UGC Forge by ClawAgents
AI-generated UGC videos trained on 884 viral videos with 509M+ combined views. Our pipeline studies what real top creators do — pacing, framing, energy, hooks — then replicates it for your product. Submit your URL. Get a free demo video.
Join the waitlist for early access — and get a free UGC video for your product while you wait.
No credit card required. We'll generate a UGC video using our full 8-model pipeline and send it to your email.
The Problem
Real UGC from creators costs $200-500 per video, takes days to produce, and most of it doesn't perform. Stock AI video looks fake. You need volume AND quality to find winners.
$200-500 per video. You need 10-20 variants to find a winner. That's $2,000-10,000 just to test one product. And if it doesn't work, that money is gone.
Brief the creator, wait 3-5 days for delivery, request revisions, wait again. By the time you have a final cut, the trend has moved on.
Generic AI avatars reading scripts don't fool anyone. The pacing is wrong, the energy is flat, the text is gibberish, and it screams "this is AI" within 2 seconds.
Creators don't study what works. They film what they feel like filming. There's no data-driven process connecting top-performing content patterns to your next video.
The bottom line: you can't scale UGC by hiring more creators. You need a system that generates high-quality UGC on demand, informed by data from videos that actually went viral.
Our Unfair Advantage
Most AI video tools generate content from nothing. We built a corpus of real viral UGC — analyzed frame by frame — and use it to inform every video we generate.
Every video in our corpus has been broken down into a 14-dimension visual transcript: scene type, energy level, shot framing, camera motion, text overlays, transitions, subject actions, facial expressions, and more. We don't just know WHAT went viral — we know exactly HOW it was constructed.
Each video also gets a production summary with replication notes — detailed instructions on how to recreate the specific techniques that made it perform. Scene flow patterns, PIP usage, caption styles, color palettes, ending techniques. This is the dataset that feeds our script generation, storyboarding, and QA scoring.
When we generate a video for your product, the system pulls stratified reference samples from our corpus — top performers (1M+ views), solid performers (50K-1M), and cross-category wildcards — so your content inherits proven patterns while staying fresh and original.
The Pipeline
Not one model doing everything badly. Eight specialized models, each handling what it does best, orchestrated into a single pipeline that turns a product URL into a finished UGC video.
Writes a hook-first script using corpus patterns. Matches your product to proven frameworks (problem/solution, demo, testimonial).
Gemini 2.5 FlashBreaks script into scenes with asset sources, timing, and generation instructions. References 3 corpus samples per video.
Gemini 2.5 FlashNatural-sounding voiceover with emotion, pacing, and emphasis matched to the script energy.
MiniMax Speech 2.6 HDCreates a realistic talking-head avatar. Not a generic AI face — matched to product niche and audience demographics.
Nano Banana ProSyncs avatar mouth movements to the voiceover audio with sub-frame accuracy.
VEED Fabric 1.0Generates clean UI mockups with readable text for app demo scenes. No gibberish text that AI video models produce.
Flux Pro / Gemini VisionAnimates static mockups into scrolling, tapping, interactive screen recordings using image-to-video generation.
Google VEO3Composites all assets (PIP overlays, b-roll, captions), normalizes audio, then scores against 13 quality dimensions.
FFmpeg + Gemini VisionQuality Assurance
Our QA system watches every generated video and scores it against reference videos from our corpus. Videos that don't pass get automatically revised.
Auto-revision loop: If a video scores below threshold, the pipeline identifies the weakest dimensions and regenerates those specific assets. No manual intervention needed.
Comparison
| Approach | Cost per Video | Turnaround | Data-Driven? | Scalable? | Quality QA |
|---|---|---|---|---|---|
| Human Creators | $200-500 | 3-7 days | No | No | Manual review |
| Generic AI Video | $5-20 | Minutes | No | Yes | None |
| AI + Stock Templates | $10-50 | Hours | No | Somewhat | None |
| UGC Forge | ~$2-5 | Minutes | 509M+ views corpus | Fully automated | 13-dimension auto QA |
Use Cases
Picture-in-picture format: talking head explains while the app scrolls behind them. The #1 viral format for app promotion. Real UI mockups with readable text.
Authentic-feeling "creator shares discovery" format. Hook, problem, solution, demo, CTA. Matches the energy and pacing of top-performing organic UGC.
Generate 10-20 variants of the same product pitch with different hooks, angles, and scripts. Test at scale to find winners without spending thousands on creators.
How It Works
Drop your website, app store link, or landing page. Our system extracts product details, features, target audience, and key selling points automatically.
Using patterns from 884 analyzed viral videos, the pipeline generates a script and scene-by-scene storyboard optimized for your product category.
Voice, avatar, lip sync, app mockups, scene animations, and composition all happen automatically. Each model handles what it does best.
The finished video is scored on 13 quality dimensions against real viral references. If anything falls below threshold, it gets automatically fixed and re-scored.
Early Access
Join the waitlist for early access — and get a free UGC video for your product while you wait. No credit card. No commitment. See the quality for yourself.
What happens next: We'll generate a UGC video for your product using our full 8-model pipeline and send it to your email. You'll see exactly what the system produces — no sales call required.
FAQ
Those tools give you an AI avatar reading a script. That's one piece of the puzzle. UGC Forge is an end-to-end pipeline: script generation trained on viral patterns, storyboarding with corpus references, 8 specialized AI models, PIP composition, and 13-dimension QA scoring. The avatar is step 4 of 8, not the whole product.
We collected 884 real UGC videos from TikTok and Instagram (mostly app demos, product reviews, and tutorial content) with a combined 509 million views. Each one was analyzed frame-by-frame across 14 visual dimensions: scene type, energy level, shot framing, camera motion, text overlays, transitions, and more. This data feeds every stage of our pipeline — from script hooks to scene pacing to QA scoring thresholds.
The goal isn't to trick people — it's to match the production quality and pacing of real creator content. Our videos use the same scene structures, energy patterns, and PIP formats that real viral UGC uses. The QA system specifically scores "authenticity" as one of its 13 dimensions. Is it perfect? No. Is it better than $5 generic AI video? By a wide margin.
We're still finalizing pricing. API costs per video run about $2-5 depending on scene count and model usage. Early waitlist members will get preferred pricing. The free demo video has no strings attached — we want you to see the quality before any money discussion.
Yes. The videos are generated fresh for your product — you own them. Use them for TikTok ads, Facebook/Instagram creatives, YouTube shorts, landing pages, or anywhere else you need UGC-style content. Generate 10-20 variants and A/B test to find winners.
Apps, SaaS products, and digital services work exceptionally well because we can generate realistic UI mockups with readable text. Physical products, supplements, and e-commerce also work — the pipeline adapts the storyboard format to match your product category. Our corpus covers 15+ content categories.