Building an AI Academy’s First Paying Cohort with Short-Form Video

The Challenge
A new AI training academy was entering one of the most crowded spaces in education. Dozens of competitors were already selling courses on AI, machine learning, and data science, and the market was growing noisier by the week.
The academy had a strong product but no proven way to reach buyers. An external agency had been brought in to run acquisition, but without a clear brief or testing framework, the output was generic and underperforming. Leads were not converting, and the first cohort was at risk of launching half-empty.
The team needed to move fast. They had a fixed launch window, a limited budget, and no existing audience to draw from. The question was not whether the product was good enough. It was whether they could find the right people quickly enough to prove it.
The Approach
Brought strategy and execution in-house
The first move was to cut the dependency on the external agency. By bringing growth and content strategy in-house, the team created tighter feedback loops between strategy, creative, and performance. Decisions that previously took weeks started happening in days.
Built an acquisition engine around short-form video
Rather than spreading budget across multiple channels, the strategy focused on one high-leverage bet: native short-form video on TikTok and Instagram. These were the platforms where the target audience already spent their time.
Tested fast and iterated on creative
The team produced iterative video creatives, testing different hooks, formats, and messages. Each round of content was informed by performance data from the last. This test-and-learn cadence meant the team could double down on what worked and kill what did not, without waiting for monthly reports.
Results
~120 leads
Qualified leads generated through short-form video on TikTok and Instagram.
Cohort filled
First full paying cohort sold out, validating the academy’s offer and commercial model.
Daily iteration
Feedback loop compressed from monthly agency reports to daily in-house iteration.
In-house playbook
Repeatable acquisition capability built, giving the team a system they could run independently.
Key Takeaway
When you are launching something new in a saturated market, you do not need a bigger budget. You need a tighter loop. By bringing strategy in-house and focusing on a single high-signal channel, this team went from zero audience to a full paying cohort in a matter of months.
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