferences or what i'm talking on internal calls and things like that so i already know what i want to talk about and what i don't want to talk about so they're taking a lot of my own content and just turning it into scripts for me.

8:28Neil Patel:So from the aspect of AI, yes, I can use it and we do use it. It's just not as useful as someone maybe coding or running ads 24 seven and using AI to help with creatives or ad copy and stuff like that.

8:41Eric Siu:And again, I just want to emphasize to everyone, it depends on the stage of where you're at right now. So we're not saying what Neil's saying or what I'm saying is like, that's what you should be focusing on right now. It's different. And so I would say for me, I have an acronym for this, TAT. right so tat is tech enabled services is one which ties in with single brain and all the the products that we have a is ai fluency and then t is talent right but those two kind of go hand in hand talent and ai fluency um and then you have c which is content creation so i'm just focused on those areas right now and obviously you know this is a wheel that keeps on spinning now neil is able to say that hey i'm going to focus on doing deals right now one he has a he can he can get a lot of the phone calls or meetings that he needs to get that's one but that's through the content that he's been creating for the last, what, 21, 24 years or so.

9:25Eric Siu:The staff, you have people leverage too. You have like, let's say a thousand people or so, right? So you can have your team and you expect them to do that, right? And so just understand everyone, like if you're starting out right now, but the one thing, the one takeaway is just keep asking yourself, what's the highest leverage thing I can do with my time every day? I guarantee you, if you keep asking that question for the next 10 years, you're going to be in a good spot.

9:44Neil Patel:And it switches depending on the mode you are in for your business, right? When you're in a startup mode, it's very different than if you're you know and growth mode or if you're in a place where your business is already established and growth has slowed down and you're figuring out maybe spending your time on M &A or reinventing your business kind of like not Figma intercom intercom I would say intercom is a better example of really reinventing themselves with Fint and by the way if your business is dying like a newspaper business maybe the highest leverage thing is trying to sell it yeah And I don't mean that enough.

10:20Neil Patel:I'm not like laughing at them, but it is so true. And dude, I talked to so many publishers. Like I was just at Web Summit in Rio because people from all around the world go to the Web Summits. And I meet so many publishers because these journalists interview me. And they're just like, they always ask me questions about journalists getting displaced and things being changed. And I was just like, if you're a journalist, you need to reinvent your business. I'm like, one, you can sell your data. There's so many journalistic sites out there. that have sold their data to these LLMs. Two, you can set up paywalls if you haven't, start charging for information.

10:56Neil Patel:And I've gotten a lot of pushback. Why would people pay? I'm like, if people aren't willing to pay, that means your content isn't that good. If your content is really amazing, it's already been proven out there by newspapers that people will pay for the information. But I think they really struggle to change their business model because a lot of the people don't want to accept that they need to change. and they just wanted to more so go back to the way it was.

11:20Eric Siu:This is why it's never been easier to get ahead because most people don't want to change. And this is unfortunate. I do think the wealth gap is going to get bigger, but that's a side thing. Maybe we can come back to that. Neil, I want to ask you a question because we're on this question of high leverage, okay? So you travel quite a bit. You do this thing, which I think sometimes doesn't make any sense, where you might fly into Hong Kong for like a day and then leave. And so if you were to make the highest leverage use of your time with this travel, what would you do differently?

11:45Neil Patel:If anything. I wouldn't do anything. It's actually very well optimized. You like it. Do I like it or is it optimized for revenue generation? Both. It's optimized for revenue generation. I don't like it. Yeah.

11:58Eric Siu:Because you don't even like I believe I do believe that it's optimized for revenue generation. I don't believe you enjoy it because you didn't even get the time to enjoy like the cool places you're going into for like a day or two. Dude.

