Claude Code built me a $273/Day online directory

Feb 16, 202656 minTranscript available

Show notes

I sit down with Frey Chu to go deep on how to use Claude Code to build AI-coded directories, specifically how to tackle the hardest part: getting valuable data. Frey walks us through three real-world directory examples (a funeral home directory, a senior living directory, and GasBuddy), we play a game guessing their traffic and monetization, and then he does a full live walkthrough of the seven-step process he used to build a luxury restroom trailer directory in four days for under $250. I also ask him about the future of directories in a world where LLMs are changing how people search. Timestamps 00:00 - Intro 02:15 - What you’ll learn 03:00 - Directory Game:Parting(Funeral Home Directory) 05:42 - Directory Game: A Place for Mom (Senior Living Directory) 08:00 - Directory Game: GasBuddy (Crowdsourced Gas Price Directory) 12:32 - The Data Moat Thesis 14:02 - Luxury Restroom Trailers: The Niche Directory Demo 15:52 - Before & After: WordPress Directory vs. Claude Code Directory 19:04 - Cost Breakdown: Built in 4 Days for Under $250 21:23 - Step 1: Scraping Raw Data with Outscraper 22:25 - Step 2: Cleaning Data with Claude Code 23:27 - Step 3: Using Crawl4AI for Automated Website Verification 28:01 - Step 4: Enriching Trailer Inventory Data 31:33 - Step 5: Scraping & Verifying Images with Claude Vision 36:33 - Step 6: Amenities, Features & Filter Data 38:31 - Step 7: Service Areas 39:15 - Niche Directory Ideas: Dementia Care, ADA Bathrooms, Tap Water Quality 43:38 - For Naysayers: Is Building a Directory Worth It in 2026? 47:51 - LLMs, AI Search & the Future of Directories Links Mentioned: Outscraper: https://startup-ideas-pod.link/outscraper Crawl4AI: https://startup-ideas-pod.link/crawl4AI Key Points Data is the moat for any successful directory - and with Claude Code plus Crawl4AI, the hardest part (data cleaning and enrichment) is now dramatically faster and cheaper. Every successful directory helps people save time, save money, or make money - and price transparency is a massive, underserved opportunity across boring niches. Frey built a fully enriched luxury restroom trailer directory in four days for under $250, a process that would have taken 2,000+ hours of manual work. Monetization depends on the niche: lead generation, vertical SaaS, agency services, ads, debit cards, affiliate, and marketplace models all work. Directories remain strong in an AI search world because users browsing a directory are in the decision-making phase, especially in high-stakes niches like health, legal, finance, and senior living. Building a directory is one of the best playgrounds to learn Claude Code, SEO, and lead generation - even if the first one is just a learning exercise. The #1 tool to find startup ideas/trends - https://www.ideabrowser.com LCA helps Fortune 500s and fast-growing startups build their future - from Warner Music to Fortnite to Dropbox. We turn 'what if' into reality with AI, apps, and next-gen products https://latecheckout.agency/ The Vibe Marketer - Resources for people into vibe marketing/marketing with AI: https://www.thevibemarketer.com/ FIND ME ON SOCIAL X/Twitter: https://twitter.com/gregisenberg Instagram: https://instagram.com/gregisenberg/ LinkedIn: https://www.linkedin.com/in/gisenberg/ FIND FREY ON SOCIAL X/Twitter: https://x.com/freychu YouTube: https://www.youtube.com/@FreyChu/featured ShipYourDirectory: https://www.shipyourdirectory.com/

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So you want to start a startup that does anywhere between $2,000 and $10,000 a month passive revenue Something that you only have to work on 10, 15, 20 minutes a week But you don't have a lot of money to start. Maybe you have $200, $500, $1,000 Well, what kind of business would you start? I would recommend an online directory A directory is basically a website with a bunch of different links and data and in this episode I talk about how you can use Claude code To actually build an online directory that is going to get traffic on autopilot And I brought on Frey and Frey is Mr. directory and he shows us step-by-step How do you use Claude code to create a very big directory? Really enjoyed having him just take us through the entire process What are the prompts he uses? How to think about data enrichment? How do you think about cleaning the data? So that you can create an online directory that generates traffic every single day Now I know what some people are thinking. They're thinking that's really boring an online directory. Come on I want to build a mobile app. I want to build a SaaS product But what they miss is that building an online directory is going to get you thousands of visitors on autopilot and once you have that then go and vibe code a SaaS product then go and vibe code and app In the beginning of this episode, we share multiple examples of people making millions of dollars a year using online directories And some of them have apps that go with it, too so This is an incredibly important yet boring episode of the podcast, but those who stick to the end I think are gonna have an unfair advantage I totally recommend you take this link and share it with a friend because this is alpha that is not shared anywhere else on the planet You're in for a treat enjoy this episode of fray It is a treat because we have fray on the pod by the end of this episode What are people gonna get out of it? Yeah, thanks for having me on by the way Greg Yeah, by the end I really want people to have a solid understanding of how to use cloud code to build AI coded directories with an emphasis on what I think is the hardest part which is getting the valuable data and we're gonna go deep on that But first I think it's only fair we run it back the last time I was on the pod We played a game where I showed you a few cool directories and you guessed the traffic so If you're down, I'll share three cool directories And if you want you can try to guess the way that these monetize as well just because I think that'd be pretty fun So I'll go ahead and share my screen And we can dive into it Let's do it