this ai study app makes $100k/mo. here's how (no-code)

How This AI Study App Hit $100K/Month (And Why Their Growth Playbook Keeps Changing)

Jordan Morgan

Jordan Morgan

Scaling a consumer app to $100K in monthly revenue isn't exactly a walk in the park. Most founders struggle to get past their first hundred users, let alone build a sustainable growth engine. But Julian Alvarez, the founder behind Jungle, pulled it off using a strategy that'll challenge everything you think you know about consumer app growth—from mass DMing 200 people (and getting banned) to running 40 UGC creators posting 400 videos per week.

In today's podcast interview recap, we'll break down his playbook. Julian has scaled Jungle from $2K to $100K in monthly recurring revenue, and he's refreshingly transparent about what actually works versus what's just noise. He's also brutally honest about why the growth hacks that seemed like lottery wins eventually stopped working—and what they're doing about it now.

Our host, Joseph Choi, covered a ton of ground with Julian. As always, if you haven't seen the interview yet, definitely check that out right here. For now, on to the recap:

What Jungle actually does (and why students love it)

Jungle is an AI learning platform for students—think Quizlet meets ChatGPT. You upload anything you want to study (PDFs, lecture slides, YouTube videos) and Jungle generates practice questions: multiple choice, flashcards, open-ended questions at different difficulty levels.

But here's where it gets interesting: the app is gamified like Duolingo. There's a tree that grows as you answer questions, characters you unlock, and a progression system that makes studying feel less like a chore. As Julian explained, "One of the biggest problems for students isn't always learning efficacy or how effective their studying is. It's more so their motivation to show up every day and be consistent."

That tree visual? It increased core engagement by 70%. And there's an underrated growth hack built in—when you're studying in a library and someone walks by your screen, they see this tree growing and think, "Yo, what is that?" Students are in close physical clusters, so the visual component drives organic word of mouth.

How 200 DMs and a Twitter ban became their first 100 users

Julian and his co-founder David had pivoted four or five times before Jungle. Nothing was working. They had three months of runway left. Then they saw a tweet go viral: "My dream AI product would be to take anything I'm learning and generate flashcards with it using AI."

Julian commented saying they were building something similar (they were building something tangentially related, but close enough). The response was wild—over 200 downloads, more than 50 direct messages, a flood of interest.

Here's what clicked for me: they got their first 100 users by DMing everyone who engaged with that tweet. Julian's Twitter account got banned from the volume of outreach. "That was a really great way to get a lot of feedback early on," he said. "You're already opening a one-on-one channel of communication."

The lesson? Mass DMing doesn't scale as a growth strategy, but it's incredible for early product validation and feedback loops.

The mentor advice that changed their entire approach

After launch, one of their mentors gave them advice that felt almost counterintuitive: "For the next two weeks, don't touch the product. Don't touch it at all. Just spend the next two weeks focusing purely on distribution."

Think about it. You're a product person. There are bugs to fix, features to add. But the mentor continued: "If you focus two complete weeks on distribution and nothing happens, then no one probably cares about your product."

Julian admitted this created a massive mindset shift. "As a product person or as a technical person, you're always trying to think of, oh, but there's this bug, there's this feature that we think would make a meaningful difference. And it's easy to get into this sort of rat race."

Here's the kicker—early on, you need to get at least 30 to 100 people in the door per week. That's the minimum viable audience to test whether your experiments actually work.

When one micro-influencer video made them $20,000

After posting on AI tool directories and getting some organic influencer pickup, Julian realized influencer marketing could be their growth lever. They started targeting micro to mid-tier influencers—5K to 100K followers—because the ROI and CPMs were better than big influencers.

Then they hit the lottery. An influencer named Agogo, a medical student with amazing content skills, posted a video about Jungle. It went massively viral.

The numbers were insane. "We went from 2K MRR to almost 15K MRR within a week or two," Julian said. "And that video alone, I think we estimate made us close to 20K or so."

They thought they'd cracked the code. One viral video = $20K. Just replicate it, right?

Wrong.

Why they couldn't repeat the $20K video (and what that taught them)

Here's where most founders get it wrong: they assume viral success is a repeatable formula. Julian's team tried hard to replicate that initial win. They worked with more creators, refined their briefs, gave better guidance.

But here's the thing: "We weren't able to replicate it and we weren't able to get similar success with other creators. After some time we were burning more money than we were making on these influencer videos."

The interesting part? They didn't have minimum view clauses to mitigate risk. They also struggled to analyze what actually worked in that first viral hit and systematically replicate those elements.

"I think overall, I feel like we could have done a much better job of seeing what worked or analyzing what worked and replicating that in a more strategic way," Julian admitted.

The takeaway? One-off viral wins don't equal a sustainable growth strategy. And influencer marketing, as they'd learn, had limits.

The UGC machine: 400 videos per week

When influencer marketing plateaued, Julian pivoted to UGC (user-generated content). The core idea: get creators—usually newer ones without massive followings—to create separate accounts and post 10-12 videos per week about Jungle.

With 30 creators, they were pushing out close to 400 videos weekly. The genius move? These creators posed as students who organically discovered Jungle and wanted to share the alpha. "The whole idea is that you feel like you're discovering this tool from this person that's being very generous about sharing about it," Julian explained.

