Kallaway is a content creator and the founder of Sandcastles.ai
Meet Kallaway, the creator behind the Kallaway Marketing channel and the founder of Sandcastles — an AI research tool that helps creators find and validate viral video topics before they ever hit record.
Kallaway started 4 businesses. All 4 failed for the same reason: no one knew who he was. No audience meant no customers, no leverage, no second chances. So he made it his mission to understand how audience growth actually works.
He cracked short-form content at scale after years of building online businesses, and he built the research system he wished he’d had from the start. Now he has over a billion views, a 50% viral hit rate, and he built a tool to help other creators do the same. This episode is the full system.
In this episode, we talk about:
- Content minutes — the framework for mapping how much trust your audience needs before they’ll buy at each price point on your offer ladder
- The modern content stack: why short-form and long-form both need to funnel into email, and why that’s the golden goose
- The 3 metrics that actually matter for content creators — ranked in order of importance, with views coming in third
- A live walkthrough of Sandcastles: channel watchlists, outlier score, deep video analysis, and how to use the MCP to run research through Claude
By the end of this episode, you will have a clear research system for finding validated, high-trust video topics — and a framework for staying creative while using data to de-risk almost everything else.
Book a free discovery call with 1of10 Strategy
Try Sandcastles for free
Full transcript and show notes
***
TIMESTAMPS
(00:00) Intro to Kallaway
(01:03) Introducing “content minutes”
(02:12) The modern content stack
(03:45) Why you want a narrow ICP
(05:40) The 3 metrics that matter
(14:38) Sandcastles demo: building a channel watchlist from scratch
(16:14) Why you study mid-size creators, not mega-famous ones
(22:18) Deep video analysis: hook formula, storytelling structure, contrarian angle
(24:59) Kallaway’s research flow
(30:47) Solving structure and scripting problems using your own channel’s data
(36:34) Data-enabled creativity: the thesis behind the whole system
***
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#303: Riley Brown — The AI Content Creator Who Doesn’t Write With AI
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Kallaway [00:00:00]:
I'm trying to de-risk my effort slash increase my hit rate. So I was like, how do I use data but not make myself a clone that's copy-pasting everyone else's stuff? And that's basically why I built Sandcastles.
Jay Clouse [00:00:11]:
That's Calloway. He started 4 businesses that were all killed by the same problem. No one cared. He had no audience, which meant he had no customers. So he made it his mission to crack audience growth. And now he has over a billion views, a 50% viral hit rate, and he created a tool called Sandcastles Sandcastles that helps other creators do the same. In this episode, you'll learn the exact system he uses to find and validate viral video topics before he ever hits record.
Kallaway [00:00:39]:
My framework for content is, I call it the modern content stack.
Jay Clouse [00:00:42]:
The metrics you need to obsess over so that your content grows your business.
Kallaway [00:00:46]:
Views are not the right metric to study. Views are a metric to study, and I would say the 3rd most important when I look at the stack.
Jay Clouse [00:00:54]:
And if you stick around long enough, Calloway will show you exactly how you can build your own content research system from scratch. Thank you to 1 of 10 for sponsoring this video.
Kallaway [00:01:03]:
There's kind of a fallacy between like views equals money. It's really like views does not equal money. You want density around one ICP as many times as you can possibly get it in a given week. So like my framework on this is called content minutes. So essentially like you could imagine your offer ladder or whatever your offer stack at certain price points. So I don't know what you're like running right now, but I know you have the lab, which is probably one of your higher ticket things. And then as you go down, you've got like course bundles, individual courses, maybe you have something at $47. So essentially, like, imagine you took that ladder from low to high and you overlaid an amount of minutes that someone would have to watch your content and trust you for those minutes.
Kallaway [00:01:42]:
That's like pretty critical. And at the $47, maybe it's like 20 minutes worth of content. And at 20 minutes, they trust you enough to buy it if it fit their problem. And then one, one rung up, it's like 67 minutes. And then you keep going up to like To get into the lab, they probably would have to have watched hundreds of minutes. But like once they cross that threshold, then they'll convert. So if you think about it, most people are like, well, I should just do YouTube because every YouTube video, if it's 20 minutes and yours are podcasts like 60 minutes long, the average watch time, let's say, is 20 to 30 minutes. You're getting a lot of those blocks in one shot.
Kallaway [00:02:12]:
And so you can scale someone up that ladder of trust pretty quick, which is why you've had so much success with YouTube, right? Because somebody watches 5 episodes, that might happen in a single night. Boom, you hit 200 minutes and then they'll, they'll be willing to buy anything. My framework for content is I call it the modern content stack, which is basically a triangle. You've got short form, long form, both going into email. That's like the golden goose. If you, if you could do anything, it would be one short form platform. I think Instagram is the most valuable or LinkedIn, depending on the audience. For you is probably Instagram, YouTube for long form, both into email and you pretty much can't lose.