I can't say no to a game fray. You know that All right, so the first one is Parting.com and we can see it's a funeral home directory. This is kind of what it looks like click around and How much traffic Do you think that this website makes? Well, it does say it's the number one if you go to the If you go back to the homepage I think it says the number one funeral home comparison website for pricing quality Um, I'm going to guess it gets at least a hundred thousand visits a month That is a solid guess. Let's take a look All right 61,000 organic monthly visitors So pretty close and What's really cool about this directory? I'll kind of share a little bit Um about this one is Um, by the way any guesses on how this might monetize. I'm just curious before I go into this Well two things I did see some ads pop up But I don't think that's where they're getting the bulk of the revenue. I would say it's a lead gen uh directory, so they sell leads to funeral homes Yeah, that is partially it definitely the ads don't make up the bulk of the revenue so This is reported to do over a million dollars a year in revenue There's some quotes that go up to five million dollars, but they even raised money they raised 1.5 million dollars in 2021 um But the bulk of their money actually comes from a software and if we look at Parting pro this is kind of their vertical sass that they offer for cremation arrangement software for funeral homes Um, what's really like interesting about this is like This software just helps them do things like drop shipping earns Like that's that's a thing and then it's kind of got an agency back in where they just help you create the website and then do online marketing basically lead generation And I think we talked about this last time but I still believe that Building a directory and creating a micro sass or vertical sass is a super solid way to go about it and with cloud code It's never been easier um But the agency directory combo is a potent one and I see it all the time Some of the biggest directories that I know monetize this way But yeah, this is what's bringing in the majority of it so um Yeah, that's the first one solid guess Let's move on to the second one Drag it over here. This one's called a place for mom and calm and Senior living massive industry What are your thoughts on this one? Is it just for moms or for dads too? You know, what about dad? That's what I'm saying. It's messed up That's messed up It's for everyone hopefully yeah um I would say 50,000 visits a month or more Okay, and are you thinking lead generation as well? Yes There's a huge business around lead gen for senior living It's a huge business and there's huge publicly traded Reads real estate investment trusts that you know, you can see how much they spend on marketing But yeah, there's a it's a big business massive space and you know care.com. That's the famous one. Uh, let's take a look So place for mom calm is Getting 824,000 organic monthly visitors the estimate on this are wild like some Some websites claim that this makes anywhere between like a hundred million dollars a year 500 million dollars a year My gut tells me like 50 million dollars a year is probably Right where I feel like it's more more accurate and The way they monetize is Basically purely from lead generation. So they have 18,000 or over 18,000 senior living homes that are listening on their directory And they basically have all of these kind of sneaky Ways to collect information and then pass them off to these senior living homes where they collect a portion of the first month's rent or like a fixed fee for every referral that they give um So just abeasley but very simple and straightforward directory and like super classic like I think most people think of lead generation When people think of directory. So I love this one. It's just so well made It's also built on WordPress. I believe so for the WordPress users out there This is some inspiration so just a really cool one and I'll leave the last one Over here the last one's going to be gasbuddy.com It's a crowdsourced directory to give you gas prices near you So you type in like a random zip code you can just find the gas prices save some money And it's as simple as that So what are you thinking on this one as far as traffic Uh This is this is a big one dude like I see right here 100 million downloads and counting. I've heard of gasbuddy I think that this like Data Moat is a really interesting one just as like a business um I'm a co-founder of an agency called LCA and we built some really popular AI products and like one one That we're working on right now. It's called stretch AI. So it's grocery prices Um around you And it's by the co-found uh one of the top guys out ways Which is also a data play so anyways point is I think that If you're number one you have the data moat This is getting I'm gonna say one I'm gonna say three million but no I'm gonna say two million visits a month It's like that's that's a good amount. I mean Okay, yeah, but that's that's actually a really good guess um And I totally agree. I I think on the surface this looks simplistic, but everyone needs gas I mean pretty much everyone But this directory is getting 1.1 million organic monthly visitors And they monetize in two main ways they make a ton of money on ads. So With this amount of traffic and tier one traffic coming from the US and Canada Yeah, they're probably I wouldn't be surprised if they're pulling in like On the lower end $30,000 a month just in ads Uh, which if we clicked around we'd start seeing but their big play is actually a debit card And so um if we go over to Gas buddy plus premium they have this debit card that they partnered up with master card to create and it basically allows you to save money on gas It's $10 a month or $99 a year and so they have a ton of members here I love this one. This is my favorite one of the list because I think crowdsourcing gas prices is so simple, but extremely difficult So I went back to 2004 they started in 2002 but I wanted to understand how they even incentivize people to get gas prices because that's like why would anyone want to take time out of