Autonomous AI Editing: Full Cycle SMM Automation (n8n + AI)
A unified integrated ecosystem has been developed for the full cycle of content production: from autonomous market research to automatic publication on social media. The project is implemented as a complex multi-threaded scenario in n8n, ensuring stable operation without the need for third-party interfaces.
Deep Research through Firecrawl: The system automatically scans up to 8 target web resources on the chosen topic. This allows for obtaining relevant facts and trends that become the basis for generating relevant publications.
Strategic generation (Gemini Flash): Contextual continuity logic is used — each new post takes into account the content of the previous one, forming a cohesive story for the audience. Individual prompts have been developed for each day of the week, adapting the style and presentation of the content.
Multimedia support (Vertex AI): Visual content for each publication is automatically created using Vertex AI, allowing for the generation of unique images that accurately match the context of the article.
Scalability and stability with Baserow: A transition from Airtable to Baserow as the main database has been made. This solution was critically necessary, as during intensive work of AI agents in conjunction with external services, Airtable completely exhausted monthly limits on API calls, leading to system shutdown. The use of Baserow has ensured uninterrupted processing of large data arrays.
Publication channels: LinkedIn, Facebook, Telegram.
Result: A full-fledged "AI editorial" has been created, which independently finds information, develops a weekly content strategy, and distributes it across multiple platforms simultaneously. The system is fully autonomous and resilient to loads, allowing for the scaling of content marketing without increasing staff or budget for API limits.
Deep Research through Firecrawl: The system automatically scans up to 8 target web resources on the chosen topic. This allows for obtaining relevant facts and trends that become the basis for generating relevant publications.
Strategic generation (Gemini Flash): Contextual continuity logic is used — each new post takes into account the content of the previous one, forming a cohesive story for the audience. Individual prompts have been developed for each day of the week, adapting the style and presentation of the content.
Multimedia support (Vertex AI): Visual content for each publication is automatically created using Vertex AI, allowing for the generation of unique images that accurately match the context of the article.
Scalability and stability with Baserow: A transition from Airtable to Baserow as the main database has been made. This solution was critically necessary, as during intensive work of AI agents in conjunction with external services, Airtable completely exhausted monthly limits on API calls, leading to system shutdown. The use of Baserow has ensured uninterrupted processing of large data arrays.
Publication channels: LinkedIn, Facebook, Telegram.
Result: A full-fledged "AI editorial" has been created, which independently finds information, develops a weekly content strategy, and distributes it across multiple platforms simultaneously. The system is fully autonomous and resilient to loads, allowing for the scaling of content marketing without increasing staff or budget for API limits.
Lvov 
Available for hire
Offer work