Case studies

Automating Content Operations with AI + n8n

hidol APP's content was fragmented and invisible to search engines. I proactively researched and prototyped an AI-driven automated content pipeline.

Role Self-initiated / Solo implementation
Duration 2 weeks to prototype
Team Solo + Product validation
Stack n8n, AppScript, BigQuery, AI API

Background

hidol APP is a fan-tracking application. One year after launch, it pivoted to let users freely post “moments” documenting their fan activities. However, due to the product structure, user content was highly fragmented — difficult to generate engagement or be indexed by search engines.

The product team was already fully committed to new feature development, so I proactively volunteered to lead the research and prototype proposal.

Challenges

  • User-generated content was highly fragmented; individual posts couldn’t stand alone as valuable content
  • The product team had no spare resources for SEO or content strategy
  • Needed to continuously produce quality content without adding headcount

Actions

After aligning with my manager on requirements, I planned two approaches: automated news reposting for continuous content flow, and aggregating popular in-app hashtag content into SEO articles.

Automated workflow + AI-assisted human-machine collaboration concept

For implementation, I used n8n + AppScript to pull data from external news sites, ran it through AI for rewriting, then posted back to the APP via API. Simultaneously, I queried BigQuery for all moments under trending hashtags — including images, content, and geo-coordinates — feeding them to AI for content synthesis and rewriting.

n8n automation pipeline — news scraping, AI rewriting, API posting

Results

Completed auto-posting from designated news sources to the APP within the first week. The scheduled pipeline ran for 2 weeks validating technical feasibility.

Live test: news rewriting — from external news sites to fresh content in the APP

Manually extracted trending hashtag articles from the APP, rewrote them into high-quality SEO articles. Created “fan pilgrimage map” content using geo-coordinates, and submitted to the product team for further review.

Extended application: moment co-creation — fan maps and co-created posters

  • Validated that operations staff can independently build AI automation prototypes
  • From concept to demonstrable prototype in just 2 weeks