their day and Back in 2004 all they did was create a public leaderboard which they still have today if we go to gas tools here We can see all these people Prince 33 leading the pack and they basically did giveaways So in 2004 they gave away ebikes and the way that they would work is that If you updated or reported any gas prices you'd get like 150 points and then once you reach a thousand points That gives you one entry into the giveaway And they're like yeah, you can get an ebike So I thought that was super interesting. It's like very simple psychology. Everyone loves a public leaderboard We all can't be using boat, but if you want to be the best gas price reporter in the world then you know you can be that and Let me see if I can quickly find the Wayback machine Tab here Yeah, so check this out. I thought this was kind of cool So this is a yeah, so this is a snapshot from 2006 and We can see this little leaderboard here Prince 33 was active back 20 years ago Gary and Yana shout out But now You know consistency persistence has gotten him to number one and what's insane is this guy hasn't missed a day in almost like in over 5800 days Like this guy wakes up and he's passionate about gas prices apparently um And uh, it's just insane to see the Super fans these days they do give you the giveaways and ebikes anymore. They give away a hundred dollar prepaid debit cards for gas um But I just thought this was super interesting and um It's actually a rare case where the directory monetization Is super aligned with the Reason why users are coming to this website because A place for mom.com party.com. They have to go and do like outbound sales to like reach out to business owners and Creating off for that way, but these guys just were really creative with it So I love this example And I wanted to show you these three because like all through these directories Execute this framework that I think all successful directories do which is they help people save time save money or help people make money and If you look on every any one of these like listing pages here we can see like more specifically they've done a really good job with Bringing price transparency as a form of data enrichment In areas where it's just really hard to get pricing information and I think this is actually a massive opportunity for directories It's incredibly unscalable in manual, but there's so many industries and niches where price Transparency just doesn't exist tons of boring ones and so for me this year I think like Data can be a moat. It can be a differentiator and price transparency is a big one because it's so hard to get so That kind of leads me into What I wanted to show you guys today, which is how to get valuable data and let me just switch tabs over here To what I built Let's do this Good segue because I'm I'm bought in on on the thesis like I agree. I think The data is the moat. I also think that You can use AI and clever ways to get the data so Uh, I'm intrigued for I'm intrigued Yeah, it's it's um It's definitely the most boring part and the reason it was actually kind of hard to decide what I wanted to talk about because with cloud code You're doing so many things that I wanted to go deep rather than wide, but um, yeah, I would say for directories the moat is definitely Data and your SEO like if you have really strong backlinks Um, but yeah, like Also just quickly Another reason I wanted to show you those three directories is because I think the number one question that I saw reading the comments from the last pod was how do you monetize these directories And the answer is Really unsexy, but it depends on the niche and I don't think it has to be display ads or the gen It obviously can be really creative. I've seen tons of different offers created on the back end of directories, but um Yeah, it's super cool. So anyways I built this directory in four days and it literally started from a raw massive unorganized CSV of data of over 70,000 rows that I scraped for the entire country Um for portapoddy suppliers and I just wanted to start with an example where I show you what a directory might look like with high quality data and one that looks yeah, and what one would look like with low quality data so Let's just start with this one. This is my cloud code directory luxury restaurant trailers boring But awesome niche people are spending a thousand dollars two thousand dollars a day renting these out for their weddings You know, there's corporate events film just sets really all sorts of stuff Just kind of showing you what you can create in record time and um Yeah, the listing looks great super super clear with the amenities and features We have some images the types of stalls that you can go and rent and then of course the lead form some service areas and I think this looks solid But let me take you a year and a half back when I didn't know cloud code And I created this beauty. This is portapoddymatch.com. I built this in WordPress and It still has lorem ipsa on the front page. You know, we got some listing pages that are looking pretty sparse and all of this is just AI generated like sentence structures all the same. It's a bad directory. It's ugly. It's bad all these images are the same for every listing So I built this thinking like no one could reasonably trust this directory and like inbound as a lead right But to my surprise I just built this and left it up and I got like Some leads coming in and this is one example here kind of blocked out the email, but I actually got a bunch of leads that just inbounded This guy named Eric wanted a restroom trailer uh for yeah with multiple stalls um He has a film shoot so that was kind of a cool way to look at the use cases Another film shoot guy coming in asking for a trailer for a film shoot Uh Martha looking for a reasonably priced portapoddy with a sink or hand wash station And then this is the big one. I got a lead from the new mexico state fair this is the order that they wanted and This is like 20,000 dollars plus a portapoddy slash luxury restroom trailers that they wanted so just an insane lead and um I was surprised so Despite my really poor data curation It kind