Kallaway [00:02:46]:
Now from a content minutes perspective, You may think if I had to make a tradeoff of YouTube versus short form, you're going to want YouTube. And I agree with that, right? The reason most people want to start with short form is because YouTube's so difficult, like so many moving parts. You've already cracked it. However, once you're getting what you're getting from YouTube and you kind of have a formula, that's when you look to expand the universe into short form to kind of get more breadth of the minutes. To bring it all back to what I was starting with in terms of the narrow ICP, the minutes don't accrue unless the person who watched the video trusts you and actually have the problem you're talking about. So if you broadened or, you know, made more generic the topic you're talking about, yeah, maybe it gets 100,000 views instead of 20, but actually none of those 100,000 blocks hit because no trust was accrued because the topic you had to talk about was so generic and like surface level that it didn't actually accrue trust. So for me, it's like what I try to get people to do is very narrowly define your ICP. I like to think of it as an audience of one.
Kallaway [00:03:45]:
So like if there was just one person in a chair in front of you, that's like, probably somebody in the lab, you can just picture them right now. It's like, if I could give value on every single piece of content to that person, there's a lot more people like that and it would scale accordingly. The algorithms in the last like 1 to 2 years have gotten so good at targeting the exact type of person you want that you don't actually need more than like 10,000 to 20,000 views per post on Instagram other than for ego reasons. You can drive a ton of email lead gen from that. So I would say like the first thing is Narrow is good. You can— there's things we can talk about in terms of how to expand the saturation within that narrow slice, like the way you frame the hooks and the topics. But like, you want narrow.
Jay Clouse [00:04:25]:
If our ICP are other creators who are educational in nature for their audiences, my perspective has been that education has been harder to do well on, uh, especially Instagram and TikTok. But that might be a limiting belief too. When you see people who are doing education in short-form video and doing it well. What is true about those folks that they're being successful in a world where there's a lot of just like great pure entertainment that is probably more engaging?
Kallaway [00:04:58]:
Yeah. How do you define doing it well? Are you talking about views?
Jay Clouse [00:05:02]:
That's a good question. I would say doing it well in terms of they are making Instagram worthwhile for them. I guess it's like the ultimate answer. I would say that probably in the back of my mind when I asked that question was like, Okay. Yes, they're, they're doing good views. They're doing views on par with people who aren't doing education. You know, the target market for this is actually fairly large. So if, if views are in the single-digit thousands, it feels like there's just a lot being left on the table.
Jay Clouse [00:05:33]:
So views as a metric doesn't matter in an absolute sense, but it feels like we are really barely scratching the surface.
Kallaway [00:05:40]:
100%. So I would say views are not the right metric to study. Views are a metric to study. And I would say the third most important when I look at the stack. I also think not all views are created equal, right? So an entertainment video that has a million views is not getting the trust accumulation the same way an education video gets 40,000 views. It's super dense. So that, that does make it hard. The hard part is this decoupling from like the thing you can see from other people, which is views, And your own, like all of our brains are like, see number, want number bigger, compare number, right? And so it can cause a lot of people to stop or to go down the wrong path when they're anchoring views as the number one metric.
Kallaway [00:06:21]:
And here, here's what I mean by that. If you know professional creators are the number one target audience and you know all you have to do is get them to trust you and they will ascend down the funnel cuz you have all of that dialed. You just gotta get their email and you know that you can monetize them. If you know that's true and you know that education content is the best way to get trust at scale, let's just hold those things constant. Then you studying an entertainment video from someone else is actually distracting you from like the right benchmark, right? The right benchmark is, am I making a high-trust, high-value video educationally to get one more content minute on the stack, like in a vacuum, right? Looking at me, looking at Logan Paul does nothing for me, right?
Jay Clouse [00:07:00]:
Sure.
Kallaway [00:07:00]:
Me looking at— I'm just thinking of like random entertainment names. And so the number one thing I think to go through is what are the best metrics to track? And maybe I could just share like how I'm approaching this on my channels because I basically solved short form in like a pseudo entertainment niche, you could say. Like I was doing tech, which sounds educational, but really it's like entertainment. And I was doing that for a brand deal strategy. So like that was a game to play. The game you're playing and the game I'm now playing on my Calway Marketing, completely different game. And so even me, like I can't really look at tech as a proxy for marketing because it's completely different. So maybe I can explain like what I'm doing on Calway Marketing and how I'm looking at it.
Jay Clouse [00:07:36]:
Yeah.
Kallaway [00:07:37]:
The 3 metrics that I think matter most. Number one is conversions per video and conversions measured as emails collected per video. That means every video I have a CTA, every CTA is driving to a lead magnet where I can capture emails and I'm measuring all of those in ManyChat and I can go through like this batch process that I run. That's number one. Number 2 is followers gained per video. That is more valuable than views because a follow— when someone goes to follow, it's like 5 to 10x more powerful because they're like, that was so good, I can't miss it again. So before I looked at total views, I would look at followers gained and just say, which one is driving more followers? Last, I would look at total views. Now, the reason why total views is helpful when you're looking at competition is because you don't, you don't have insight really into how many email subscribers their videos are driving.
