How to scale one format across many accounts

1 The bottom line

Find one format that works, lock it, and repeat it across many accounts, countries and platforms, while a small test group looks for the next one. Every format wears out, so watch views per post and swap formats when they stall.

2 Key takeaways

• Prove the format yourself, then scale it fast. Volume only multiplies what already works.
  • Nicole, Glam Up and Sprout15:50 scaled only after finding a viral strategy, and Sprout reached 200+ active creators at once.
  • After its correction video hit, Adam Turaev, Praktika40:19 copied the format with creators in other countries, and ARR went from $1M to $10-12M in about a month.
• Repeat the winning format exactly. Small changes can break what made it spread, and a fixed format makes results predictable.
  • Nicole, Glam Up12:45 found that deviating from the caption, hook and audios stopped posts going viral.
  • Dillion Verma, Halo AI21:21 ran one format with no deviation and got 1.2 billion views in 120 days.
• Multiply the winner through clones, countries and platforms. Each copy earns less than the original, so you need many of them.
  • Matt Espinoza, Clover Labs4:52 says the median clone gets about 20% of the original's views.
  • Matt Espinoza, Clover Labs13:40 says each new country adds about 20% more views.
• Keep a small test group running at all times. Every format ends, and you want its replacement ready.
  • Nick Lawton, SideShift21:40 keeps about 90% of creators on the winner and one or two testing new formats.
  • Dris, Methods23:35 says programs fail by not experimenting enough, and Cluely's first format took it to 100 million views at sub $1 CPM in a few weeks.
• Set a clear signal for when a format is dying. Without one, you keep posting a format that no longer pays.
  • Jay, Nomad Table29:15 treats a format that stays under about 5K views per video as probably cooked.
  • Nick and Ivan16:53 had a comment angle work for two weeks, then Instagram started blocking it with no change on their side.

I don't want to know the last video that went viral. I want to know the machine you built to replicate it.

Josh, Blue Throne

2.1 Pick and prove a format that can be mass produced

Choose a format that others can copy easily, and prove it on your own accounts before you add people.

• Choose formats that anyone can make, anywhere. Source: Yannis, Superwall32:00
  • Check how much work a format takes to replicate before you commit.
  • Street interviews and persona skits need actors, setups and controversy. Simple slideshows and texting clones can be generated programmatically and varied across many accounts.
  • Cheater Buster style formats are hard to map shot by shot, while couple question slideshows have been rinsed and scaled Yannis, Superwall32:00.
  • Jay, Nomad Table19:55 stopped his hostel videos when his trip ended, because he could not have all his creators stay in hostels.
• Go viral on your own accounts first, then hire. Source: Nicole, Glam Up and Sprout15:50
  • Nicole and her co-founder each ran about three accounts, warmed them up and tested formats.
  • Once a strategy worked, creators got a course on account creation, warm-up and exact content details.
  • Glam Up scaled to 30 to 40 creators this way Nicole, Glam Up15:50.
• Remix a format that already works for someone else instead of inventing one. Source: An (Anup), Flame24:00
  • The Flame team studied TikTok 4 hours a day for two months, then copied and remixed working formats.
  • For slideshow text, repurpose the most viral slideshows from a successful account in an adjacent niche Daniel Heintzman, Sway AI7:37.
  • They turned one working account into 20 to 30 accounts on roughly 10 phones, reaching 50 million views and 150,000 users An (Anup), Flame24:00.
• Model revenue as views times conversion, and work only on those two. Source: Dillion Verma, Halo AI7:26
  • Split views into creators, videos per creator, posts per video (platforms) and views per post, so each variable has a clear lever.
  • This framing let a first-time consumer founder go from $5 MRR to $300k MRR in 45 days and forecast the plateau Dillion Verma, Halo AI7:26.

2.2 Lock the format and vary it in a controlled way

Keep the core fixed, change one small thing at a time, and use tools to produce the variations.

