How we built an AI LinkedIn writing agent with n8n and Monday
From manual writing to a specialized AI agent: complete system with analysis of 1,000 top-performing posts and automated validation.
15 min
Saved per post
1,000
Posts analyzed
2 agents
Writer + Validator
Mindura, a content creation and AI automation agency, wanted to expand its offering with an AI LinkedIn writing agent. By analyzing 1,000 top-performing posts to extract winning styles and templates, we built a two-agent system: one that writes by integrating the agency's context, another that reviews and suggests improvements. The whole pipeline orchestrated by n8n and centralized in Monday for seamless editorial planning.
Creating quality LinkedIn content
fast and at scale.
Mindura is a content creation agency specialized in Meta Ads. To expand its offering and increase its own visibility, the agency wanted to integrate an AI agent capable of writing high-performing LinkedIn posts.
Creating quality LinkedIn content is time-consuming: finding inspiration, structuring the message, adapting to the brand's tone, optimizing for engagement. Mindura wanted to automate this process while maintaining a professional level of quality.
Learning from the best
LinkedIn posts.
Our approach was to build an AI agent that learns from the best-performing posts. Using Apify, we collected and analyzed 1,000 high-engagement LinkedIn posts to extract winning patterns: structures, hooks, optimal lengths, formats that work.
These insights feed a two-AI-agent system orchestrated by n8n: a writing agent that generates content integrating Mindura's context, and a reviewing agent that analyzes, scores, and suggests improvements based on LinkedIn best practices.
A system of complementary
agents.
Analysis of 1,000 top-performing posts
Using Apify, we retrieved and analyzed data from 1,000 high-engagement LinkedIn posts. This analysis defined winning styles and templates that serve as a reference for the writing agent.
AI writing agent
The first agent uses data from top-performing posts combined with Mindura's context to write LinkedIn posts on a given input. It applies the structures and hooks identified as most effective.
AI reviewing agent
A second specialized agent analyzes each generated post, scores it, and suggests improvements based on LinkedIn best practices. This double validation ensures a consistently high level of quality.
Centralized editorial planning
All posts, ideas, and recommendations are stored in Monday. The user can easily read the generated content, make edits, and follow their editorial calendar in a familiar interface.
The tools
of the project.
n8n
Monday
Apify
Increased
visibility.
15 min
Saved per post
Automated writing and optimization
1,000
Posts analyzed
Reference database
1 week
Full deployment
System up and running quickly
Beyond the significant time savings, this AI agent system allowed Mindura to considerably increase its visibility on LinkedIn. The consistent quality of the generated posts, validated by the reviewing agent, ensures optimal engagement while freeing up time to focus on core business.
Automate your
content creation.
A free audit to identify your automation opportunities with AI agents.