My new product, Skillry, has been live for one month. It has already racked up 400+ active paying subscribers and generated $12,037 in revenue over the last 30 days ($3,918 MRR)—officially crossing the “$10k/month” milestone for a single product.
Vibe coding right now feels incredible. A SaaS that used to take a full month to build can now be spun up and ready to accept payments over a single weekend just by firing up Codex or Claude Code and plugging in Stripe or Waffo.
But here is the brutal truth: while coding speed has increased 10x, the speed at which people build “zero-revenue, zero-user” products has also increased 10x.
The vast majority of indie hackers lose money not because their code is bad, but because they get the order completely backward. Everyone rushes to build the product first, launches it to crickets, panics about how to market it, and only realizes at the very end that the business model was never viable to begin with. I’ve stepped into plenty of these traps myself over the past two years of indie hacking.
So now, before I write a single line of code, I always dissect the products already making money in the same niche and force myself to figure out two things:
- How does the business model work? (What am I selling? How is it priced? How does it generate recurring profit?)
- How do I copy the marketing playbook? (Where will the first wave of paying customers come from? How do I scale growth?)
Only after I have clear answers to both questions do I decide whether to build the product and start vibe coding.
Below, I’ll use Skillry as a case study to show why these two steps matter so much. (Drop a like if you find this helpful—I’m basically giving away the whole playbook here!)
Step 1: Figure Out the Business Model First
When everyone first encountered OpenClaw earlier this year, you probably saw a massive wave of “Skill directory” websites pop up.
At the time, people rushed to build all kinds of Skill aggregators—scraping thousands of open-source Skills and dumping them onto a site. On the surface, these sites looked packed with content, but the reality was that almost none of those Skill directories made any money.
The reason is simple: for basic rule scripts and generic prompts, people can just copy them for free on GitHub, or ask AI to write one from scratch in 10 seconds. Nobody is going to open their wallet for simple “information scraping and aggregation.”
Which begs the question: since we’re also in the Skill space, how does Skillry sell them in a way that actually turns a profit?
This brings me back to my first rule of business models: Never invent an unproven business model from scratch. Find an old business that has already been proven to make serious money, and repackage it into a new vehicle for the AI + Agent era.
Selling Skills might look like an unproven new angle (though YouMind has validated parts of it), but at its core, while Skillry appears to be selling Skills, what it’s actually selling underneath is “tasteful, well-designed templates.”
It is the exact same business as selling PPT templates or website templates. The biggest bottleneck for developers and vibe coders has never been writing logic—it’s a lack of design taste. Webpages, slide decks, and videos generated by AI out of the box reek of that generic “AI plastic look.” Whoever can dial in the aesthetics for developers and package them into ready-to-use templates will make money:
- Tailwind UI: Sold top-tier, officially designed UI component templates ($299 one-time purchase) and cleared over $2 million within 5 months of launch.
- Magic UI / Aceternity UI: Sold Linear-style and flashy 3D animated component templates. One used open-source repos as a lead magnet to sell a $199 lifetime tier (5,000+ paying developers), while the other didn’t even open-source its code—relying purely on motion demos on X to pull in $60k–$100k a month.
- 21st.dev: Piped these high-aesthetic components and paid templates ($29–$69) directly into Codex and Claude Code via MCP, rapidly becoming one of the hottest component marketplaces in the AI coding community.
So, packaging aesthetically polished webpages, slide decks, and promo video animations into Skills for developers is a business model that naturally works—especially now that coding agents like Claude Code and Codex are bringing in a massive wave of new builders.
However, merely knowing that “selling templates makes money” isn’t enough. Even among template and Skill sites, how you price your product—and whether you choose one-time buyouts or recurring subscriptions—makes a massive difference.
Before writing any code, I used BizPeel to pull the real revenue numbers of 7 competing products in the same lane for a side-by-side comparison:
Looking at the real competitor data immediately reveals three truths about the business model:
- Pure one-time-purchase legacy boilerplates are fading. If you only look at social media hype, you’d think ShipFast (the $199 Next.js boilerplate with $1.27M in lifetime sales) is still a goldmine. But if you check its real revenue over the last 30 days, it’s down to just $1,694 a month. Similarly, God of Prompt, which sells bundled prompt templates ($558k lifetime revenue), is seeing its MRR shrink and has even been listed for sale. If you blindly copy a one-time-purchase model based on all-time leaderboards, you’re entering a sunset market on day one.
- The products making consistent money right now all run on “Subscriptions + Direct AI Tool Integration.” Look at the peers raking in serious cash today: Sleek (AI-generated app UIs, $16,684 in 30-day revenue, $19,110 MRR), TypeUI (feeding design styles and components into AI coding tools, $3,519 MRR and growing), and my own Skillry ($12,037 in 30-day revenue). Every single one of them is walking the exact same path: “design resources directly callable by AI tools + a subscription model.”
- The more focused you are on delivering finished, scenario-specific results, the higher your conversion rate. Here’s an interesting comparison: both TypeUI and my Skillry provide design capabilities for AI coding tools. However, TypeUI leans toward low-level generic UI components and icons, pulling in $3,429 in the last 30 days. Skillry focuses directly on ready-to-deliver finished outputs—like complete, aesthetically polished webpages, presentations, and promo video animations—hitting $12,037 in the last 30 days (over 3.5x TypeUI’s revenue). Look at another product, Low Content AI (which sells Amazon KDP low-content book templates). It barely does any broad-traffic SEO; simply by targeting a high-intent niche like Amazon sellers with a vertical subscription, it pulled in $14,900 in the last 30 days ($646k lifetime).
