How Jenny AI reached $775k MRR with a UGC creator program

Executive overview

Most UGC programs fail because they chase follower counts instead of raw talent. Jenny AI built a 150-creator program in three months, reaching 75 million views at under $2 CPM — by sourcing hidden-gem creators from unrelated niches and coaching them from scratch.

The edge is a combination of what Matt calls camera charisma (spotted before anyone else does), long-term creator relationships, and content designed to generate engagement rather than rage.

Going viral is table stakes; the real skill is making content that converts at scale.

Spotting high-potential creators

• Ignore follower counts and platform databases like Modash. Judge purely on watchability.
• Camera charisma: if you can't explain why you keep watching, that's the signal.
• Three quick filters: emotiveness, aesthetic first frame, extroverted storytelling ability.
• Pause the first second — is it well-lit, well-framed, with readable text proportions? That's natural viral sense.
• Hidden gems often sit in unrelated niches (beauty, lifestyle) with no brand deal history.
• Expect lower initial response and DM open rates; closing rate on calls tends to be high.

Building the creator relationship

• Commit to long-term coaching, not transactional briefs.
• The best creator in the program needed 25 videos before breaking 10K views; she then earned $5K+ in a single month.
• One strong skill is enough to start — teach the rest.
• Retention matters: creators who go viral get poached. Personal rapport is the moat.
• Cold outreach works best with lowercase, casual copy, specific social proof, and short messages.
• Build your own track record first — 75 million views makes the next recruitment pitch easier.

Engagement bait vs rage bait

• Pure rage bait divides everyone against the creator. Engagement bait splits the audience roughly 50/50.
• The winning format: a claim that some people agree with and some reject — both sides comment, both sides amplify.
• Ruby's five-second reaction video generated 30 million Twitter views because the quote-tweet debate sided with the creator, not against her.
• The engagement bait sweet spot: embed the product mention naturally so it survives both camps of comments.
• Views without product mention are vanity. Balance virality with conversion intent in every brief.

Developing viral sense

• Prescribe 30 min/day scrolling in your niche and 30 min/day outside it.
• The outside-niche half prevents format blindness and surfaces adaptable ideas.
• Tools like Spytok surface outliers by keyword, but over-reliance skips the skill-building.
• Looking only at outcomes is misleading — near-identical videos filmed three days apart can differ by 2,000x in views due to luck.
• Optimise for surface area, not causal attribution.

Copying formats without copying frames

• Study the principles behind a format, not the pixel-level execution.
• Brands that copied Ruby's video frame-for-frame (including matching outfits) did not go viral.
• For each format, ask: what's one element I can do better, not closer?
• Iterating across 100 variations toward improvement beats copying toward identity.

Founder-led content as the starting point

• If you have no track record, make the content yourself before hiring creators.
• Matt's first TikTok — filmed talking to his phone, never posted before — hit 240K views.
• Doing it yourself makes you a better coach: you can judge what works from experience.
• Formats don't need reinventing at the zero-to-MRR stage — find what works, adapt it.

Working backwards from content to product

• Jenny AI is experimenting with the reverse model: identify a viral format in a non-study niche, then build the product feature that would make that format authentic.
• Short-form view counts are a public proxy for product-market fit — viral videos in a niche reveal real pain points and proven distribution formats simultaneously.
• Content market fit (a format that earns outsized attention) and product-market fit can be detected from the same signal.
• Viral sense lets you read why a video works, not just that it worked — that depth is what makes the insight actionable.

Acqui-hire and working with strong founders

• Matt's startup (Sideshow, a citation-checker) was acquired by Jenny AI after an Instagram DM intended to poach a creator.
• The acquisition worked because the problem domain overlapped perfectly with Jenny's core product.
• Choose who you work for based on the person, not just the product — proximity to a strong founder compounds faster than solo scrappiness.
• Hire young founders for UGC or growth roles: they understand the full conversion funnel, not just the creative side.