Kallaway [00:08:22]:
Or how many followers gained. Those are like private metrics behind the wall, but you could look at someone else's and see views. So if you're looking at like what's working for others, you have to settle for views for others because you can't see the other 2.
Jay Clouse [00:08:33]:
Something I admire about Calloway is his willingness to invest in experts to help him skip the learning curve. That's what he did when he hired the One of 10 team to help with his YouTube channel. You probably know the One of 10 team as the leading tool for researching viral ideas, titles, and thumbnails. It's what I use the most on my channel. The reason the tool works so well is that the team is full of YouTube strategists who really know their stuff. What you may not know is that they also have a consulting arm that's not only worked with Callaway, but Ali Abdaal, Will Tennyson, Mike Shake, and a bunch of others too. Collectively, they've helped generate over 2 billion views for their clients. The 1 of 10 team helped Callaway grow a new channel from 0 to over 250,000 subscribers in just one year.
Jay Clouse [00:09:16]:
They helped with this video, this video, and this video too. One video alone brought in over 2 million views and generated more than $100,000 in revenue. If you want to work with the same team that took Callaway from zero subscribers to where he is now, that's the One of 10 Strategy Team. They are very selective with who they work with and only take on about 5 new clients per month. They focus on the things that actually move the needle: ideas, titles, thumbnails, and positioning. You get a dedicated Slack channel and regular one-on-one calls to communicate with their team to ensure each video is set up for success. This is not a course and it's not a one-time solution. It's direct ongoing support from a real YouTube expert who has done this for some of YouTube's largest creators.
Jay Clouse [00:09:59]:
Book a free discovery call with the One of 10 team today with the link in the description and let them know that Jay sent you.
Kallaway [00:10:05]:
But when you look at your own channel, The biggest trap I find is only relying on views from your own channel, because obviously if the TAM is bigger on a topic, you're going to get more views. And so if you expand the TAM beyond the trust zone, those views are actually empty calories. And so that's like just one anchoring methodology that I think about is can we have enough lead magnets in the ecosystem that we can drive to a lead magnet on every video and then evaluate emails collected per video? So the Callaway Marketing channel I've been running for I think I'm 35 videos in and the goal is to get to 2x per day. We're doing 1 per day, 7 per week right now. Every single one of them, I have a CTA. Every single one of them I'm measuring. And what's funny is not always are the highest view ones driving the most emails, which, which is like you would, you would probably accept that to be true and same as me, but the average person would be like, whoa, I'd expect views equal emails. It's not the case, right? It's all about what's accruing trust, what's, what's targeting a pain point people really have a need for.
Kallaway [00:11:03]:
And then you have a lead magnet complementing.
Jay Clouse [00:11:05]:
So when you're doing these CTAs with these lead magnets, are you reverse engineering a video topic based on a lead magnet you made? Do you have an idea for a video you love and then you create a lead magnet for that and now that's just in the bank and maybe you'll use it again when it makes sense in the future? What's your order of operations?
Kallaway [00:11:19]:
Yeah, so I've done it both ways. So I have a, an academy where I like teach my whole system to people. And what I've done is I've taken pieces of the academy, extracted them out, and turned it into a lead magnet. So then I'm just like, I have that lead magnet made. If the topic suits it, I'll pull from it. So I guess like step one is you have a couple that you believe in right now. When— if I were going to like, what videos do you make? I wouldn't make them based on the lead magnet. I would make them based on what I can talk about next, which is like how you actually identify which topics are working.
Kallaway [00:11:49]:
I would say it's probably— maybe we can get into this now in terms of like topics, because one of the questions you asked is like, what's the most important thing to, to, to look for, to focus on? By far and away, it's the idea of the video. Like, you can use almost any hook, any storytelling structure, any editing, any format. If you have a bad topic, and I can talk about what bad and good looks like, the video will fail. It'll, it'll be medium at best. But if you have a great topic, you can plug in almost any of those other things and it will almost always work. So all, like the 80/20, 90/10 is, can I pick topics that are validated, relevant to pain points they want, and that I have a non-obvious contrarian take about? So for me, like if I had a pie chart of where topics come from, I would say like at the beginning, 70 to 80% comes from data for what other creators topically have talked about that have worked. And I'm looking at views cuz that's all I have access to. And so I'm informing my first couple batches of content based on that.
Kallaway [00:12:42]:
20% comes, one outta every 5 comes from like an original idea where I'm just like, let's just test this. That first couple batches, and I do batches of 10, so let's say like 20 to 30 videos. It's all about testing. I basically just trying to validate which topics work best for me. Once I then know that, we can talk about like downstream. But, you know, topics are the most important thing. And what I'll do is based on the topic that I choose, I'll then plug in whatever the closest lead magnet would be to that topic. The way I think of it is I don't really want to spend every hour making content.