of just showed me that there is a massive need in this space and it's not really easy to go and eat compare The different portapoddy types if you're in the market for one And there's also like a vast amount of like use cases Um, but I knew that things were kind of falling through the cracks and so If all these leads inbounded with this crappy licking directory with lorem if some on the front page What would it look like if I actually built this thing out now that I know cloud code So I vibe coded this kind of how I built this directory that outlines this seven step Process on how I'm using cloud code and an open source skithub repo called craw for AI to handle any kind of data curation so This is where I kind of just want to show people how to tackle that data side because I've seen Probably a thousand or two thousand people build directories in the last year and a hundred percent this is where people either quit or give up and I totally empathize There is a point in my life where I was waking up and being like All right, I'm going to sit down in this chair for six hours and click on this website and just manually verify If this is a luxury restroom trailer and it was hell like it was awful terrible terrible use of time But as we can see from these stats I mean, I built this in four days like I mentioned I probably saved over two thousand hours in what would have been manual data cleaning manual data enrichment Also record low costs. I mean I would have to hire a developer to like write custom python scripts before and it is not necessary nowadays So I built this in under 250 bucks A hundred yeah, a hundred dollars of that was my cloud code max subscription another hundred dollars was for the data Um, and then 50 dollars for some cloud API credits to do some deep cleaning which we'll talk about in a moment so All you really need to get started is your directory niche mind's luxury restroom trailers You need cloud code and you want an understanding of What drives decision-making like what do people actually need to make a decision around a luxury restroom trailer And you can just achieve that by looking at reddit forums I think tiktok's great facebook groups instagram anywhere where the conversation online is being had around these uh around the topic that you're building your directory around so As we can see like this whole process I'm about to go over is just the second step For me, I think my structured approach to building directories starts with finding the idea collecting the data building the website sio optimization sio optimization And then figuring out monetization so Let's just start with the first step the first step is Just scraping the data. I just went straight to out scraper. I don't think There's nothing new here. I went over this in the last uh pod, but Out scraper is still the cheapest option for me. I've used apify and other kind of alternatives, but Just keep it simple. I think out scraper is a great place to start and there's tons of videos online where people can learn how to scrape data with from google maps using out scraper So I went into this. I got 71,000 rows and potential listings And cover the entire state. I build nationwide directories and the whole game plan is to sell the In this high ticket niche. So pretty straightforward The problem is 71,000 rows is massive and we definitely have to do a lot of cleaning as far as data goes So this is when I introduced cloud code into the mix and I used to have the manually cleaned data and I would have all of the obvious junk data removed so remove things like listings with no business name address city state permanently closed ones and any like obvious ones that don't relate to my niche like big box retailers and so this is the prompt that I wrote and Obviously, people are going to have to kind of retrofit this to your own niche, but I'm just telling cloud code Here are my five csv's go ahead and just look at every single one and use this criteria to clean the data and so this simple prompt Got me from 71k down to 20,000 listings And if you are going to use this prompt, I think anyone can benefit from This particular part which is just getting rid of obvious junk data And um, yeah Over left with is just still a massive piece of data. So the next round is Where it gets a little bit more interesting and this was like Where I had the biggest problem a couple years back, which is okay. We have 20,000 potential port-of-party businesses I've kind of exhausted all of my ways to kind of superficially clean the data And so at this point, I need a way to automate the process of manually going to every single website and verifying whether or not These are luxury restroom trailers And so the way that I did that is I installed Crawl for AI This is an open source LLM friendly web crawler and scraper totally free which is insane and This is something that you just install locally to your computer I'm brand new to uh, I'm brand new to AI coding like I'm only six months in and so if you're just getting started The way that I literally did it is just took this link gave it to cloud code and told it to help me install it And it took about 15 minutes. So Now that we have this installed Crawl for AI is kind of the engine that allows us to At scale look at every single website and then cloud code is the brain so we can prompt cloud code and say look at every single one of these 20,000 websites and Just go and identify the luxury restroom trailers. So as a quick little demo here um, oops I'll just pull up my Cloud code here and I just wanted to show people the workflow instead of just talking about it But I'll just do it on a smaller sort of sample size So here's the CSV of just 10 Restroom trailers or sorry Here's an example of 10 port-a-potty companies and basically I'm trying to figure out Which ones are restroom trailers and which ones aren't so I'm gonna go ahead and Just run that prompt that I showed you here and I'll just copy and paste it here and great. You're not very technical from what I remember I'm not I'm not like that's the funny part is like When I learned cloud code It was like even to this day. I don't really