the V3 system is my best work yet..
i literally spent under 30 cents to create this AI UGC video
i am literally mindblown by this
i think it will be a while until we see something better than this..
this system fixes everything that was broken with AI UGC:
> price per video is now cheaper than ever (and no it's not any of the models you've seen like seedance, kling, veo, grok, heygen.. etc)
> realism has hit a whole new level (i can barely tell that this is AI)
> AI voice has been fixed (no robotic kling / veo voice anymore)
> the movement is the best it has ever been & you can control it however you want
this is literally the best time to be alive and scale creatives without anyone stopping you except your imagination
here's a recent vid i did:
this is the new ai ad loop
not one tool
not one image
not one creator clip
Claude finds the angles
GPT-Image-2 turns them into clean product visuals
Seedance 2.0 turns them into native-looking video ads
Meta tells you what deserves spend
one supplement becomes a green juice ad
one blender becomes a smoothie demo
one hair serum becomes a beauty creator angle
one lip product becomes a mirror selfie ad
same workflow
different products
different hooks
different formats
different buyer reasons
that’s how a $64k/month product turns into a creative machine
not by making one perfect ad
by building enough fast tests until the market shows you what prints
rt + comment "adloop" and i’ll send you the ai creative testing workflow
(follow for dm)
the men's erectile dysfunction market is hitting $7B+ by 2028 and AI UGC creators are quietly printing from it
how?
30M+ men in the US alone deal with hormonal issues.
the fastest growing demographic isn't men over 60 but men between 25 and 40.
and these guys will NEVER engage with a talking-head testimonial about it publicly.
the social cost is too high.
which is exactly why AI UGC dominates this category harder than almost any other niche
cartoon testosterone molecules fighting estrogen villains? shareable. no shame attached. broad distribution. $8-15 CPMs.
a real person holding a supplement bottle talking about their bedroom performance? dead on arrival.
so i documented the ENTIRE system for creating AI UGC content in this space...
covering EVERYTHING you need to start printing from this category:
1. why AI avatars and cartoon characters convert better than any other format for sensitive health topics
2. the ethical positioning framework: health restoration not performance enhancement (and why this framing converts 3x better)
3. the specific hook structures that name the experience without naming the condition (gets past both the algorithm AND the viewer's shame response)
4. the product categories that actually convert: testosterone support, adaptogens, sleep optimization, zinc/mag supplementation
5. the full production workflow: claude for scripts, seedance 2.0 for video, cross-platform distribution
like + comment "HEALTH" and i'll send you the ENTIRE system
(must be following + RT for priority access)
I built a Claude workflow that spits out 5 winning ads from one URL.
No designer.
No agency.
No brief.
Here's how it works:
1. It eats your product page
URL in.
Claude extracts benefits, audience, positioning, price.
Creative brief auto-built.
No forms.
No calls.
2. It spawns 5 angles
Problem-aware.
Benefit-led.
Social proof.
Direct offer.
Curiosity.
One mindset each.
3. It writes full ads
Headline.
Primary text.
Description.
Meta-ready.
Placement-ready.
5 ads. One input.
4. It scores before you spend
Hook strength.
Brand fit.
Predicted stop rate.
Weak angles die here.
Budget saved.
5. It feeds HeyOz
Visual direction.
Copy.
CTA.
Format.
Paste. Render. Done.
The loop:
URL →
Claude reads →
Angles →
Writes →
Scores →
HeyOz renders →
Meta tests 5 →
Algorithm wins.
What dies:
- Strategist: $5K/mo
- Copywriter: $2K/mo
- Designer: $3K/mo
Replaced: $10K/mo
Cost: $65/mo
Comment "Opus" and I'll share the guide.
(Must be following)
if you want to consistently push AI UGC accounts to high views on TikTok in 2026...
then here's what we're doing:
before the account ever gets created, the device fingerprint has to be clean.
that means cloud phones with unique device profiles per instance, dedicated US proxies locked to a single state, US Google accounts, US Play Store regions. every signal pointing to the same country.
TikTok reads your geographic identity from this entire chain. if any 1 of them is leaking, distribution gets capped before you even post.
the validation step you can't skip is the +1 country code on the TikTok signup screen. if it shows anything else, something's leaking. fix it before you create the account.
once an account starts on a leaking setup, it never comes back from that initial geo mismatch. don't even bother trying to recover it.
after the setup checks out, run warmup for 24 to 48 hours before the first post.
