Jev Supercharged All Of Your AI Agents By 100x
In this solo presentation, Eric Siu introduces Jev, a lightweight, high‑speed classifier that sits alongside existing AI harnesses rather than replacing them. He explains that Jev’s primary function is to rapidly and reliably classify large volumes of data, which can dramatically accelerate and reduce the cost of workflows across marketing, sales, recruiting, content creation, customer‑voice analysis, sponsorship triage, and outbound funnels. Siu showcases performance benchmarks (0.827 seconds per Wikipedia page classification, 4.26× faster and 2.6× cheaper than competitors) and demonstrates real‑time dashboards for recruiting pipelines, content shortlisting, intent classification, and revenue‑related inbox triage. He walks through how to define classification levels, confidence scores, and custom guidelines, then ties Jev into the Single Brain ecosystem, highlighting the free Single Brain Gateway for secure API integration across marketing, sales, and revenue tools. Throughout, Siu emphasizes that Jev is not a conversational LLM but a work‑horse classifier that enables businesses to scale rote tasks while maintaining quality, ultimately freeing human time and driving revenue.
Chapters
Jev is an absolute game changer when it comes to doing work. So marketing, sales, coding, recruiting, whatever it is exactly. And what I've been doing is I've actually been upgrading a lot of my harnesses with this because Jev is something that actually sits in between all the, all the different harnesses that you're using, right? Um, so it doesn't necessarily replace them, but it does supercharge them. So basically what it's saying is like, hey, Originally, this bot said we should go for these 40 topics, but Jeff says, hey, these 10, only these 10 cleared the overlap gate. And when you think about it, is it necessarily a new— is it a new large language model? Can you chat with it? Can it actually execute on stuff for you? No, it can't. But even though it can't, it's extremely valuable. And a lot of other creators right now are talking about how it's great for playing Doom and things like that. And that's cool, but I care about how this is going to affect business and how people can make more money from this ultimately. So when you think about it, what is Jev actually? It is actually a classifier. Okay, that's the easiest way to think about this. And when you think about work, a lot of your work actually needs to be classified. So 100 people applied to join your company. Now the workflow in the past was that you'd have to have a human review every single one of those 100. And chances are they probably wouldn't even get to it because we're limited on human capacity, right? Now the reality today is that Jev can get through it very quickly. And what you see on my screen over here is it competing for Wikipedia page classification. So Jev is up here, right? It finished it so fast. Look at all these other ones, they're so slow, right? This one on the bottom left is still taking forever. And then when you look at the results over here, you can see that 0.827 seconds, right? It's 4.26x faster than the latest or the next fastest one, 2.6x cheaper, right? When you think about doing millions of calls, it starts to add up over time, right? And so this is just, I'm really positioning this for you to start to think about how it's going to apply for your business, right? So I think one simple thing that you can do is think about all your workflows, the main harness that you use. So for example, I use Codex over here and you can see on my screen, I said, hey, I want you to think about the workflows where we can implement Jev. So we have this leveling up marketing school content engine. And so it says, hey, this is like a 93 out of 100 from a priority standpoint, which I always like doing. And to say, hey, this is where Jev helps. So after a transcription, So after it pulls from a podcast that I do or a piece of content like this one, it's basically going to shortlist the strong moments, flag repetition, check complete takeaways, and review proposed edit. So why is this important? So Jeb is good at seeing the definition of done. You can see multiple choice, like is it yes or no? Did it actually fit this? It can score. And so you have 3 different levels that you have to define when you're working with Jeb. And it's not that hard to set up. And so when you have a lead come in, Or maybe you're reaching out to someone from a recruiting standpoint. Maybe you want them to have 2 promotions at 2 different companies and you want to see an average tenure of 3 years. So it can actually score and it can also give a confidence score as well. So you can once it can just classify these things quickly for you, then it can shortlist a lot faster versus having to have your frontier tokens being spent on all that time and all that thinking over there. Right? And so with Jeff again, it's it's much faster and it's it's quickly looking at hey does it actually fit? The verifiable options that you're looking for when it comes to whatever it is you're trying to accomplish. And then from there, you can make a call on whether you want to move forward with the classification or whether you want to move forward with the task or not. So like I mentioned, number 2, which over here is on the recruiting pipeline piece. Okay. So after replies arrive, classify intent, identify missing prescreen evidence, and flag contradictions for review. By the way, if you're enjoying this right now, you got to check out Single Brain. So Single Brain is where we help people with AI implementation, more importantly, marketing implementation. And so whether it's helping people build agents around AEO SEO, whether it's helping people scale their cold outbound systems, whether it's helping people scale their creative, this is the new way of doing marketing. We believe that the future of marketing agencies is this. Just go to Single Brain, Single Brain with a B, and we'll see you on the other side. But anything that needs classification, this is something to apply this to, especially when you need classification. Really, I would say classification at volume and you need reliable classification, right? And a lot of the work that we do is classification. Again, think about all the outreach that you're doing, recruiting, sales, marketing, partnerships, all these things that you're doing. This will be— this will help you increase the speed significantly and you'll ultimately reclaim a lot more time and not have to spend a lot more money. I do think this does increase your cost a little bit when it comes to tokens overall, but I do think this is the future in terms of how we work. And this shows you the implications of how work is going to look, right? So as an example here, it's like, oh, from inbox standpoint, here's the mix. These are the prospects reaching out to you, customer sponsorship, cold pitch, internal newsletter, right? You can see revenue as well. This might be your open pipeline. This might be connected to your CRM pipeline that's flagged as high risk or idle for 7+ days. So you can quickly get to what is important and you can have this