think I use cloud code To what it could be But yeah, like I've still been able to accomplish like a ton and Yeah, I probably should explore their other tools, but I just try to keep it simple and do it well With tools like this. So yeah, I'm totally not technical which hopefully It gives any reason to anyone watching this who's less technical to learn cloud code because if I can do it I can You definitely can do it So I use cash results so this came back super fast, but basically I gave it 10 businesses Here we can see it identified three luxury candidates in seven standard port-a-potty's But it might take longer if you run it for the first time and essentially I just kind of told it to Go through this go through every single website and identify like Restroom trailer related keywords. So it's kind of helpful to know like all the synonyms Of the keyword you're trying to look for and a couple pro tips if you are using Crawford AI There's extra modules that you can add Including this one and this is one of a few that I used but Async web crawler allows you to just Crawl multiple websites concurrently that saves a ton of time But yeah, this was Kind of the point where I was like oh snap this is insane and I can't believe it's free because I set this up in probably 15 20 minutes I wrote this prompt by just talking to chat GBT And then it just ran in the background for three hours and this is really what would have taken me like a thousand hours Just a couple years back So the result was 20,000 websites down to 725 Luxury restroom trailers we can see the CSV here and Yeah, it even gives us like verification confidence. It's just nice. It's it's nice with it like I saw this and I was like this is so cool um But that's not it and that's not really enough to build a directory So we move on to step four and this is when we get into trailer inventory For me that's trailer inventory, but for you it's just like For you it's the first round of data enrichment like I need to figure out Out of all of these 725 restroom trailers What do they offer like what's what like if you look online most people are looking for two stall and three stall trailers Because those are good enough to cater to like a 50 to 100 person wedding But some people are looking for more and so I wrote this prompt again. It's very casual You can tell that I just had a conversation with chat GBT And I just used Crawford AI in the same way, but this time instead of looking for keywords like restroom trailer I told it to look for The full like fleet of products that a business offers and um Yeah, so I believe I have a prompt as well um We can actually just take this Right over here just to show people I won't do this for every single one, but just to show people kind of the workflow I can say Let's take those three candidates for luxury restroom trailers And use this prompt. I'll just do that And this prompt again is just telling it to go and find All the different types of luxury restroom trailers that a business offers And I do like to add to just like get cloud codes opinion give me your game plan tell me if I'm missing anything and Just let me know before we we go for it Before we burn tokens before we burn tokens and we have to upgrade our cloud um, yeah, so This is basically um Yeah, so uh cool. Yeah, so yeah, it basically came back with A1 containers. There's a two-star trailer and a four-star trailer Again, this is gonna take more time, but you can Set up whatever logic you want and Actually, there's a lot of nuance with this process So just to kind of go over that like there's a ton of edge cases that you want to Check after every single pass and one of the first mistakes that I did when I started enriching my data with Crawford AI was I would just give it this massive laundry list of things to get And just gave it like a massive CSV and I was like get the trailer inventory get the images Get any amenities features pricing all of that stuff and it just didn't work like it was super low quality um So that's why I'm kind of going slowly one at a time and this is also helpful because After this pass I could examine the results You always find Edge cases just these one-off situations where You should let Cloud Code know that it messed up it done messed up so that you can fix it and You might have to rerun this I rerun this I think two or three times until Pretty much all of my data was good and I had all of the stall information for every single listing Um, so yeah, this this process just continues one by one for me the next one was trailer images And this one was cool because Not only did I use Crawford AI to scrape the images from the business websites Which by the way I know is a great area But I plan to go and reach out to these businesses and ask For permission and just have them claim the listing which basically gives them um gives us the uh, you know green light to use this but You can scrape the images and what I did was I just told Cloud Code to look for any alt text File names examine the page that it's on and Scrape the highest quality images and then what I did is I told it to create Um, I told it to take the top three Candidates for trailer images and then I just sent it over to Claude Vision and This way it was able to look at these images And identify the best ones because the first time I did this I got like logos and crappy images Favocons and it was like Am I really about to clean this image data like this sounds so bad and This is the workaround that I came up with this cost about $30 all I had to do was go to cloud and connect my API key super simple and This is the prompt that I used Uh, I let this run overnight, but yeah, this took probably about an hour or so for 700 listings So if we take a look this is kind of where we're getting Brick by brick we're just starting to get all of this good information stalls and all the green um Columns here are kind of The ones that are valuable. Let me see if uh oh Yeah, yeah, so all of the yeah all of the green highlighted columns are of the images And I think it did a really great job. So um if we just click on any one of these They're pretty solid and this was not