← Blog|February 17, 2026|12 min read

How I Built a 6-Video-Per-Day Content Machine (With Zero Recording)

The fully automated pipeline that researches, scripts, produces, and uploads videos across 4 platforms

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By Vince Lauro

AI Automation @ vincelauro.ai

The Problem

If you're building a personal brand, you already know: content creation is the bottleneck.

Not strategy. Not ideas. Not even distribution. It's the sheer volume of work required to go from "I should post something" to actually having a polished video live on multiple platforms.

Recording yourself takes preparation. Editing takes hours. Uploading to YouTube, Facebook, Instagram, and Threads? That's four different workflows, four different format requirements, four different sets of metadata. Multiply that by the 1-2 posts per day you need to stay relevant, and you're looking at a full-time job — just on content.

We decided to eliminate that bottleneck entirely.

The Solution

We built an AI-powered content pipeline that handles the entire video production process end-to-end:

Topic Research → Script Writing → Slide Design → TTS Voiceover → Video Assembly → Multi-Platform Upload

No camera. No microphone. No editing software. No manual uploading.

The system runs autonomously, producing 6 unique videos per day — 3 long-form (8-12 minutes) and 3 short-form (60-90 second shorts) — and distributing them across 4 platforms simultaneously.

The result? 18 pieces of content per day, published on a precise schedule, with zero human intervention after the initial setup.

How It Works

The pipeline runs on two parallel tracks, each optimized for its format:

Pipeline flow diagram showing the automated video production process

The Horizontal Pipeline (16:9, Long-Form)

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1. Research

The system analyzes trending topics in the target niche, scores them for relevance and engagement potential, and selects the best candidates.

✍️

2. Script

An AI writer generates a structured 8-12 minute script with clear sections, transitions, and a strong hook.

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3. Slides

Custom HTML slide templates are populated with the script content, creating professional presentation-style visuals.

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4. Screenshots

Puppeteer renders each slide at 1920×1080 and captures pixel-perfect screenshots.

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5. Voiceover

Edge TTS generates natural-sounding narration using the Andrew Neural voice.

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6. Assembly

FFmpeg stitches together the slide images and audio into a polished video with smooth transitions.

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7. Upload

The finished video is uploaded to YouTube and Facebook via their respective APIs.

The Vertical Pipeline (9:16, Shorts)

The same process, optimized for short-form: punchy single-concept ideas, tight 60-90 second scripts, vertical slide templates (1080×1920) with larger text and bolder visuals. Distributed to YouTube Shorts, Facebook Reels, Instagram Reels, and Threads.

The Tech Stack

We kept the stack deliberately simple. No complex cloud infrastructure. No expensive video APIs. Just proven tools connected intelligently:

ToolPurpose
Edge TTSMicrosoft's neural text-to-speech. Andrew Neural voice. Free, fast, local.
PuppeteerHeadless Chrome for rendering HTML slides into pixel-perfect screenshots.
FFmpegVideo processing — image sequencing, audio sync, transitions, encoding.
YouTube Data APIProgrammatic upload with full metadata control.
Meta Graph APISingle integration for Facebook, Instagram Reels, and Threads.
Vercel BlobTemp public hosting for IG/Threads (they need a public URL).

The entire system runs on a single Mac Mini. No GPU required. No cloud compute costs.

The Intelligence Layer

Raw automation is just the beginning. What makes this system powerful is the intelligence layer that makes it smarter over time.

Topic Research & Scoring

Every potential topic goes through a scoring algorithm that considers:

  • Trend velocity — Is this topic gaining momentum right now?
  • Niche relevance — Does it align with the brand's core themes?
  • Competition gap — Is there an underserved angle we can own?
  • Engagement history — How have similar topics performed in the past?

Weekly Analysis Feedback Loop

Every week, the system runs a comprehensive analysis: what worked, what didn't, and adjustments to scoring weights, topic selection, and script templates. This feedback loop means the content quality improves automatically. Week over week, the system learns what resonates and doubles down.

💡 Key Insight

The feedback loop is what separates this from a dumb automation. The system doesn't just produce content — it learns what works and evolves.

Platform Distribution

Platform distribution summary showing uploads across YouTube, Facebook, Instagram, and Threads

Every video is formatted and uploaded specifically for each platform's requirements. No lazy cross-posting — each version is optimized for where it lives.

Daily Schedule

Daily upload schedule showing 6 videos distributed throughout the day
TimeContent
2:30 AMYouTube Long-Form #1
3:30 AMShorts #1 (YouTube + FB + IG + Threads)
10:30 AMYouTube Long-Form #2
11:30 AMShorts #2 (YouTube + FB + IG + Threads)
6:30 PMYouTube Long-Form #3
7:30 PMShorts #3 (YouTube + FB + IG + Threads)

Early morning uploads catch the algorithm's indexing window. Midday and evening uploads hit peak viewing hours. The schedule runs 7 days a week, 365 days a year.

Results & What's Next

Early Results

6

Videos/Day

18

Uploads/Day

$0

Production Cost

100%

Consistency

What We're Building Next

  • LinkedIn Video — Adding LinkedIn's native video upload to the distribution chain
  • TikTok — Expanding the vertical pipeline to include TikTok's API
  • A/B Testing Thumbnails — Generating multiple variants and letting performance data pick the winner
  • Dynamic Voice Selection — Testing different TTS voices for different content categories
  • Live Performance Dashboard — Real-time analytics across all platforms in a single view

Want This For Your Brand?

This isn't a theoretical framework or a "someday" project. This is a production system running right now, producing real content, building real audiences.

If you're an executive or founder who knows content matters but doesn't have 4 hours a day to create it, this is what we build.

Ready to automate your content?

We design and deploy custom pipelines tailored to your voice, your niche, and your goals.

Book a Consultation →

Built by Vince Lauro — helping executives leverage AI to build authority at scale.