Semantic Summary Idea: Video library management makes recordings useful by giving each one a clear purpose, searchable description, approved version, and owner. Challenge: Demos, webinars, and training videos often sit in scattered folders with unclear names. People cannot tell which recording answers their question, whether it is current, or whether they can share it. Summary: […]
Agentic AI in Content Marketing: Orchestrating Multiple AI Assistants · Contadu.
Semantic Summary The Idea: The era of “prompt engineering” a single LLM like ChatGPT to write a blog post from start to finish is over. To achieve scale without sacrificing quality, B2B content teams must transition from single-prompt generation to Agentic AI workflows. The Challenge: When a single AI model is asked to research, outline, […]
Content Operations (ContentOps): How to Build a Content Management System in the AI Era.
Everyone uses automation and AI today. But most do it chaotically. One team member generates text in ChatGPT, another uses a different tool for research, and a third tries to hold it all together in a crumbling spreadsheet. The result? A drop in quality, a loss of control, and growing frustration. If this scenario sounds […]