12:08Neil Patel:So let's go back. We're recording on a Thursday. So not this Monday, but the previous Monday. Okay. From Monday, I flew out here sometime in the afternoon. I went to London, got there London in the sometime during the day. You flew from LA to London. Uh-huh. Okay. On a Monday, got there on Tuesday. Yeah. Okay. Uh, had to do my calls and meetings, uh, and then a webinar that same day. Cause we usually do webinars early on Tuesday. And then from there, Wednesday morning, I speak, do some interviews, meetings, and then I fly out to jakarta so then london to dubai dubai to jakarta brutal i get there at night time late their time the next morning i go in uh i get a little bit of a rest i'm jet lag too so that was great but in the afternoon i had to go and speak and then interviews then uh dinner with a lot of local businesses great networking as well right trying to generate business yeah so remember i I landed the day before.

13:11Neil Patel:And when I say the day before, I'm talking about like nighttime. By the time I got into my hotel room, it was their version of a Friday.

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13:19Eric Siu:Your time zone's all messed up. Yeah.

13:20Neil Patel:And then I'm speaking that same Friday and then I'm flying out. So I'm in Jakarta technically less than 24 hours. London, I think it was a little bit more than 24 hours, but close enough to, I think it was actually around 24 hours. Then from Jakarta, I go to Jakarta, back to Dubai, Dubai to Rio, jam-packed with meetings, speaking and then fly right back out and then I'm here all in roughly a week's time.

13:42Eric Siu:So here's a question for you. That's a lot, right? For anybody, that's a lot. So if you're to optimize it, let's say you're to bring your kids for this, how would you re-optimize it? It wouldn't work. They wouldn't be able to handle the time zone change.

13:55Neil Patel:Would you try to optimize it a little bit for them? Maybe stay a little longer in certain areas? It's too tough because of schooling. If there was no schooling, i still couldn't do it because there's so many events that i need to go to that i can't just do them all in a short period of time so like i came back i think what yesterday or day before no yesterday morning i came back yesterday morning from where uh from rio okay uh we're recording today uh tomorrow i'll get ready and pack saturday i have a cruise family vacation yeah so that i'll give them the quality of the time that they're looking for and then i get back from the cruise a day after i head out to medellin and then i get there i'm there for around 24 hours i fly right

14:41Eric Siu:back out that was not that bad medellin oh it's kind of it is because there's no direct flights there used to be not anymore there used to be yeah i don't know where i had to go through but the direct flights suck oh no yeah direct flight from miami not from here yeah yeah miami has a

14:55Neil Patel:lot of great direct flights to latin america but not la that's why they call it america's gateway

14:59Eric Siu:Quick break. One of our ClickFlow users just told me that they're saving 90 plus hours a month on content alone. ClickFlow is our AI SEO product that actually does the work, not just here's what you should do. It does it. It creates content in your voice. It helps you with other areas such as finding the right internal links and creating FAQs. We spent years making it, perfecting it with our clients so it doesn't just sound like AI slop. You can get a 14-day free trial at clickflow.com. If you're serious about AI SEO, you should check it out. Back to the show. So anyway, I want to go back to the kind of the topic here and you can pick the next one.

15:31Eric Siu:But the topic I was just talking to that guy, Matt Van Horn today, just talking about how this concept of if you're if you don't become a fluent quickly, you're going to be part that wealth gaps only going to get larger because one person is compounding. One person isn't compounding. And I just would rather prefer anybody listening to this right now be on the side that's compounding. That's all I would say.

15:52Neil Patel:Yeah, dude, it is compounding. I think the issue isn't. People putting in the work, I think that is part of the issue. But I think the bigger issue is people don't want to accept change in reality. And they just want things to go back to the way that they were. You know, our parents do that, right?

16:15Eric Siu:It's like, oh, life was so better when we were younger.

