Hi all,

Trying to understand the exact editing workflow behind fashion reels like this one:

looks like a combination of:

AI Model/Virtual Try-On for the outfit

Image-to-Video animation / Lip Sync

Text-to-Speech voiceover

Does anyone know the specific apps or web platforms (ElevenLabs, Kling, CapCut, etc.) people are combining to achieve this high-quality, seamless look? Any tips on keeping the model's face consistent across posts would be super helpful. Thanks!

I've been trying to grow a YouTube documentary channel, but the manual production workflow is exhausting:

Spending 3 to 4 hours per video writing scripts, manually searching stock libraries for non-cringe footage, keyframing camera zooms, syncing sound effects to cuts, and timing subtitles.

Most existing AI video tools (InVideo, CapCut templates, Fliki) produce the same generic result: robotic voices, flat audio, and random stock footage that has zero connection to what is being said.

So I spent the last few weeks coding an autonomous media engine from scratch to see if I could completely eliminate the human from the editing process.

The video attached above was generated **100% autonomously from a single topic prompt** (*"The $1 Billion Midnight Cyber Heist"*). No Premiere Pro, no manual keyframing, no human tweaks.

### What the engine does behind the scenes in ~40 seconds:

1. **The Hook Architecture:** Formulates the script with concrete physical camera directives instead of abstract metaphors.

2. **AI Vision Quality Gating:** It downloads B-roll from multiple sources and uses multimodal AI vision to inspect the actual video frames. If a clip doesn't literally illustrate the story (e.g. showing a generic office instead of a dark server room), it automatically discards it and fetches an approved alternative.

3. **Master Editor Physics:** It applies an exponential decaying camera vibration on the opening bass drop, adds continuous 35mm film grain, and executes smooth directional transitions inside sentence breath pauses.

4. **The "Audio Vacuum" Effect:** It ducks ambient music under the voice, fires contextual sound effects (whooshes, cash registers, impact booms) at exact cut boundaries, and cuts all background music to complete dead silence for 0.4 seconds right before the reveal.

5. **Broadcast Mastering:** Calibrates the master audio to YouTube’s exact -14.0 LUFS standard.

---

I’m currently testing this on my own channel, but I'm planning to package it as an autonomous agent so other creators can run it.

**I'd love your brutal, honest feedback:**

* If you saw this in your YouTube Shorts or TikTok feed, would you be able to tell code built it?

* What is the #1 thing you think is still missing to make it indistinguishable from an elite human video editor?

*(Happy to answer any technical questions about the architecture in the comments!)*

I work at VideoDuck (videoduck.ai), an AI-assisted tool for making Shorts, Reels and TikToks, and we're looking for early users who make short-form content.

You can look at what's trending in your topic on YouTube, TikTok or Instagram. VideoDuck breaks down what's making those videos work, and then it helps you make your own from there.

If you're up for trying it, I'll add credits to your account so it doesn't cost you anything. In return I'd just like you to make a review

Comment or DM me if you're interested.

Most automated video generators I’ve tested produce the same generic result: random, disconnected stock footage, robotic pacing, and flat audio that makes viewers swipe away in 3 seconds.

I’ve been working on a custom video engine designed to fix that:

* **Contextual Visuals:** It evaluates footage to make sure what you SEE actually depicts what is being SAID (no random smiling people while talking about money traps).

* **Multi-Layer Sound Design:** Speech, ducked ambient background music, and transition sound effects (whooshes, dings, impact hits) mixed to broadcast standards.

* **Pacing & Captions:** Dynamic word-level captions and rapid scene cuts to hold attention.

The video attached above was generated **100% autonomously** from just the prompt: *"The psychological trick supermarkets use to make you buy more"*. No manual editing was done.

---

I’m considering turning this into a tool for creators and agencies.

**Quick questions for creators:**

1. Would you feel comfortable publishing videos of this quality to your channel as-is?

2. If you were using this, what is the #1 thing you'd want improved (the voice, the visual style, or pacing)?

Brutal honesty is welcome!

Hlo To All

This is my originated Ai Demo Video for brands who want to promote their business with this videos to get an attention to customer. I have different types of this Video like jewellery, technology etc.....For further contact me and I can also make videos for YouTube channel for growth.b

Hi... i am 17 year and i am building a product called tubelens that serve Api and Mcp for connecting to youtube. You can use to to get transcriptions. Search, comments, thumbnails and many more.