the case the first time So we're starting to see how this comes together just just on the Uh scraping image piece You know, I'm not a lawyer. I don't play to be one on the internet fray not to my knowledge is a lawyer. Is that correct? I'm not he is not Uh, so I think you know, but I but I think that you if you scrape people's images you are The only way you're well, let me take a step back you you're supposed to have the rights For images that you post on your websites, right? Um, so Sometimes those rights are available like You know, if you look at the terms of services or some websites those are available and sometimes these are these are like small local businesses The chances are they might even have a terms of service um So So yeah, just so you know there is some risk associated with scraping images without the rights totally yeah, and I think You don't even need images for a directory to rank and get traffic I just kind of wanted to show this use case and I'm sure there's ways and there's different issues where you can scrape images where it's less risky um You know, public images and such Uh, or you can just use like stock images. I mean, we saw from my crappy little directory No pun intended like this Scott leads without needing a ton of images on the listings so um 100% not advocating for this and definitely a some risk so just know that going in and I think that was a good shout out Before we get to the next step, I just want to make a quick note about your quote unquote crappy Other website. Yeah, I will say the logo on this website does slap You've got this mascot Uh, and he he he feels very approachable and an interesting So I am feeling I don't know if the audience feels the same way. I am feeling a bit of a loss of A little character in the new you know fancy Apple style website 100% I worked I worked hard on this little guy and um, yeah, I just generated it With chat to bt. I'm sure you can use nano banana for this, but Yeah, I'm actually planning on bringing this guy over and um Adding some human touch to this directory because it's definitely unfinished. It's probably like 60% finished But I appreciate that that's uh That's a compliment to my creative side which which does exist in the world of directories But it's just uh maybe less common but Yeah, like Just kind of going back to this though. It like the process just kind of continues stacking like it did this with the amenities and features Again, like the process wasn't smooth the first time. We would miss some amenities and features here and there But this is the very casual prompt that I wrote Um, basically just You know mentioned that the first time I ran this It didn't do a good job. There was a bunch of weird words like it and and the and like that's not a feature That's definitely not a feature But this past worked really well once I started to kind of understand the edge cases and say I want you to go and identify All of the best pages go on the homepage look for any page with restroom trailers and go deep And was able to Create these cool amenities and this is what it came up with tons of different Features that would ultimately become the filter on my directory. So if we check out That page they were checking out here like I give people the option to choose by stall so This is the stall data But if we also go back and click on running water for example It'll just show all of the Luxury restroom trailers with that specific amenity and people can Click multiple if they want and then sort from there. So that was kind of the reason I chose this one Um, see if there's any sort of mentions here um, yeah like This one was pretty straightforward and this didn't really take too much time But again massive time saved compared to manually doing this and then the last one was also pretty simple It was just the service areas a lot of people want to know if A place can drive out like a hundred miles to a remote location where they're having a outdoor wedding Um, so yeah, this is the prompt that I wrote and Just asked it to go and find these service areas um The only challenge for this is that some businesses were like in different states. So If a business was based in florida, sometimes the first run would show me like florida, Texas, Arizona And so I had to make some adjustments, but this is These are the new columns that it created I broke it down by city region and radius So also just good to know for anyone who's shopping around for luxury restroom trailer And so that's pretty much the full seven step process and I think it might be eight steps or four steps depending on The type of niche that you're building a directory in or How deep you want to go with the data enrichment But I think if you can just use Crawford AI and Claude code It'll serve you well And more importantly, it kind of just opened my mind up to The types of directories that I can build like for a long time. I had some ideas Where I could go and create like very very niche directories and competitive spaces and we saw a place for mom.com killing it But Unless you're like an expert SEO have unlimited budget for backlinks and have a lot of time to wait You're not gonna rank for senior living homes, but you might rank For senior living homes for people with dementia, which if we look on atreps actually gets like Over a thousand monthly searches. So it's in high ticket niche You're kind of taking your little pocket of the industry and doing that really well And I think this kind of idea works well because For the people looking for this like if they don't assist with dementia, that's a deal breaker So what are the like the deal breaker features that people make decisions off of And how can we create like very specific directories around that Bathroom contractor same thing super competitive. We got Angie's list and home guide and all of these other directories But what about like an ADA accessible bathroom contractor like way more specific And now that we have the ability to go and clean and enrich data By looking at the website content like this is all possible now Um, I'm also a massive nerd of like public databases like data.gov has an unreal