10 to 15 minute sessions, 2 to 3 times a day, 6 hour gaps in between. fully watch videos. like a few. comment occasionally. follow accounts in your niche.
the algorithm decides what kind of account you are based on your first-week behavior, and rewriting that later is essentially impossible.
when it's time to actually post, the variable that separates 200 view accounts from 20k view accounts is hook specificity.
"you've been stuck at the same weight for the last 8 months no matter what you change about your diet" lands way harder than "struggling with weight loss?"
specificity creates the personal identification response that generic descriptions just can't trigger.
every Seedance prompt you write needs the skin texture clause if there's a face in the shot.
"realistic skin texture, visible pores around nose and cheeks, natural slight unevenness, no filter quality."
skip that and Seedance defaults to the waxy plastic look that viewers clock as AI within the first half second. it's the single fastest way to get scrolled past.
also, never introduce the product before the 8 second mark.
the moment the viewer's ad detection fires, every second after is fighting against that categorization. keep them in the story for as long as you can.
on the CTA, name a specific person they should share with.
"send this to the friend who's been complaining about her weight every time you see her for the last 6 months" produces DM shares at multiples of what "share with someone" produces.
and DM shares are the highest-weighted distribution signal on TikTok in 2026.
trending audio matching has to happen at production time, not after the fact. TikTok weights audio fit as a distribution signal, so reels with audio in the current push window distribute faster than reels with random audio underneath them.
posting frequency sits at 2 to 3 per account daily, staggered across the portfolio.
if you've got 50 accounts hitting publish at the same minute, that's a coordinated network signal. spread them 30 to 90 minutes apart with each account hitting its own peak audience window, and it reads as independent users posting good content.
within hours of every new account's first post, check the analytics.
80%+ US audience composition means the chain held. anything meaningfully below means there's still a leak somewhere, and you need to diagnose it before the account scales further.
- adrian
Operator V2 + BulkAPIs Phone Farm = TikTok Domination
this is the ONLY way to:
-> run 200+ accounts-solo
-> automate 1,000+ AI posts per day
AND ITS 90% CHEAPER PER ACCOUNT THAN COMPETITORS
it’s time.
like, rt + comment "FARM" and i'll dm you the setup (must be following for dm)
CEO: 1 human.
Employees: AI agents.
Operations: fully automatic.
Anthropic just released the actual guide for this.
Not a thread. Not a summary. The real thing.
Bookmark and build your first AI agent.
Instead of watching an hour of Netflix, watch this 2-hour Stanford lecture.
It will teach you more about how LLMs like ChatGPT and Claude are actually built than most people in top AI companies learn across their entire careers.
Save this.
need a researcher? hire one for $90K
need an editor? hire one for $85K
need a PM? hire one for $110K
need an analyst? hire one for $120K
need a recruiter? hire one for $95K
need an ops lead? hire one for $100K
need a fractional CFO? hire one for $180K
total: $780,000 a year.
OR
drop 7 markdown files in one folder
Claude runs all 7 jobs on demand
total cost: $20/month
most founders are one bad hire away from running out of money.
most operators are one folder away from never needing the hire.
the article has all 7 files. copy them. paste them. ship.
the team is the folder.
Liu Wei. 30. Shenzhen.
$50,000/month. Never shows his face.
No team. No camera. No editor.
Just Claude for $20 and 130 lines of Python.
1 long video a week → 12 shorts → YouTube, TikTok, Instagram.
Uploads itself. While he sleeps.
His job: drop a topic in the chat.
Script, voiceover, edits, captions, posting, all automated.
4 hours a week. 8 income streams. Month 5: $50K.
He doesn’t even open the editor anymore.
Vibe-marketing is cool and all but…
having a 24/7 OpenClaw clipping agent that PRINTS VIEWS is 1000x better.
All I do is paste a YT link:
OpenClaw analyzes, clips, schedules, AND POSTS without me touching a SINGLE THING 🤫
Comment “Clip” and I’ll share my workflow.
Meet the new Stitch, your vibe design partner.
Here are 5 major upgrades to help you create, iterate and collaborate:
🎨 AI-Native Canvas
🧠 Smarter Design Agent
🎙️ Voice
⚡️ Instant Prototypes
📐 Design Systems and DESIGN.md
Rolling out now. Details and product walkthrough video in 🧵