Simply integrating AI into existing marketing systems won't yield significant gains, much like when factories first failed to benefit from the electric motor. The real upside comes from redesigning your entire workflow around AI's capabilities, not just plugging it into old processes.

Notion's CEO compares current AI adoption to swapping a water wheel for a steam engine but keeping the factory layout the same. The real gains will come from fundamentally rethinking workflows, meetings, and hierarchies to leverage AI that works 24/7, rather than just layering it onto existing processes.

Unlike past tech evolutions (e.g., desktop to cloud), AI is a fundamental paradigm shift. It requires changes in mindset, culture, and processes, particularly around data collection. Companies must treat it as a deep behavioral transformation, not merely adopting a new tool like Google Sheets.

Instead of adding AI tools to existing workflows, Qualcomm is radically redesigning its marketing department. The new model places a foundational AI systems architecture at the core, with processes and people organized around it. This holistic approach aims for true transformation rather than incremental efficiency gains.

The greatest value of AI isn't just automating tasks within your current process. Leaders should use AI to fundamentally question the workflow itself, asking it to suggest entirely new, more efficient, and innovative ways to achieve business goals.

Adding AI tools to current processes yields only incremental efficiency. To achieve significant business impact, leaders must rebuild their entire go-to-market system—roles, workflows, and data flow—with AI at the core, not as an add-on.

The most successful marketing teams don't just "bolt on" AI tools. They fundamentally re-examine and redesign their core processes and team structures to leverage AI for optimization. The critical skill is strategic orchestration of work, not just proficiency with a specific AI application.

The true power of AI is unlocked by adopting an "AI First" approach. This means completely redesigning workflows with AI at the core, rather than simply using AI to accelerate existing processes. This shifts employees' roles from performing tasks to managing the AI agents that do the work.

Zapier's marketing transformation began when they saw non-developers using agentic builder tools like Cursor to create their own apps and workflows. This heralded the arrival of a new type of marketer—an "AI builder"—who can create systems, not just use chat interfaces, prompting an urgent upskilling initiative.