Kallaway [00:13:13]:
Like, I'd rather live my life, right? And so I'm trying to like increase— I'm trying to de-risk my effort slash increase my hit rate. So Every time I sit down, I want it to bang so that I get the results so I don't have to spend more hours doing it. That's kind of like how I think of it. So it's the measure twice, cut once. Like, what would be the way to de-risk? The way to de-risk is to use data on the topics and then creativity on the contrarian insights. That combo is like, that's what all the GOAT creators are doing. I mean, I would say on YouTube, and that's what I do on YouTube too, on YouTube and short form, and it makes it so much easier. And that's basically why I built Sandcastles, right? So like, For anyone who knows sandcastle.ai, that's like my software tool, AI tool that does a lot of this for me.
Kallaway [00:13:53]:
The reason why I built that is because I went data first from the beginning because I really did not enjoy the process of spending 10 hours on a video and it failing. I like hated that a lot. So I was like, which I'm sure everyone does, obviously, but I was like, I can't do this forever. Like, I can't do the guessing. So I was like, how do I use data but not make myself a clone that's copy-pasting everyone else's stuff? Because I also think That's where you lose too. If you're a derivative, you're going to lose. So you have to be original, but you have to fish in the right ponds. That's, that's the key thing.
Kallaway [00:14:21]:
If you're fishing in every pond, some ponds don't have fish. So it's like, how do we figure out where to fish and then use our own technique, our own contrarian insight, our own, you know, whatever the metaphor, our own boat to go get more fish, right? So the way I do it with Sandcastles, which I think is the best way right now, is—
Jay Clouse [00:14:37]:
Can you show us this?
Kallaway [00:14:38]:
So this is Sandcastles. In the upper left, you can build like separate workspaces for different niches. So like You might want to say, okay, professional creators is like my main one, but you might have other like verticals you want to test if you want to, if you want to partition them separately, right? So this is my marketing workspace. Basically, the first thing you want to do is build this channel list. So if you go to the channels tab, I've got this list here of like all the top creators that I've come across or that I know of in my category. And like you, like I said, you can either build this one time or like over time, but how you would do it is Maybe let's just delete all of these so I can show you, uh, kind of the process from scratch. So typically you would come in here and you'd be like, I don't know who to add at all. So you go to describe and let's just say you're looking for, like for me, social media marketing and growth content.
Kallaway [00:15:23]:
And I can say I only want people from Instagram or I only want people from micro and small cat, which is like 10K followers to 250K. Now I'll go up to medium. The reason you want this micro to medium range is because typically, and this is like not intuitive, but if you track videos from massive people like Hormozi, let's say, who has like 4 or 5 million followers, typically when he has an outlier, it's not necessarily just because the idea did so well, it's because he's so famous and has so much built-in like brand equity that people will like anything he does. So it's actually a counter signal to study the huge people. You just won't find the best ideas. Conversely, let's say you're not well known at all. If you have a banger, that means the idea The concept, the substance was the reason why. It's not because of your face, cuz nobody knows you, right? So you wanna study people that are slightly smaller in the, that's where really the golden ideas come from.
Kallaway [00:16:14]:
So let's just do like these 3 and we'll press search. So what Sandcastles does is it breaks whatever you gave it into 3 different buckets. So in this case, social media marketing, social media growth, marketing and growth strategies, like they're all kind of derivatives of this. And this will give you the best ranked channels that we have on our, in our database. We have like 100,000 channels or so. And if you want to see more, you can just load more. And the goal is you just highlight that, uh, you, you hover over these and you, if you want to investigate these, you can just click and open it in a new tab.
Jay Clouse [00:16:42]:
Boom.
Kallaway [00:16:42]:
This person in a new tab. I don't know if it's shared. It's probably not sharing, but like I open it. Boom. I see her channel. Here it is. And what you want to do is build out your list. So I could say like social with Philip.
Kallaway [00:16:51]:
Boom. Press the plus and I build him out here. Now you can do this quickly by just pressing add all. And what we do in the onboarding is like automatically build a list of 20 for you. But I find like most people want to tailor this pretty tightly. Now, the cool, the cool thing about a few like hidden features we have here is like, let's say, so, uh, Jaden is really dope. Like he's dope in the space. I've seen his stuff.
Kallaway [00:17:11]:
So like, I'm gonna, I'm gonna add him. Now what's cool is I can hit this little double arrows here and what we'll do is make him the anchor. And now these are all the best fits based on like closest to him. So if you, let's say you're not good at describing what you want to do, but you find, you know, there's one anchor person that you love.
Jay Clouse [00:17:28]:
Yeah.
Kallaway [00:17:28]:
You can just go to him, press this, boom. Now this list is like the closest possible thing to him. So I would just like add all these people in, right? So that's how, that's one way to do it. The other way is if you know someone's good, like this girl Ava is really good in this space, I'll just search her name, personal brand launch. And if you just wait a second, it will find her. So she's right here. Now, like I said, we only have 100,000 channels. Like these are top curated channels and our users, every time a user adds one, it gets added to the database.