amount of just public data That's super like horrible to use the UI and experiences rough Um, this guy named Andy in our community, but a tap water quality directory No backlinks started it back in I want to say November and he's getting over 40,000 monthly visitors got accepted into the media vine He's selling like water filters through Amazon affiliate And yeah, it's super boring, but like air quality directories like there's a bunch of like mundane but important directory ideas that I think this unlocks And yeah, event directories. I think event directories suck. They still suck I I don't know if this is like Like too much information, but I went to like a singles event like four months ago And I went there and I started talking to the people I talked to some guys and I was like how did you learn about this event? And they're like oh, we went through event bright and just scrolled and found this event I'm like that's crazy that you do that like I just I that couldn't be me Because I feel like these event directories are horrible, but now you can essentially set up scrapers that scrape from multiple sources and you just curate a better version and with the cloud code you can make Anything that you want. So I think there's an opportunity and event directories as well But um, yeah, just to show people the full process. I mean once you get the data you have the heart of your directory At this point, you know, I created a cleaned up version There's tons of data that you're going to get so I stripped away all the columns of data and then I just gave it to cloud code and said hey use this to create the See what base database use the exact columns and then The fun part started where once you have the database you can just go buck wild and create whatever you want And um design it however you like so That is the full process. That's the most up-to-date way that I've been kind of scraping cleaning and enriching my data And uh, yeah, it's it's the it's the most important part. It's just kind of the most boring part as well So if you've made it to the end you're probably you're probably bought into this idea around okay directorie could be a really good Entry point into building something that doesn't require a lot of my time Uh, it could be high value if it's a it's a really good niche and then I could Build a micro sass to go and you know Really amp up monetization and enterprise value But I I suspect there are some people who are like Not bought in So for the people that are naysayers About directories and creating a directory right now Specifically in this moment in time in 2026. What do you have to say to them? Yeah, that's a good point and I would actually say if your timeline is To make money in less than six months. I would not build a directory And I'm just saying that because I've been building them for a few years And I just want to say people the time with that said I don't know if there's I'm obviously biased, but I don't know if there's a better playground in structured kind of approach to a project Where you can learn how cloud code works and learn SEO and Learn how to sell and get into the business of lead generation which will always be around um that then directories and um The first director that I built with cloud code was just a playground for me to learn And because it's so simple like you're able to Like use this as like a vehicle to learn that high leverage skill, which I think is AI coding and SEO so at the end of the day The way that I think about directories is that it is still to this day a playground for me to learn how to get people's eyes on my projects and I've built other businesses and I've spent like a lot of money on Facebook ads in my first business I would argue the top three ways to get distribution nowadays are ads organic social and SEO like those are the big three So choose your distribution I made the mistake of not focusing on distribution first and directories are a distribution first model They kind of have an unfair advantage when it comes to SEO because if I create this directory or when I publish this directory I kind of have this Topical relevance where I have like a thousand pages all around luxury restroom trailers So it's really easy to start rigging it so it's really easy to start ranking for Luxury restroom trailer bakers field california and then work my way up to like Luxury restroom trailers loss Angeles So I think it just gives it kind of just gives you this Really full process of like how to take an idea build an online asset that you can sell If it is monetizing they can monetize in multiple ways Generally pretty high margin You know you can do it from anywhere in the world and it's pretty low cost now You can build a directory for under a few hundred bucks So in a way these are small bets, but they can be massive businesses as we saw in the very beginning um But again, just to save people time SEO generally takes time especially if you're just getting started so If your timeline is Under six months if you got fired from your job or you need money immediately I would say Go to garage sales and flip items or something like that because that's what I did when I really needed money and Yeah, that's what I would say 100% I think in general No matter what startup idea you're working on You can't expect it to be overnight in general no matter what business model Marketplace social network mobile directory micrassass You know, this is a thing that you have to iterate Towards and find and find the channels and scale it and stuff like that and some things are out of your control too Um, one thing I wanted to ask before before we head out was In a world where LLMs Like, you know, you mentioned SEO is a huge traffic driver for some of these directories in a world where people are finding Uh products and services through LLMs like perplexity and chat GBT and Gemini You know Where what is the role directories there right because you know Is chat GBT just going to scrape luxury restroom trailers calm and just put it in there and then how are you going to be able to generate revenue? Yeah, totally fair question um I would say I have two points on