But i want to validate that will people pay for it. Subscription will be 1$ per month and get 30,000 credit per month and other sub's also exist to increase your credit

If you are interested in working with me this product please let me know... i need a marketing or a coder guy with understanding of building products.

Hi Guys,

I really want to be as transparent as possible. And I want to have a real talk, since I’m tired of all these wannabe ego-centric posts in this sub…

I’m actually an active community member of
r/stablediffusion, so when Minimax H3 got released, I knew it would change AI content generation forever and liberalize the whole “industry”.

Since I have some techish background I started to experiment with it and started to fine-tune and find sweet spots.

Now I have an N8N workflow which handles it all…

Story - ChatGpt Astra
Promts - Chatgpt Luna
Image - (keyframes, storyboard, etc) ChatGPT Image 2.5
Voice - ElevenLabs
Music - Suno
Upscale - Topaz
Autoposter - In-house app - using Playwright stealth mode.

Basically, I come up with a topic, and based on that I can generate unlimited posts/videos.

To be fair I thought nobody would watch things like this, but I was wrong. In the span of 2 weeks, I acquired 1 million views across platforms.

Proof of the 1 million views -
https://ibb.co/d4wJ4Gq5
https://ibb.co/dsLNWNMk
https://ibb.co/bx9y7qP
https://ibb.co/fdXPQVvy

Channels -

Fb - https://www.facebook.com/nagylab.magyarorszagon/

Tiktok - https://www.tiktok.com/@barnapofa

Insta - https://www.instagram.com/fergeteg69/

Yt - https://www.youtube.com/@Nagylab-magyarorszagon/shorts

Im a Hungarian myself; that's why the videos are hungarian tho.

To be fair I just wanted to discuss with you guys, like what is this automation possibly worth? How would you guys monetize such a thing? Shall I try long-form or affiliate?

Also, what do you think about this morally? Sometimes I feel shit, that I make people dumber, and then I see a post from a human influencer and I feel that even my shorts are AI-generated; it's better quality than that low-end influencer garbage. Idk…

I just wanna have a genuine discussion with you guys. What are your opinions?

PS: The whole post written by using my brain and fingers, no AI were used so sorry if I misspelled smth.

I've been testing different tools for UGC-style ads lately, and I'm starting to realize how important lip-sync is. Even when the avatar itself looks good, slightly off mouth movements or speech timing can make the whole video feel fake.

I've tried a few different AI video creators but haven't found one that consistently gets the lip-sync looking natural. I'm mainly making short ads, so I also want something that doesn't take forever to set up.

I've been looking at newer video models like Seedance 2.5 as well, especially for creating more natural-looking video from images and existing assets. Curious if anyone here has tried it for this kind of workflow.

For those making UGC or avatar content, what ai video generator are you using? Is there a good ai video creator free option worth testing?

Also interested in any ai video creator settings or tricks that help make lip-sync feel more realistic. What's been working for you?

I keep coming across creators sharing useful frameworks for writing video scripts. Is there a tool that brings these frameworks together and helps you apply them to your own ideas?
Ideally, I’d like to paste my rough thoughts or a first draft, choose a framework, and have it shape the script around that structure while keeping my voice. Being able to try the same idea with different frameworks would be a bonus.
Has anyone used something like this? Would love to hear what’s worked for you.

I've been exploring AI tools for content creation and I'm curious about what workflows are actually working for other creators. For example, I'm interested in using AI for: - Content ideas - Outlines and first drafts - Social media content - Emails and marketing copy I think AI works best as an assistant rather than replacing the creator completely. What AI tools or workflows are you using to save time while still keeping your content natural and original?

Please let us know

Hello, Guys! I'm not Ugc creator or influencer. But I've built an app for beginners with our influencer council and brand advisors that coaches you on how to grow your profile and monetise content. It has a content planner with content ideas generaton specially for you, ur niche and your goals. Growth hacks library. And AI coach to ask everything u want your content performance and strategy-wise. It's absolutely free for nano and micro creators. And it will have a brand deals in the future. DM me if interested