Kallaway [00:17:54]:
But if there's somebody that exists that you know should be there and they're not, it just means nobody has ever added them to Sandcastle. So you can actually do it for free. You just go to add URL and you can type it in. So we have this, I'll go to parse. If we have you, the picture shows up, boom, I add you, no problem. If we didn't have you, it would be like new channel and you can import it. And then when you import it, we'll take in your full backlog, right? And so this process of building out your list is super valuable because now you can focus your attention, you can focus your research attention on these channels, which you know to be good. So what I recommend for people is like almost everybody knows at least one name of someone that's pretty, pretty good in their niche.
Kallaway [00:18:31]:
Start with that person, search them or add them, and then just go to this kind of refactor. And then once you hit this refactor, you can just be like, okay, boom, these are all the people that are really close to this person. So we'll add a bunch in there.
Jay Clouse [00:18:43]:
One thing that's interesting about this approach that's a little bit counter to like the YouTube advice in a similar fashion is a lot of times the advice on YouTube is like, get outside your niche, find somebody who's doing something in finance or gaming that's interesting and try to pull from there. video ideas, which I think makes sense, but I don't know. It doesn't seem like it would translate exactly to Instagram, but I'm having a hard time articulating why that's true.
Kallaway [00:19:07]:
Yeah, so I think there's, there's like different buckets, right? So when you do the YouTube research, if you're looking for topic inspiration or interest topics on YouTube, you need to have people that are in your space or like very close adjacent. But if you're looking for title formats or thumbnail inspiration or series ideas, you can go broader, right? For example, if you were doing creator stuff, you typically wouldn't look in the e-com niche for like interest topics, but you could find a title format that's crushing and then translate it over. It's kind of similar here where if you're looking for topics, you need the topics to be within niche. But if you want to look for formats or you want to look at editing styles or you want to look at hook, hook, you know, hook formats, you could do that outside the niche as well. So what we found is like most people have trouble building a list outside of their core niche. Like most people are not aware of like who's good, what's good, even like this data-backed process. So we try to keep it in niche and then you can, I'll show you a couple things we have where you can stumble across new stuff that's like outside the niche. But this is, this is what I like to start with.
Kallaway [00:20:05]:
So this is my list that you can see. I just, I had a list on Excel. I just pasted all the URLs in. I added them super quick. So this is the list that like I, I like. So once you have this, then you go to the videos tab. And so this is the, to, to zoom out, what we're doing here is we're breaking down how do you find the best performing topics in your niche so that you know which ponds to fish in. So if you go to the videos tab, what you now see are, these are all the videos from just those channels.
Kallaway [00:20:31]:
And you know that because if you click the channels filter, you can see the channels in here. So if I wanted to look at like just my channel, I'll click my channel and then I've got, boom, I got all the videos from just my channel in here. Now, the difference between this and like Instagram or TikTok proper is that I can filter and cut this data however I want. So what I like to do is I'll go posted in the last 2 months. I like to set engagement rate at 2% because that filters out the brand deals. Typically, if you have videos with super high views, but they have 0% engagement, it's because people paid to boost the views. I don't want to look at the brand deals because those are, that could be a, that gives me a false sense of what topics worked. So I just set this bottom engagement at 2%.
Kallaway [00:21:08]:
Anything below that filters out. And then what I do is I go to sort and I'll go either outlier score or views. Slightly different ways of calculating it, but let's just do outlier score. So the outlier score, which is this green badge here, you can see like this one is 8.2x. This means that the views of this video were 8.2x higher or above the average views in the rolling 3 months before this video was posted. We do rolling 3 months so that if the channel's dying, the outlier score kind of gets recalculated. You don't get punished for like super fast or super slow growth. But so an outlier score is like a better apples-to-apples comparison across multiple channels.
Kallaway [00:21:44]:
So the beauty of this is like, let's say I clear, uh, just this and I look at the whole cohort. Now this is in the last 2 months sorted by outlier score across all these channels, the top performing videos. So like this is the, uh, the Wise Investor. I don't even know, maybe that, maybe he's on the channel, but there's Gannon, uh, Peter Visuals, et cetera. So you go through, so. Now what you can do, there's a few things that are like super helpful. Let me, let me go by newest so I can show you this. When you see these videos, the very first thing you're, you're probably wanting to do is either play it in a new tab so you can just watch it.
Kallaway [00:22:18]:
So you can just hover over and play a new tab like this, or you want to get deep analysis on this video. Like what is the transcript? How can I understand like what this video was about? Right. And so if you just press this analyze button, we will actually do a deep analysis on this video. And if I'll just go back to one that I've already analyzed. So like this one by Gannon, I can press into it. You get the transcript, the caption if you want it is here, but then all this like deep analysis, right? So what is the topic? What was the, the seed of the idea? The topic's like a 3 to 5 word kind of description. This is more like a single sentence description. What is the unique angle of this video? What is the common belief versus contrarian reality? This is like really where curiosity comes from right here.