16:18Neil Patel:Yeah, but our parents also, for them, I would say the retirement is a little bit easier than I would say maybe our generation because if you look at their income ratio to the cost of a house at that time it was very proportional in which you could make almost an annual salary what a house costs or maybe within two years if you add up your side for two years i know there's taxes but if you exclude them for a bit you're pretty much making what a house would cost those days don't really

16:49Eric Siu:exist those numbers don't work anymore yes um by the way did you see from from uh linkedin or or rooters, I think, put this out there, but half Americans fear AI could put someone in their household out of work. So instead of fearing it, if you embrace it, then you don't need to worry about that. Just flip it, right? That's why people say your relationship to change actually affects how well you're going to do in the next 10 years or so. And I don't think it's an age thing, right? Because you have some people who are in college right now that are really anti, and you have people in their 50s, 60s that are super pro and then kind of vice versa too, right?

17:20Eric Siu:But it just doesn't make sense to me. It's just like, how is it that 87 % of Chinese people,

17:23Neil Patel:for example are very pro so yeah and you know it's it's i think a lot of people again just are afraid of something they shouldn't be afraid of instead of just embracing it uh i don't know if you saw jeff bezos in his episode on cnbc we talked about a few weeks ago i saw parts of it you see the whole thing yeah he's he's talking about how it's going to create more jobs but if you also look at a lot of the rich entrepreneurs who are semi-retired like there used to be pictures of Jeff Bezos always on yachts and traveling. Now he started a new startup with someone who came from Google. They just raised$12 billion for their AI startup.

18:04Neil Patel:Reid Hoffman just left Microsoft's board, if I'm not mistaken, to create another startup. So it's like a lot of these people are getting back in because this is one of the best times to go and be an entrepreneur and just push hard.

18:14Eric Siu:And then you might be wondering, why is it that, okay, Reid Hoffman's a billionaire. Okay, Jeff Bezos is a billionaire. Elon's a billionaire. What are they doing? Are they trying to get more money and power? No, they just enjoy building and they know the fact that whatever they build is going to help other people. That's why they do it. It's fun to build, too. Is there a lot of pain that goes with it? Absolutely. Yes. But like, it's fun. And so like it just doesn't make sense to me when like these people are so evil, they're so bad and they're just trying to hurt the world. It's like you mean like you don't use an iPhone?

18:44Eric Siu:You don't use an Android device? You don't use Google? You don't use Amazon? You don't use LinkedIn? You don't use Meta? Like the list goes on and on.

18:52Neil Patel:Yeah. It's just crazy the way people think. On a side note, I don't know if you've seen the data on this. We've been looking at the data in Ubersuggest and Answer the Public. We're pretty much seeing all search queries slowly turning into long tail questions. On where? On platforms like ChatGPT, Google, YouTube. Everything is turning into people typing in sentences instead of typing in two or three words. Probably because they're used to getting conditioned by working with LLMs know yes and they're expecting the platforms to provide exactly like the video they're looking for uh and i'll give you a great example of this some people use instagram to skim just going and you know mindlessly scrolling through videos right my kids use instagram with me on my phone and and they know there's a feed option.

19:48Neil Patel:Instead, they always want to ask a very specific question and they look for the video that asks that question or answers that question. And then you have to type in another whole statement to find the video that they're looking for. So they think about what's in their head. Like my son yesterday was, he wanted to know the PSI bite force for land animals versus marine animals. How old is he again? He'll turn five tomorrow. That's crazy. Did you even know what that was at five? No, and he knows most of them by head. He knows killer whale is the highest at 19 ,000. He knows some megalodon numbers based on what's on the internet, but some of that could be off.

20:28Neil Patel:But nonetheless, he watches a video, and then he's like, okay, I want to know a video on the strongest snake versus the most poisonous snake versus the longest snake. right so then and then meta's ai is not or meta ai is not perfect at showing you the video based on what you type it could just also be what he's asking but it's pretty darn close and then you just scroll and you scroll and you find that exact video after you type in but people are asking very very specific questions and looking for very specific content which is what's caused alexa to not only monetize or Amazon, not only to monetize Alexa through a shopping agent, but they're also turning it into advertising platform.

21:12Neil Patel:So for all the commercial related queries that you're now asking, they are trying to showcase ads.