• Write down every detail of the winning format and have everyone follow it. Source: Nicole, Glam Up12:45
  • Glam Up fixed the on-screen caption (two or three lines), the caption below, the hashtags and about 10 audios.
  • Text was small and off-center for a Gen Z look.
  • Hundreds to thousands of near-identical posts got millions of views a day Nicole, Glam Up12:45.
  • For a Sprout video, Nicole compared 5, 6 and 7 seconds and settled on 6.7. She also specified filming angle and zoom timing in a tutorial with Google Sheet templates Nicole, Sprout35:12.
  • Halo found conversion stays roughly constant per format, about 0.3% to 0.5% of viewers Dillion Verma, Halo AI21:21.
• Test like paid creative: change one thing at a time. Source: Matt Espinoza, Clover Labs6:26
  • Tweak the CTA, the hook or one small visual, then track which aspects win and carry them into future campaigns.
  • For slideshows, keep one account in a single look and test hook, CTA and avatar within it Matt Espinoza, Clover Labs6:07.
• Generate variations by machine and randomize them. Source: Caleb Dean, Runafy30:30
  • Runafy's CTO built a tool in one day that varies the timings and the caption.
  • Noise sets the captions, hook images, body images, descriptions and hashtags, then randomizes combinations so every post is unique. Posters paste the text inside TikTok, which signals a real user made it Nic Weber, Noise24:24.
  • The Runafy tool could generate 10,000 videos in about a minute. Captions were hardest, and a few kept performing, so tracking winners lets you reuse them Caleb Dean, Runafy30:30.
  • Use ChatGPT for caption variations but edit them by hand. AI-prompted captions have still hit 1 to 2 million views Nic Weber, Noise28:26.
• Put the format into a playbook, and batch production. Source: An (Anup), Flame34:30
  • Write a roughly 10-page document: product and brand context, winning script references, and a master prompt with system role, context and output requirements.
  • When something wins, add it to the playbook and make a new version.
  • Design slideshow backgrounds in Figma and put the slide text in a spreadsheet that fills the slides Daniel Heintzman, Sway AI7:37.
  • Flame's team makes around 200 pieces of content a day across 20 to 30 accounts An (Anup), Flame34:30.
  • One to two hours of batching produces a month of slideshows, at 10 to 50K views each Daniel Heintzman, Sway AI7:37.

2.3 Multiply the winner

Hand the format to more people, repost what pops, and carry it into new countries.

• Copy the format to other creators right away. Source: Adam Turaev, Praktika40:19
  • Praktika used other creators in other countries and varied the angles instead of waiting.
  • One idea to test: have about 20 core creators post the same new format on one day to create a visible spike Morrie Schonfeld, Pingo37:30.
  • The Pingo founder says he has no idea if the same-day test will work.
• Repost your near-winners, and remix the big winners on other accounts. Source: Dawson Gibbs, Evo Marketing43:19
  • At 10,000 to 20,000 views and at least 3% engagement, tell the creator to repost the same video, or redo the script with a different text hook.
  • At about 20,000 views, repost on the brand page with an Instagram collab post. It does not hurt the views Dawson Gibbs, Evo Marketing36:20.
  • At a threshold like a million views, re-edit with a new hook, demo or avatar and publish on other accounts, countries or niches. Repeat posts are less restricted on Instagram than on TikTok Matt Espinoza, Clover Labs19:30.
  • If reposts keep getting at least 10,000 views over four to five days, it usually leads to a 500,000 to 1 million view video Dawson Gibbs, Evo Marketing43:19.
  • A creator posting twice a day makes about 60 posts a month. About 10 pass the threshold, and three variations of each give 30 new videos Matt Espinoza, Clover Labs19:30.
• Budget for clones to underperform, and post more of them. Source: Matt Espinoza, Clover Labs4:52
  • Post the same format five to 10 more times to match the original's volume, and keep varying the clones.
  • Extreme cases reach two to six times the original Matt Espinoza, Clover Labs4:52.
  • Joseph Choi expects that changing countries, CTA, colors and hooks could lift a million-views-a-month account by 5 to 10 times Matt Espinoza, Clover Labs1:08:13.
• Relaunch winners in new countries, and check who can pay. Source: Matt Espinoza, Clover Labs13:40
  • Sub, dub and lip sync the video, match the on-screen text and dialect, and post from an account in that country.
  • Spain is the easiest lift, then Germany and Australia, with Italy and Brazil as secondary. Canada needs no translation Matt Espinoza, Clover Labs16:15.
  • Track which country each video goes viral in, and kill formats that pull users who cannot pay Morrie Schonfeld, Pingo27:58.
  • A campaign at a million views a month can add about 200k per new country, and typically around five countries work well Matt Espinoza, Clover Labs13:40.
  • Germany worked partly because of little competition in that language and buyers who repurchase more Matt Espinoza, Clover Labs13:40.
  • Pingo's Russian content brought about 200 thousand users in February with no revenue, because Russia cannot transact through Apple or Google Morrie Schonfeld, Pingo27:58.