Kallaway [00:22:58]:
What kind of like core facts or evidence did he put in this video? Then we go to the hook. What was the formula for the hook? What was the exact hook? What was the analysis of why this hook worked? What is the category of the hook? Storytelling, same thing. Category, what, what the storytelling structure was. Visuals as well. So the whole point is like, now you're getting all of the deep analysis on this video. We are both taking the transcript and literally watching it with a vision model and giving you insights on this. Now, at an individual level, You could be like, oh cool, like I'm just gonna— a lot of people just use Sandcastles like this. They come in, they filter, they sort by outlier score, and literally they just watch each one.
Kallaway [00:23:33]:
They're just like, watch, watch, watch. And they like watching it themselves. They don't even want the detailed analysis. This alone prevents you from having to scroll to find ideas. And now you can see the best performers. I'll expand on what I would, what I would take from this versus not to keep it original, but like That's, that's like the lightest weight way to do it. The more advanced way is once you analyze a bunch of these and you can go one at a time or you can press bulk analyze, like, you know, let's say you wanted to analyze my channel, you would just search my channel. You could say bulk analyze 50 videos or, you know, you could look and say, okay, that looks like there's 25 in the last 3 weeks.
Kallaway [00:24:08]:
I'm just gonna bulk analyze 25. Once you have all these analyzed, you can either export the data as a CSV and feed that into Claude. Or you can use our MCP, which connects Sandcastles directly to Claude. You can just install it in like 30 seconds. I can, I can link a video if people want. And then in Claude, I can say, look at the last 30 videos from Callaway Marketing's channel, make sure they're all deep analyzed. Give me a full report of like a breakdown of the topics, the hooks, etc. Right.
Kallaway [00:24:34]:
So there's so much you can do with this data individually and as a cohort.
Jay Clouse [00:24:37]:
So you're coming in here for Callaway Marketing and you're doing your Uh, you're filtering, you're sorting, you have a shortlist by outlier score. When do you stop and say like, yep, that's one I'm gonna do? Is it something that's like inspiration hits, or are you doing a minimum 10 and then saying, okay, which one of these did I feel best? What's your process from here?
Kallaway [00:24:59]:
So there's, so there's 2 paths. There's looking at what competitors are doing to get new ideas, and then there's looking at your own channel to understand all the other stuff that's working really well. So like, Which videos did I make that crushed? What hooks are working? What formats are working, right? So I, I kind of like do both separately per se. So I've got a guy on my team, um, that literally just does the idea stuff all day long. So he's looking at all of these competitor channels and he's like trying to, like, he looks at this, this view right here and sometimes he'll go, uh, last, you know, 30 days. Sometimes we'll go further out. It depends on like for your niche and my niche, this is pretty evergreen. So you can go back like 4, 4, 6 months and still get good ideas for news-based niches where you need more like real-time stuff.
Kallaway [00:25:45]:
He'll do 14 days or 7 days, like for tech. So he'll look at this and he'll open this video and he'll be like, okay, is the topic of this interesting to him? First of all, like, because I've kind of trained him on like what interesting looks like, just like, are you curious about this period? Okay. Number 2. Do we have something relevant and non-obvious to say about this general topic? So like, let's just look at this one right here. So we'll open this. So let's just watch this. This video got nearly 25 million views. That's over 200 times more views than the creator's regular content.
Kallaway [00:26:19]:
And the reason comes down to one thing. Your brain is always trying to guess what happens next in a video. So this is basically like a, a hook case study where he's explaining the Hook or psychology of this, right? So my, my guy or you or anyone who's doing this, right, would be like, okay, this is a breakdown of an example video that had a viral hook that had traction that he explained how to do it. So the close clone, which I don't really like doing close clones, would be like, let's take this exact same video and make a, like this exact same example and make our own spin on it where we break down the hook, but in a different way we say different stuff. To me, that's still too close. I wanna be more unique. So I would say, okay, interesting. The style that he went through to explain this is he started with the hook itself of the example.
Kallaway [00:27:02]:
He played it without saying anything. Then he introduced what it was and broke it down. Could we run a similar flow like a similar story structure, but using a different example? Do we have a different example? Do I have unique insights to say on a different example that would like start the process? So if my, uh, my like head of content pulled this and he thought we would have something good, He would put it in the list for us to review. If he thought it was like too junk foodie, he would pass, right? But the reason why like that's helpful is all these are on target and they're the best performers by the people in my niche. So it just focuses your yes/no process super dialed. So he'll do this, uh, daily or every other day, and he builds a Google Doc that has tabs on the side, and every tab is like a separate idea. He's only putting the ones on there that he thinks we have something good to say.
Jay Clouse [00:27:47]:
Right.
Kallaway [00:27:47]:
And it's based on the whole corpus. Like, I've just trained him over time, like the whole corpus of everything I believe. He's seen all my YouTube videos. He knows kind of like our isms, let's say. Then we get on a call. I like to do it twice a week where he'll pitch me each one and be like, here's what I found. This crushed. Here's what I think we could do.