When you understand these numbers before writing a single line of code, you know exactly how to price your product, whether to charge a subscription or a one-time fee, and which pain point will get users to open their wallets fastest.
Step 2: Figure Out Your Marketing Playbook
Once the business model math checks out, hold off on coding for just a bit longer. Ask yourself the second question:If my product goes live tomorrow, where do I find my very first batch of paying customers?
The safest bet is never guessing in the dark—it’s reverse-engineering the profitable competitors mentioned above, seeing where their customers actually come from, and figuring out if you can copy their homework.
Take Sleek ($184k lifetime revenue, $16,684 in the last 30 days) as an example. I look primarily at three areas:
- See how it captures free organic traffic. Opening Sleek’s traffic channel breakdown shows that Google organic search accounts for 39.8% of its total traffic. The smartest move they made wasn’t grinding away at ultra-competitive head keywords, but launching a “Free Green Screen Remover” mini-tool. That single free tool page—solving a tiny, adjacent pain point—captures 55.5% of their US organic search traffic, funneling a steady stream of prospects straight into their core product.
- See how it bootstrapped its first wave of seed users. Scrolling back through section “04 Social Media & Creator Matrix” of the report: Sleek’s social traction follows a classic “solo founder breakout + multi-creator amplification” pattern. Co-founder Mattia posted an unedited, 23-second live demo video on X showing how typing in an idea generates multiple cohesive mobile screens in under 2 minutes—ready to export to Figma or code—and ended the post with “Comment ‘sleek’ for beta access” to feed the algorithm. That single video racked up 890k views and 2,871 comments. The very next day, they opened up a no-credit-card public beta and blew past $10k MRR with $0 in ad spend, before teaming up with
@StarterStoryBuild(245k views) and multilingual creators to amplify the momentum. - Turn the insights directly into your own action checklist. In the final section of the report—“06 Actionable Moves You Can Copy”—the competitor’s strategy is already broken down into concrete steps you can plug straight into your own launch today:
Once you read that page, your marketing plan practically writes itself:
- Can I also record an unedited, sub-25-second “idea in → finished product out” screen recording for my initial cold start?
- Can I build a few pure front-end free mini-tools under
/tools/on my main domain to capture organic search traffic? - Can I wrap my core capabilities into open-source Agent skill packages and distribute them across skill marketplaces as lead magnets?
- An even crazier move: Call the BizPeel MCP directly inside Claude Code or Codex to batch-scrape the acquisition playbooks of every competitor. If looking at one or two products still feels like too small a sample size, my go-to workflow now is plugging the BizPeel MCP straight into Claude Code or Codex. You don’t even have to click through web pages one by one. Just type a prompt right into your terminal in Claude Code or Codex:
“Use the BizPeel MCP to find all profitable products selling templates, UIs, or Skills. Pull and compare their customer acquisition channels and specific growth tactics, and show me what we can directly borrow.”
The AI will call BizPeel MCP’s search and reporting APIs directly, pulling the primary acquisition channels, viral cold-start posts, SEO traffic-jacking keywords, and conversion funnels of half a dozen—or even a dozen—competitors in one go. Combining that data with the project currently in your workspace, it generates a tailored customer acquisition execution plan on the spot.
The Final Step: Decide Whether to Build—Then Start Vibe Coding
Every time I get a new product idea and walk through those two steps, the decision of whether to build it becomes crystal clear:
- Has the underlying business model been validated? (Are peers actually making money in the last 30 days, or did they peak two years ago and now barely scrape together $2,000 a month?)
- Do the pricing and conversion economics make sense? (Is it a one-off transaction, or can it be structured into a high-retention subscription like Sleek, Skillry, and Low Content AI?)
- Can I replicate its core customer acquisition moves tomorrow when I launch?
Only if I can answer “yes” to all three questions do I fire up Claude Code or Codex and start vibe coding. And because I’ve already thought the first two steps through completely, by the time I write my first line of code, I already know exactly how to write the landing page copy, what price tiers to set, and what to film for my first promo video.
If I can’t answer those questions, even if the code would only take a single day to write, I drop the idea immediately—because what I’m really saving is months of wasted marketing and distribution grind down the road.
Bonus: My Secret Weapon for Making USD — BizPeel
You might be wondering: how did I dig up the verified 30-day revenue, MRR growth trends, exact free SEO mini-tools, and the specific 23-second viral cold-start video for those 7 products above?
Here is the exact tool I use: BizPeel (Official website: [https://bizpeel.com](https://bizpeel.com)). Before I build any new product—or whenever I’m looking for new growth angles for an existing one—I use it to thoroughly tear down every competitor in my lane.
With BizPeel, there are two ways to scout the path for your own product:
- Read full competitor teardown reports directly on the web: Go beyond just verified MRR and daily revenue over the last 30 days. On a single page, you can see a competitor’s pricing model, full traffic channel breakdown, core growth loops, original viral cold-start posts, growth timeline, and a curated list of “Actionable Moves You Can Copy.”
- Plug the BizPeel MCP straight into Claude Code / Codex: That 7-product revenue comparison and cross-competitor marketing teardown earlier in this article? I pulled all of that in one shot by having Claude Code / Codex query the BizPeel MCP for similar products. Before writing a line of code, you can have your coding agent call the BizPeel MCP to filter for profitable products in your niche, study their customer acquisition playbooks, and lock in your strategy before breaking ground.
Next time a new idea pops into your head and your fingers are itching to open your editor and start vibe coding, pause and spend 10 minutes on BizPeel to see how others are actually monetizing and acquiring users.
Figure out those two things first, and you’re already more than halfway to $10k/month.