2.4 Spread volume across accounts and platforms

Run many fresh, warmed-up accounts on the right platforms, at a posting pace each platform tolerates.

• Use many new accounts, since followers are not needed to go viral. Source: Dillion Verma, Halo AI6:35
  • A brand new account's first video can reach 10 million views.
  • Give a large pool of people the exact assets, text and description, instead of paying 5 to 10 creators to post twice a day Nic Weber, Noise4:13.
  • Have each account post two to three times a day at a random rate, and check which campaigns each account serves to avoid overlap Matt Espinoza, Clover Labs10:30.
  • Typical hit rate is about 5% of videos over 100K views and 1% over 1M Dillion Verma, Halo AI6:35.
  • Noise founders generated over 2.5 billion views in a year, from a few huge hits plus hundreds of thousands of posts doing 500 to 2,000 views each Nic Weber, Noise4:13.
  • Reposter videos cost about $20 each, and organic has little diminishing return once the format is figured out Yannis, Superwall19:30.
• Match platforms to your audience, and match posting pace to each platform. Source: Dawson Gibbs, Evo Marketing23:23
  • Use Facebook and Instagram for 30 to 40 year olds, and TikTok and Snapchat for 18 to 25 year olds.
  • Add Instagram and Facebook Reels to a TikTok-first program. Instagram has driven probably 10 to 20% more views than TikTok in aggregate over the past 3 to 6 months Canyon, Sideshift19:40.
  • Leave YouTube and Instagram posting uncapped. Ramp TikTok, for example three, five, then ten a day Dillion Verma, Halo AI19:26.
  • Runafy posted nine Reels a day on Instagram, and when it raised TikTok volume, views on that account collapsed Caleb Dean, Runafy29:30.
  • Halo made roughly 300 posts a day across 85 creators Dillion Verma, Halo AI19:26.
• Warm up every new account before pushing a CTA. Source: Daniel Heintzman, Sway AI8:30
  • Start with unbranded aesthetic carousels, test CTAs on only some posts, and go fully branded once views are reliable.
  • Warm-up videos can have no CTA and optimize purely for views, which tells the algorithm the account is real Nick Lawton, SideShift19:00.
  • Post harmless comments with no CTA, like email inbox warm-up, and spread volume over many accounts Nick and Ivan38:50.
  • A heavily branded Sway AI post later hit about 4 million views and $5 to 6K in revenue in one day Daniel Heintzman, Sway AI8:30.
  • On Instagram, Nick and Ivan run 12 to 24 accounts per day per phone, each posting up to 60 comments Nick and Ivan38:50.
• Give each phone a unique identity, and diagnose weak accounts by view count. Source: An (Anup), Flame26:40
  • Factory reset each iPhone, give it its own Apple ID and its own proxy for the target region.
  • Under 300 views is an account problem. At 300 to 1,000, iterate on content, formats and hooks. At 1 to 5,000, keep the format and change the copy slightly until it crosses 100k An (Anup), Flame29:38.
  • Reusing one Apple ID to save on a proxy client cost the team a week, about 120 hours across three people, because TikTok can fingerprint Apple IDs.
  • One meme format iterated this way reached 340,000 views An (Anup), Flame29:38.

2.5 Spot wear and refresh or replace the format

Watch every account daily, pause what stalls, and refresh the packaging before the premise.

