The challenge
A SaaS company's marketing team of 3 was publishing one blog post per week and manually reformatting it for LinkedIn, Twitter, email newsletters, YouTube scripts, and Instagram carousels. Each piece took 2-3 hours to repurpose. They were spending more time on reformatting than on strategy. Their competitors were outpacing them 5-to-1 on content volume.
What we built
We built an automated content repurposing engine that transforms one piece of content into 12 platform-optimized assets.
- 01
Content Ingestion via N8N
When a blog post is published in their CMS (Webflow), an N8N webhook captures the content, metadata, and images. The workflow splits the content into logical sections for different platforms.
- 02
AI Repurposing with LangChain + GPT-4
A LangChain pipeline processes each content section with platform-specific prompts — turning key points into Twitter threads, LinkedIn posts, email copy, YouTube scripts, carousel text, and newsletter snippets. Each output matches the brand's voice guide stored in the system.
- 03
Asset Assembly with Python
Python scripts generate carousel images using templates, format email HTML, and compile YouTube script documents. Everything is organized in a Notion content calendar with status tracking.
- 04
Scheduled Distribution via Zapier
Zapier workflows schedule each asset to the right platform at optimal posting times — Buffer for social, ConvertKit for email, and a Slack review channel where the team can approve or edit before anything goes live.
Built with
Delivered in 2 weeks
N8N
Content ingestion & orchestration
LangChain
AI content repurposing pipeline
GPT-4
Multi-format content generation
Python
Asset generation & formatting
Zapier
Distribution scheduling
Notion
Content calendar & tracking
ConvertKit
Email distribution
The outcome
Content output increased 12x with zero additional headcount. Social engagement doubled within 6 weeks. The marketing team shifted from production to strategy, and organic traffic grew 40% in the first quarter.
- Content Output
- 12x
- Social Engagement
- 2x
- Saved Per Week
- 15hrs
- To 2x Engagement
- 6 weeks
Want something like this?
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