Kallaway [00:28:03]:
What do you think? If I don't have something unique to say that's like contrarian and interesting, we kill it. If I do have something unique to say and I'm like, ooh, that's cool, we should use this other video as the example, or Ooh, what we could bring in this one framework that I talk about and like, you know, I'll, I'll construct it. We, we greenlight it and we put it into the like approved bucket. We'll go through that call like we just did one today for an hour or so. And what that gives us is like 8 to 10 approved ideas where they're validated by data. I know we have something interesting. We went back and forth for 5 minutes on the call for each idea and like kind of brainstormed the best option. And then from there, I know I can go into the scripting phase.
Kallaway [00:28:39]:
So that's kind of like the research flow. Now he's most for short form, mostly he's using Sandcastles. Like he doesn't really scroll that much. Uh, for YouTube he's looking at, uh, or like for, for tech ideas, he's looking at Twitter and other, other things like that, like email newsletters around tech. But for like Callaway Marketing, the marketing ideas, he's pretty much just looking at this. So that's the, how do we get new ideas just on the topic front?
Jay Clouse [00:29:03]:
How are people doing this before they, there was a tool like this where they just like, Manually. Manually with like bookmarks and folders.
Kallaway [00:29:11]:
Yeah.
Jay Clouse [00:29:12]:
And spending a lot of time on their phone.
Kallaway [00:29:14]:
Yeah. Like they either had a person like a social media strategist or them, and they were scrolling for like 2 to 3 hours a day and they were having to go through all the noise. All the nonsense is not on target. And then they'd have to see all the ones that are like mid-performers. Then finally they'd get to some bangers. And the ratio from my research was like 1 out of 10 or 1 out of 20 would be like even close to potentially relevant. And then you'd have to see it, you'd bookmark it, or you'd save the link into a notes file. You'd have a bunch, and then you'd go through this process of like, is it relevant? Is it not? So this just speeds up a lot of the research time so you don't have to spend all that time doing the finding, right? Now we also have like this automations feature, which I think is pretty sick.
Kallaway [00:29:54]:
You can set up these rules that will automatically deep analyze whichever videos you want based on the conditions, right? So what I'll do is We have this one on that says for any of the channels in our list, as long as there's a 5x outlier score on the video and it has above 2% engagement, we want you to auto-process it. So it'll automatically be analyzed. And what that means is when it's analyzed, it's ready to be pulled from in Claude, right? Because we have the MCP set up so we could just set up a daily scrape that's like, give me the best performing videos of the day today, every day. And we can set that up as a scheduled task. It can do that. I mean, it could, it could just give you the video to like link out without analyzing it. But by analyzing it, we can also have it say, what are the common topics that are working? And it can just know because it's already done all this analysis for you automatically. So this is just like one way to speed it up because you can tell like my whole thing is like, how do we speed this up as fast as possible and get as much signal as we can in the workflow?
Jay Clouse [00:30:47]:
This clearly solves my topic ideation and Even to a degree, a hook problem, because I can see how this is working. The next place where I feel like I would fall down is if the video's too long or in some way, like the structure of the whole video goes off the rails. Is the answer to just use this analyze feature and look at the structure of these and make sure I'm following fairly closely to it and then just be relentless in the edit?
Kallaway [00:31:16]:
Yeah, so there's 2 ways. So when you're, when you're first starting and you don't have a ton of your own data, like you don't have a ton of your own videos, The best way would be find a creator that you like, like let's say Gannon. Find the, a creator where you like the flow of, it's not like you like the look of his stuff, 'cause that's the visuals. It's more like you like the way he explains stuff. You like the flow of his storytelling. You can use this transcript and you can either look, just look at it and be like, okay, roughly speaking, these are the sections. We also have a feature right here that's show sections. You just press this.
Kallaway [00:31:43]:
So it breaks it down into like the 5 parts, or they're not always 5, but this, in this case, there's 5 parts. So you could then say, okay, cool. Like if I'm gonna storytell, but I don't wanna, I don't wanna copy his stuff. We need a hook, we need an intro to the series. Then in this case, he's doing a setup tutorial. There's a live demo and a payoff. So like at the, at the roughest strokes, you could copy that structure. At the most detailed strokes, you could take his exact script and then try to translate it into your own.
Kallaway [00:32:07]:
Now you can do this manually, or of course you can take 100 scripts from Gannon, put it into Claude and be like, I want to understand what the best performing structures are storytelling-wise from the scripts. Make me a Skillfile template, and then when I jump in a topic, write a script for me in that way. Now, I likely would not just, just go with that. Like, I would take that and then I tweak it. That's going to be 90% of the way there. But that gets you again, like it puts guardrails on what you should do when you don't know. What I recommend doing once you have a minimum amount of videos for yourself, like 10 to 20 videos, you know, let's go to mine. I have all of my videos analyzed.
Kallaway [00:32:42]:
So of course I can look one by one. Like if I sort by outlier score, my eye is trained on content now where I can see like, let me go 60 days so we have all of them in there. I can see like, okay, this was about kind of content strategy. This was about AI tools. This was about storytelling. This was about formats. This was about strategy, strategy. This one I think is storytelling, storytelling.
