
AI Marketing Adoption Is a Workflow Problem, Not a Software Problem
Marketing teams rarely fail with AI because they lack access to tools. They fail because roles, workflows and management habits remain unchanged.

Marketing teams rarely fail with AI because they lack access to tools. They fail because roles, workflows and management habits remain unchanged.

AI tools are becoming easier to access, but most businesses still struggle to use them reliably. The real obstacle is often the data layer beneath the tools.

Fine-tuning is no longer the default way to customise business AI. Learn when RAG, context engineering, agent skills, LoRA and distillation are better choices.