handle the classifying instead of all the people on your team handling the classifying. Or how about for customer voice? So let's say it's pulling from Granola or Gong, which might be your call recorders. So you can say, oh, hey, what should your marketing say? These are 24 customer excerpts over here. What are customers bringing up? They want to see more business impact, faster onboarding, clear pricing. They have themes by deal outcome and you can see by This is by the deals that you won, the deals that you lost. And so this can help guide your messaging on your website. This can help guide your sales as well. This can help guide your case studies too. So you want to be hitting these objections all the time. And so when you see this marketing language over here, you can attack it, right? And all I'm using over here is Codex. Any harness that you're using can probably put this together for you. You can look at sponsorships. So I get a lot of people reaching out for sponsorships, right? So hey, which sponsorships deserve a reply? $40.5K. These are stated budget, strong audience fit over here. Who should you actually talk to? And then what it can do is you can have Jev then route to an agent to then handle the rest for you. So it's really helping you make that. Again, it's classifying for you so then you can make the right decisions. You can have the right agents for the right jobs based on what the classification is. From an outbound standpoint, okay, here's what the funnel looks like. By the way, I didn't ask it to do all this stuff. Here's what was delivered. Here's what was replied to. You might be using Apollo, you might be using like a HeyReach, for example. You might be using like for LinkedIn outreach, you might be using whatever, HubSpot, right? Which based on how an email sequence is performing for you, maybe you need to make some iterations. And that way it's classifying it for you quickly. It's looking at the data. So it's saying, hey, okay, it's time for us to run another test based on how poorly this has been performing or maybe how stale the creative is as an example. So you can run this for ads as well, right? Where is visibility growing or slipping? So this is from like an AEO SEO standpoint. So you can see, oh, organic clicks are 5,800, AI citations are this, pages losing clicks are 4. But you can see, hey, organic clicks by topic over here. Do you want to be— do you want to actually be ranking for these topics? And then you can probably even cross-reference this with what your customers are saying with this customer voice section over here. Because if customers are saying this and then you can see themes by deal outcome, then you probably should be creating more content, search and AI content around the stuff that is winning One more thing. If you're enjoying this right now, you got to check out the Single Brain Gateway. So this is completely free. If you just go to singlebrain.com/gateway, you can get access to our gateway, which allows you to connect all of your marketing, your sales, your revenue connectors, all of your APIs into one area where it's secure and give your agents access to it, give your people access to it so you don't have to worry about provisioning individually. You don't have to worry about everything being spread out, right? So this is completely free. So just go to singlebrain.com/gateway and we'll see you on the other side. When you think about if when I record a video such as this, maybe this video goes for 60 minutes or a podcast goes for 80 minutes, what are the absolute best moments based on what I've defined to be good, right? And so do we have a very strong hook in the very beginning? And so right here it's like, okay, here are the candidate moments that you have over here. Here's the suggested shortlist. Here's the shortlist duration over here. So the one field every workflow needs. Candidate placement in the episode. All these things over here, these are helpful to look at for the human, but just keep in mind, your job here after this is to determine the workflows that need to be set up from an agentic standpoint. So I have GrokBot pulled up now and I'm going to show you another example. So Jev is great for doing AEO and SEO work because you can see on my screen over here, it says that it's looking at the content that should be produced on my website using my autonomous engine optimizer. Okay, so what are the gates over here? Is the topic already live? So if it's already live, like the hardest number goes over here, that means we probably shouldn't publish it because we don't want more duplicate content. So guess what? Those of you thinking, oh my God, I don't want to publish a bunch of slop on my website that is like duplicate content. By the way, JEV can help eliminate slop. The other thing is it can already spot what is duplicate on your website because it can quickly look at what you already have on your website, right? So that's one piece. The closest live. So what is the closest living content that's tied to this one over here? It's like, oh, okay, this one. Maybe you can create similar-ish content, but you don't want it to be too close, right? And so, is this meaningfully better, right? And so, you can tweak the eval. So that's the definition of success, right, with JEV, right? And so again, for sales, it might be, does this fit within our ICP? Yes or no? Does this like— and how do you score it based on that? And then you could also set levels for it too, like 1, 2, 3, 4, 5, like how much of it is a fit? So I already had this AEO SEO bot running where it basically ingests from my content and looks for the content spikes and it'll give me ideas every day and I can say yes or no. But the anxiety that I was having before was like, you know what? I don't know if I can put this out there because I don't know if it's duplicate. I don't know if it's quality. And definition of quality is subjective, but we have our own guidelines. And so you can set those guidelines with Jeff. And then after that, you can decide— you can set more guidelines afterwards in terms of what other agents would be doing. And then you can have a Jeff tied to those agents as well to continue to evaluate. And then ultimately, we're just getting a lot closer to doing a lot of these rote tasks at scale. while being able to maintain quality. That's what I think the power of this API is. Again, I think anything that you're using, whether you're using Grokbot, you're using Hermes, whether you're using Codex, you just add this JEV into that API key into everything that you're doing and you say, hey, I've just added this. What are the highest leverage things I can add this to right now where it's going to make the biggest impact on the work that I'm doing? That's a great place to start because it already knows how you work and you don't necessarily need to be technical or learn how to code or anything like that. You just ask it to do it and then you're good to go. It's not as an LLM and not necessarily to make games or anything like that or play games. It's to get real work done and to drive real revenue for your business. So hope you enjoyed this video and we'll catch you in the next one.
