Case Study: Automating the Monitor → Analyze → Create → Publish → Amplify → Measure → Optimize Loop Across Heterogeneous AI Platforms

https://www.demilked.com/author/nuallakvls/

1. Background and context You operate marketing and content systems where multiple AI platforms are in use—open-source LLMs fine-tuned by partners, vendor models (e.g