Creator economy / MediaAI Agents & AutomationData & Intelligence
YouTube Channel Automation Pipeline
Fixed-fee Sprint + Monthly Retainer
3×
Output growth · 62% lower cost per video
The challenge
A 240K-subscriber personal-finance YouTube channel was spending 3 days of human time per polished long-form video. They wanted to triple output without tripling the team — and stop their best educator from doing thumbnails at 11pm.
The approach
- Modular content production pipeline orchestrated in n8n
- AI handles the parts humans hate (research, drafting, thumbnails, repurposing)
- Humans handle the parts that matter (creative direction, on-camera, final approval)
- Three human approval checkpoints: script, thumbnails, final cut
The build
- Idea agent pulls trending topics from Reddit, Twitter, Google Trends, competitor channels
- Scriptwriting agent fine-tuned on the channel's last 80 transcripts
- ElevenLabs voice clone for placeholder narration during editing
- B-roll via Pexels/Pixabay + Runway generation for gaps
- Thumbnail factory: 6 variants/video scored by CTR-prediction model
- Publishing + SEO automation via YouTube Data API
- Repurposing: 4–6 short-form clips/video with burned-in subtitles
The results
- Output: 4 → 12 videos/month (3x)
- Cost per video down 62% ($2,400 → $910)
- Channel growth accelerated 2.4×
- Host time per video: 8 hrs → 1.5 hrs
- Short-form: 0 → 60 clips/month
"We were skeptical that AI could do this without sounding like AI. The trick wasn't the AI — it was Alian's pipeline design. The voice still sounds like me."
Tech stack
- n8n (self-hosted)
- Anthropic Claude Sonnet
- OpenAI GPT
- ElevenLabs
- Runway
- Canva API
- YouTube Data API
- Modal
Want a build like this?
20 min. No deck. We'll tell you whether this pattern fits your situation, and what an honest scope looks like.