For most of 2023 and 2024, conversations about AI in business revolved around a single use case: the chatbot. Ask it a question, get an answer. The interaction was transactional and linear.
That era is effectively over.
What is emerging now is something categorically different — agentic AI. These are systems that do not just respond to a single prompt but plan, reason across multiple steps, use tools, call external APIs, and complete complex workflows with minimal human intervention.
Think of the difference between asking someone a question versus handing them a project. The first requires a response. The second requires judgment, initiative, and follow-through. Agentic AI is starting to operate in that second mode.
What makes this shift significant for business is the scope of what becomes automatable. It is no longer just content generation or search assistance. It is research pipelines, data analysis, customer service escalation flows, internal reporting, and even procurement processes.
From my experience in digital marketing and operations, the areas where agentic AI will have the fastest impact are campaign planning, analytics summarisation, and cross-functional coordination tasks — the type of work that currently requires significant human bandwidth without necessarily requiring human judgment at every step.
The risks, of course, are real. Autonomous systems operating inside business workflows create new failure modes. Hallucinations are manageable in a chatbot; they are far more consequential in an autonomous agent executing a business process. Guardrails, oversight mechanisms, and well-designed human-in-the-loop checkpoints are not optional extras — they are foundational requirements.
My personal view: the organisations that will lead in the next cycle are not those that adopt AI the fastest, but those that build the right operating models around it. Technology adoption without process redesign rarely produces lasting competitive advantage.
This is an area I will keep writing about as things evolve.
Disclaimer: This is a personal opinion piece based on publicly available information and my own observations. It does not constitute professional or investment advice.