this And the first one is that I think if someone's browsing a directory in 2026 They're sort of past the discovery phase like what I think chat GBT perplexity and all these LLMs do really well Is they help you discover things or get more information on the thing But by the time someone's on a directory I think they're in the decision making phase And with any more complex decision where the consequences too much to risk if you mess it up They're going to do their due diligence and look at all the options And so this can play out in a couple different ways like senior living homes like if you're finding a senior living home for your parents Are you just going to go on chat GBT and just like Choose the first one. No, you're probably going to take your parents preferences in mind and they might have due breakers like the dementia example um Lawyer anything in like health finance or legal The consequence and the risk of choosing a bad accountant or financial advisor It's just like not worth Like you're not going to just choose the first option and so you're going to compare all the options near you um And I think that's what pushes people to google and like really go out of the way to look for what could be your directory um Pricing is another thing anytime someone can save money I think that drives a lot of um just going on google and looking at directories And um yeah, like That's that's a hundred percent of thing. I was listening to the podcast A podcast around like you know these millionaires driving across town for cheaper blueberries at the grocery store like This is always going to be a problem And then the second point is like local SEO or any version of local SEO Hasn't really changed that much and what I mean is LLMs are decent but If we go to like haircut Los Angeles for example This is now kind of looking at things from an SEO perspective and why directories might continue working for a long time This is a local query and there's not really much Different like you kind of have your local pack here some sponsored posts But then you have your organic listing results But if you say like I don't know hair gel something like that Google has completely changed the way the SERPs looks over the years and This is the reason why when I build directories. I don't choose product-based niches because it's way harder You're just competing with so much Other content and like socials and all this other stuff. So from an SEO perspective. I think like Any kind of local SEO is still pretty low-hanging fruit and I still think directories are just going to be around in some capacity and maybe we'll see a different direction I don't know if you saw mark loose trust MRR, but it's essentially a directory and he leveraged his personal brand in audience to Create it, but that's been going crazy. He turned it into a marketplace where now you can acquire or sell businesses Kind of playing on this idea that you can monetize You can monitor once you have traffic you can monetize in any way that they want and people will go out of their way And just email you sometimes and say hey, can you like add this to your directory? And that might inspire a kind of monetization idea So that's what I would say But it's definitely a real concern. I'm sure it's going to get way better and we might get to a point with agentic search Where it's just unreal and Yeah, like we'll we'll have to figure it out at that point, but I don't think lead generation as a business is ever going to go away Yeah, you could make the argument that in a world where people are going to LM's for search or AI search takes over that In fact, the niche directories are the ones that stay and the ones that are horizontal directories actually Get hurt because the question the prompting is very very specific and What's going to happen is the data That you know chat GPT is going to have to reference your website no matter what they can't just like fully Steel all your data. So they're going to they're going to give you the link And the beauty is instead of getting you know a thousand little Blue links on Google and an AI search world you're getting three You know you ask for a question where can I find the best? You know luxury restroom trailer in my area you're getting one or two or three responses. So I think that if I'm building a directory This year I'm trying to build it super niche. So I can play into that new AI search era 100% Can't be ignored that is for a fact Frey Chiu thank you for Your angel you're thank you for coming on and and being so well prepared and sharing as much sauce as you do You're basically a spaghetti factory for directories and god bless you for it. We appreciate you Um Frey if people want to learn more about you and your ecosystem What's what's the best place for that? Yeah, man. Um always appreciate you having me on Seriously appreciate it, but yeah, if you want to learn more about directories I do make a video every week on my own channel And I also created a free directory community. There's over 3200 people in it So a bunch of smart people in there if you have questions and you're just getting started Or you want to learn some tips get some feedback that is always an option Otherwise, that's pretty much it and yeah happy to share what I'm up to I appreciate you all include links for that In the description and in the show notes Um, and yeah, if you like if you like this content you want more of it Feel free to like comment subscribe and uh I'll see you hopefully You know, I think what year did you come on Frey? Did you come on last year of the year before it was literally like a year ago Like almost to the almost on the dot actually Yeah, so would love would love uh, I'd love this to be yearly tradition That sounds good and and you know and see how the world of directories is evolving and I know people love you and and and love love you coming on and I think I think it's just because you're You're really clear on explaining things and and it's and You've you've amassed a tremendous amount of knowledge in the space so so thank you again and and I'll see you next time Appreciate it super-guined and I'll catch you later