The economics worked better than influencer marketing—around $2 CPMs, and it felt profitable overall. But Julian's refreshingly honest about the dark side of this strategy.

"This sort of traditional UGC strategy is a growth hack. And hacks of any sort are temporary. They won't work forever."

Why UGC is dying (and consumers are catching on)

Here's where Julian drops some real talk about the future of UGC. The problem? Everyone's doing it now.

"Think about it: if you're a consumer and you're going on TikTok to watch study videos, and now every third or fifth video is this thing that seems organic but is actually someone just trying to push a product—you're like, I don't know, this doesn't feel authentic."

The saturation problem is real. By nature, a growth hack exploits a gap in the market. Eventually those gaps get filled. When every brand is running the same UGC playbook, consumers start recognizing the pattern. They check the creator's profile and realize all their videos mention the same tool—it's inauthentic.

The result? What worked spectacularly well 12 months ago is already losing effectiveness.

The onboarding flow that drives 30-40% word of mouth

While external growth tactics kept evolving, Julian's team obsessed over one metric that's 10 to 100 times harder to move than top of funnel: retention.

Their onboarding strategy is masterclass-level. When you hit the landing page, you can upload a document or URL directly—no friction. The product generates questions immediately. You experience the magic moment before you even sign up.

But here's what's clever: they split onboarding into three phases. First phase is just the core value—generate questions, answer them, see the tree grow. Only after you complete this mini-review do they ask you to sign up.

Second phase: contextual stuff like choosing which exam you're studying for, turning on notifications. Third phase: the gamification elements—pick your character, see your progress on the jungle river.

"We try to minimize and make it as simple as possible," Julian said. "We even have a mini review of seven questions. We make it really bite-sized so you can get through it, experience the core value, and then we introduce the whole set of features after."

The result? Around 30-40% of all new users come from word of mouth. That's a force multiplier on every dollar they spend on distribution.

Product vs. distribution: The false choice that founders obsess over

Julian has a contrarian take on the product versus distribution debate that plagues founder Twitter.

"Almost everyone knows this thing: first-time founders focus on product, second-time founders focus on distribution—as if you're stupid for focusing on product. My take is third-time founders realize that both are important."

Here's the nuance: when you're very early on, focus is everything. You might dedicate 80% to distribution and 20% to product, or vice versa. But you can't ignore either completely.

And here's where bootstrap founders face a brutal reality check. Julian explained: "Bootstrap founders can 100% focus on retention, but it's harder to emphasize that if you are not cash flow positive. If you feel like you're in survival mode, you're gonna feel the need to make the most amount of money right now."

The way to make money right now? Distribution. Retention is a long-term play—both because you don't see the benefits immediately and because it's literally the hardest metric to move.

Practical advice for founders trying to scale past $10K MRR

If you're sitting at $10K in monthly recurring revenue and trying to figure out what lever to pull next, here's Julian's playbook:

Don't expect linear growth. "The race to the top is very nonlinear. It can take a while. Many of our growth moments have come almost unexpectedly after trying a lot of things." Your breakthrough might come after dozens of failed experiments—that's normal.

Build the skill of figuring anything out. "We didn't really know growth and growth intimidated us, but we didn't give a fuck. We just strapped in and got our hands dirty and tinkered with different strategies until we found something that worked." Then it stopped working. Then they tried new things. It's an endless cycle.

Experiment relentlessly. Don't get attached to what worked last quarter. Julian's team went from influencer marketing to UGC and they're already thinking about what's next because UGC is showing signs of saturation.

Focus two full weeks on distribution at launch. If nothing happens after intense distribution efforts, maybe no one cares about your product. This forces you to validate market demand separate from product quality.

Split your onboarding into phases. Don't overwhelm new users. Give them the magic moment first, then layer in complexity. Jungle's phased approach maximizes the percentage of users who see the paywall by ensuring more complete the initial experience.

Reduce time to magic at all costs. The faster a user experiences your core value proposition, the better your retention. For Jungle, that meant letting users upload content and generate questions from the landing page—before signup.

Wrapping up

Julian's success with Jungle isn't about finding one growth hack that scales forever. It's about building the muscle to constantly adapt as markets saturate and gaps close. The influencer video that made $20K was incredible—until it wasn't replicable. The UGC strategy that generated 400 videos per week works well—until consumers catch on to the inauthenticity.

The real lesson? Growth hacks are temporary by nature. They exploit gaps in the market that eventually get filled. What separates successful founders from the rest isn't discovering the perfect growth tactic—it's having the grit to keep experimenting when what worked yesterday stops working today.

The tactics might change, but the fundamentals stay the same: get people in the door through aggressive distribution, delight them with exceptional product experience, obsess over retention even when it's harder to move than top of funnel, and never stop testing new ideas.

As always, if you're ready to test your paywall, run price tests and more for your app, then you're already in the right spot. Sign up for a free Superwall account today!

Get in touch

Get personalized support

What you'll get:

  • Personalized demo of Superwall's paywall builder
  • Expert guidance on monetization strategy
  • Custom implementation recommendations
  • Access to 200+ proven paywall templates
  • Revenue optimization best practices

Quick & Easy

Most meetings take 30 minutes or less. We'll show you exactly how Superwall can increase your app revenue.