• Review results every day, and work in loops. Source: An (Anup), Flame38:20
  • Log each account's status, whether it is online, content type, notes, posts per day, views and likes. Meet for an hour each morning.
  • Drop accounts that go unhealthy and start fresh.
  • Work in batches: research, scale one format, deploy to a subset of accounts, then review. Most formats need a couple of iterations, so loop speed drives results Yannis, Superwall16:55.
  • Flame's sheet is deliberately ugly, because manual tracking forces the team to look at every piece of content every day.
• Pause a playbook that does not pop in one to three weeks, and slot in a new one. Source: Nic Weber, Noise31:05
  • Treat each format like a Meta ad set, with campaigns, playbooks and posts underneath.
  • If hundreds of posts get little traction after tweaking the prompts, pause it.
  • One playbook got 446 posts in a week and about 200,000 views, and was paused. The "how are we making money by Christmas" playbook reached 9 million views.
  • A format with around 70% of viewers past 3 seconds yields at least 4 to 5k views on TikTok, in Jay's own observation from his niche Jay, Nomad Table29:15.
• Expect crowding to dilute a format, and stay out of the most saturated niches. Source: Nic Weber, Noise33:25
  • TikTok seems to give a topic a daily budget of views. When 10,000 people post the same format, views spread out instead of producing million-view pops.
  • Side hustle, crypto and income niches became crowded in the last 6 to 12 months, and clones shrink a format's shelf life Canyon, Sideshift21:55.
  • Within a comment angle, vary the prompts, examples and context given to the AI generator Nick and Ivan16:53.
  • Book slideshows got 1 to 2 million views each until thousands more accounts posted similar content Nic Weber, Noise33:25.
• Refresh the look, not the premise, then keep a replacement ready. Source: Yannis, Superwall34:20
  • Couple question slideshows now use street and snow backgrounds and variations like uncomfortable or intimate questions. The idea of five questions for your boyfriend has not changed.
  • Keep the idea and flow, but change the opening background and the numbers, for example 45 seconds instead of 30. When the format dries up, build a new one Casper, Payout16:03.
  • Creators on view bonuses copy a format harder once they see a peer win, so a winner can saturate quickly Nick Lawton, SideShift21:40.
  • Casper's "Watch me make up to $900 in 30 seconds" structure kept working across repeated videos.
  • Old winners keep paying. One Payout video posted over 500 days ago still gets 30 to 50 views an hour Casper, Payout44:26.
  • Run campaigns for months, not one event window. A World Cup campaign underperformed, and Edward Tian puts the right length between a 3-month burst and a full year Edward Tian, GPTZero19:40.

2.6 Where they disagree

Operators split on how far to push account farms, how strict to be with one format, and how much to post on TikTok.

• Account farms are either a growth engine or a ceiling.
  • Koby Conrad, Sunflower30:10 calls hundreds of followerless accounts arbitrage that platforms can shut down, and says $100M needs a durable channel like big followings, ads, community or retail.
  • Noise leans fully into thousands of posters, with around 100,000 pieces of content a day Nic Weber, Noise4:13.
• One strict format, or constant experiments.
  • Dillion Verma, Halo AI21:21 gives every creator one format with no deviation.
  • Dris, Methods23:35 says programs fail by sticking with one format, and Nick Lawton hedges by keeping a smaller test basket.
  • Some operators run a single format into the ground, while Nick Lawton hedges to avoid saturating audiences Nick Lawton, SideShift21:40.
• How hard to push TikTok volume.
  • Dillion Verma, Halo AI19:26 allows motivated creators 20 videos a day, with a gradual TikTok ramp.
  • Caleb Dean, Runafy29:30 saw views collapse when TikTok volume rose and moved the volume to Instagram.
• Chase raw views, or the right viewers.
  • StudyFetch first chased virality at all costs, then refocused on viewers who do not mind an ad, such as med students and type A learners Kieran, StudyFetch6:36.
  • Its creator count has swung from almost a thousand to the hundreds, depending on whether the goal is views or high-quality converting content.