Kallaway [00:33:04]:
So I'm starting to see like common buckets. Like I can just look at it and see, but on the, on the story structure side, the storytelling, like with the script, You could just take these and once they're analyzed, you can again, like export the data or use Claude and just say, hey, I've made 20 videos. Can you look at the top, the top 5 performers and just help me understand like what is the common structure or flow of the script that's working well for me? Let's turn that into a template or turn that into a skill file. And then when I feed you a new topic, can you write the script or at least guide me into what those buckets should be? To your point, like that'll, that'll speed up a lot of the confusion. I still think you need— like, writing is the number one creative tool. Like, I believe writing is the most important skill. I think you believe that as well. So I never want to like fully outsource every word I say to this, but like as a, as a 75, 85, 90% of the way there first draft automatic, it's pretty sick and then you can tweak from there.
Jay Clouse [00:33:55]:
Yeah, I agree. The, the conflicting feelings that I get when I think about processes like this is if you remove all of your own creative work and writing from it, which you totally could. Like, I could make this totally data-driven and totally, like, automated.
Kallaway [00:34:13]:
Yeah, formulaic.
Jay Clouse [00:34:14]:
From this, and it would probably get results. And I just know that would be, like, not satisfying for me either. Like, what I like about these analyze tools and these headers that you have in this transcript, I can teach myself to fish with this tool. I don't have to let the tool fish for me.
Kallaway [00:34:31]:
Exactly. The way I like to think of it is, so in, in the content workflow, you've got topic, you've got research or like substance, you've got hook, script, record, edit, post. In each of those little, little modules within the flow, you can decide to turn it all the way to 100 on data or all the way to 0 on manual, and you can pick where you want. So like for me, where I'm at right now is I really like using 100% data to guide me on the topic buckets. So that I know where to start fishing. Then I look at my own, my own data, like the most valuable thing, like just on YouTube, the most valuable data for you on YouTube is your own channel. Same thing here. But until you have your own data, you just guiding on the topics that make the most sense from other people is the best way to do it.
Kallaway [00:35:12]:
For substance, the contrarian insight, I'm relying fully on my creativity. I'm not really like taking other people's insights because I find that's really like the sauce that makes it unique. And that's the creative challenge for me is like, Okay, how do I take this 30 days of content topic and make it unique? So I came up with this new mechanism and like that did pretty well. So on the substance, I'm doing it full creativity. On the hooks and the scripting, what exactly what you said is where I'm at, which is like the goal is to make your brain full of what works so that when you flow naturally creatively, it's already infused in there, right? So like you just, when I look at this, I'm like, okay, let me study right here. Let me study what this is. When I make another one, I don't copy paste, I just, Read it just like copywork or like any form of training yourself on a skill. I'm reading it and I'm like, oh, okay, I see like how that flowed and that didn't.
Kallaway [00:36:00]:
Okay, now I know. So when I go to write from scratch, it's kind of like in my brain already the way of doing this. That's the like most manual way to use data but still be fully creative. You can of course dial that a little bit more where it's like, cool, I'm going to start copy pasting this one that worked. It's my own words, but like I'm going to start here and then edit around it. The full automated would be like literally just rip this and change a couple words. So to your point, you can season to taste on this depending on how much creative expression you want. I don't think you can fully build an AI factory pumping it out with zero creativity and cut through.
Kallaway [00:36:34]:
I just think there's too much supply and it's going to trend towards average because most people are doing that and they're coming up with the same stuff. So this is where, like, I call it data-enabled creativity. That's my, like, big theme or thesis that I believe in is like using the data to guide you and then allowing your— basically freeing up all of your time to be creative and using data for everything else.
Jay Clouse [00:36:54]:
What if I took one of your, uh, one of these videos that we're looking at on screen right now and I removed all visuals? The cut stayed there, but it was just you and it was just captions. How big of an impact do you think that would make on the performance of that video?
Kallaway [00:37:09]:
A pure yap with zero graphics, which is kind of what you're describing, right? Like full A-roll, you and captions. Basically, the way I— the framework I use to look at this is like a picture's worth a thousand words, right? So if you have no visuals on the screen, you're relying on the viewer's imagination to come up with— if they're a visual learner like I am, they have to imagine what you're saying and try to get comprehension from that. The more technical or the more complex or the more like out-there ideas you're talking about, the harder it is for people to imagine. It's a spectrum, right? It's like the more work you— the more front-end effort you apply to the production, The, the easier it is to carve a moat visually because there's just less people putting in that time. However, to your point, the more resource intensive it is. So you have to just experiment along that spectrum and figure out what you are happy with and then ultimately what converts into emails. That's, that's a really critical thing too.
Jay Clouse [00:38:01]:
Amazing. Well, I will link Sandcastles in the description for this. That's fantastic.
Kallaway [00:38:05]:
If you're a business owner, hopefully this is helpful to you. Definitely free stuff below, so feel free to check it out.
Jay Clouse [00:38:10]:
Now that you've seen exactly how Calloway structures his content research, you'll love seeing behind the scenes with Riley Brown too. Watch this interview next.
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