21:18Eric Siu:I've found that, so I use my Alexa every day. It sounds like you do too, but it is so dumb when you ask it questions and it screws so many things up. And I'm sure they'll get there at a certain point, but it's one of the worst.

21:29Neil Patel:My son always gets pissed off at Alexa. he'll be like you're wrong i'm gonna go ask siri and what does it say how does it react i don't know how it reacts but i hear him yelling at it like really being pissed off and then he'll come to me to ask siri because it can detect your voice right so he just can't just say hey siri it has to be my voice yeah speaking of siri by the way and maybe this can be the last

21:51Eric Siu:thing apple's wwdc man they're just like they're releasing nothing new like i didn't see anything new that was announced they like did like a like a they're like oh yeah apple intelligence is going to work for the first time with gemini but that's something they announced two years ago right so like i haven't seen anything really new from apple like you tried their vision thing it didn't really work out well they make good hardware right now but that's about it but that's the kicker yeah i

22:14Neil Patel:think apple has actually been doing new things for the last few years it's just it's not hitting as hard but the new things that they're doing are going to hit really hard within the next three

22:26Eric Siu:to five years i think their hardware is gonna has been hitting hard and will continue to hit hard kind of how dell is so i think they're gonna grow a lot with hardware yes and what i mean by that is

22:34Neil Patel:i don't use the iphone air anymore just the battery life was just too terrible for me so i switched to the iphone pro or whatever it's called yeah we have the same one with the iphone air they built it and it's perfectly in line for a foldable iPhone. And I think a lot of people will get a foldable iPhone, but it's the predecessor to a foldable iPhone. If you look at the Vision Pro, they just released one with, I believe, an M5 chip, a newer headband. They're working on now a glass version of it. It won't be as powerful, but they're using a lot of that technology to release a glasses version. I think a lot of people would buy a glasses version of the Vision Pro.

23:13Neil Patel:The Vision Pro will be in that big bulky device that takes a whole backpack. No one wants it into doing it. I bought it. It was just too bulky. Yeah. But they are releasing amazing hardware. It's just that hardware isn't getting mass adoption yet for some of their new releases because they're not at the final stages. They're just releasing some of this stuff early on to get traction and learn. And then they'll release, quote unquote, the real version. They're looking to release like the foldable iPhone.

23:39Eric Siu:Dude, speaking of this, right. So obviously Steve Jobs, when he came back, he invented the iPhone. He changed all these things with the company and they became the size that they are now. But do you want to know? So if he didn't go, remember the next computer thing? No. So next computer, he got fired from Apple. Remember that? Oh, the company. Yeah. Yeah, yeah, yeah.

24:00Neil Patel:But that next was his company.

24:01Eric Siu:Next was his company. But here's the thing. That company raised like$20 million from Ross Perot and then raised like, I think he raised like$120 million,$140 million from company. he put 12 million of his own money into it. But that company went nowhere for, I think, six to eight years or something like that. And that he was lost, right? And he kept trying to force people to do all these things. And that was the time where he actually became like a real CEO because he realized he couldn't just try to force things through. He couldn't just try to say, oh, from a product standpoint, his engineers were like, we can't actually ship this computer.

24:32Eric Siu:He's like, oh, yes, we can. And he's like, all this, yes, you can thing, it didn't work out. And they almost went bankrupt. And he went to Compaq. And he's like, if you don't give us another$20 million, dollars we're going to go bankrupt and they would have lost like their 120 million dollar investment but they actually their hardware sucked the whole time but their software their operating system actually turned out to be really good and that's how apple ended up buying them for their software and the one guy that tried to recruit him back he thought he can control steve jobs he couldn't one guy that worked with steve jobs before was like if you give steve jobs this job back he's going to try to take everything over he's going to kick you out came back and kicked him out took over the company again and that's how that's how apple came back that's crazy before we go uh elon

25:13Neil Patel:ended up retweeting this fable five lies 96 of the time we were surprised by its skill so there's someone who ended up posting cradle deception eval four ais are about to start they must choose a room three have food one kills you fable knows the red room means death what will it do and then they go on and on, but it breaks down what percentages lie. Claude, Gemini, GPT, 5-5. I'm sure Grok's in there. Yeah, Grok's in there. Grok was the one that lied the least. I think it was truthful 90 plus percent of the time.

25:49Eric Siu:Grok's a truth teller because Elon wants to tell the truth. I'm just saying that's what he wants, right? Yes. So that's interesting to me. So how much do the other ones lie though?

25:58Neil Patel:Fable, 96%. They have different colors, so it's hard to tell, but GPT is actually quite high, like way more than, if the coloring is right, way more than 50 % of the time. I may be misreading the red colors. Gemini 3.1 is around 50%. Claude Sonnet, I don't know even how to pronounce it. Sonnet 4.6 is, call it, lying around 25 % of the time if I'm reading this correctly. He shouldn't be retweeting that because they pay him$1.5 billion a month. I don't think it makes a difference because they need to compute. So he's going to get the money either way. I think he had the leverage in that contract.

26:40Neil Patel:But for good business practice, maybe leave a little. For good business practice, you and I wouldn't. For someone who's worth$800 plus or a billion dollars or a trillion dollars. Probably become a trillionaire, yeah. Yeah, he probably doesn't care.

26:50Eric Siu:He can say whatever he wants, yeah.

26:51Neil Patel:Because, you know, if they don't take it, you know he'll probably take it. Meta or Google will take the other portion. Yeah, yeah, yeah. So he probably has a lot of other people like, oh, we didn't know you were selling it. We'll take the inventory.

27:02Eric Siu:Which is kind of a cool position to be in. But anyway, we'll leave it at that. Thank you all for listening, and we will see you all tomorrow.

From the publisher

Growth Newsletter: https://levelingup.beehiiv.com/subscribe

Eric and Neil break down why token maxxing is dead. Cognition is betting that AI should be priced on outcomes rather than token usage, with adaptive routing, spend attribution, and an AI productivity guarantee that funds your usage if Devin delivers less value than you pay for. They unpack the rise of the forward-deployed marketer, the most valuable hire in marketing that almost nobody is staffing for, why AI only matters when it moves real KPIs, and the one question that compounds your results over a decade: what is the highest-leverage thing I can do with my time today?

Key Takeaways:
• Token usage is a poor way to measure productivity. Price AI on business outcomes instead.
• The forward-deployed marketer owns the client outcome while agents do the labor, and it is the hire almost nobody is staffing for.
• Ask one question every day: what is the highest-leverage thing I can do with my time? Compound that for 10 years.

Chapters:
00:00 Token Maxxing Is Dead (Cognition)
02:17 The Forward-Deployed Marketer
04:06 AI Only Counts If It Moves KPIs
06:10 The Highest-Leverage Question
09:49 Reinventing A Dying Business
11:08 Neil's Brutal Travel Schedule
15:13 AI Fluency And The Wealth Gap
18:39 Search Is Going Conversational
21:26 Apple's Long Game On Hardware
23:15 The Steve Jobs NeXT Lesson
24:50 The AI Deception Eval

𝗔𝗕𝗢𝗨𝗧 𝗧𝗛𝗘 𝗖𝗛𝗔𝗡𝗡𝗘𝗟
Welcome to Marketing School, one of the top business podcasts with over 61 million downloads. Each episode delivers actionable marketing tips and strategies from two entrepreneurs who truly practice what they preach. The show is hosted by Eric Siu, founder of Leveling Up and Single Grain, and Neil Patel, co-founder of Neil Patel Digital and recognized by Forbes as a Top 10 Marketer.

🎙️ Learn More About the Hosts
Eric Siu – Leveling Up: https://www.youtube.com/@LevelingUpOfficial
Neil Patel: https://www.youtube.com/@neilpatel

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