The Important Difference Between Agentic AI And AI Agents
1 April 2025
If you’ve been reading about business technology recently, then “AI agents” and “agentic AI” are terms you’ve probably come across with increasing frequency.
They’re often used interchangeably, and I’ve noticed this can cause a little confusion as they refer to subtly different concepts.
As it’s something I’ve been asked about, I thought I’d put together a little explainer.
Remember, AI is a quickly evolving subject, and the terminology around it is evolving, too.
So here’s an overview of AI agents and agentic AI, and most importantly, a guide to telling the difference.

So What Are They And How Are They Different?
Ok, both concepts are used to refer to AI that can work through multi-step problems independently, with little guidance from humans.
AI agents are specific applications created to do just this and are already widely in use today, even if we don’t often see them.
They’re used by banks and in e-commerce to verify our identities, automate transactions and record keeping, and learn about us in order to improve their service.
Agentic AI, on the other hand, refers to the field of AI that enables machines to operate as agents. Agentic AI is concerned with researching and developing AI models capable of the type of independent, autonomous work that agents can do.
Thinks of AI agents as specific medicines prescribed for particular conditions, while agentic AI is the entire field of pharmaceutical science that develops all medications.
Another way of looking at it is in the context of artificial general intelligence (AGI) – the future goal of one day creating AIs that are generalists rather than specialists, capable of any task we ask them to help out with.
Today’s AI agents are not AGI – and they probably won’t be for a few years yet. Yes, they can carry out complex tasks, but still only specific tasks they were created for. They can’t really apply their learning to doing other things in the same way humans can.
Agentic AI, however, is a field of AI research and development some believe will eventually lead to AGI. It includes building AIs that are capable of interacting with external systems – both digitally by interfacing with them and physically with robotics.
So, to put it in a very straightforward way – the term “AI agents” refers to a specific application of agentic AI, and “agentic” refers to the AI models, algorithms and methods that make them work.
Why Is This Important?
AI agents and agentic AI are two closely related concepts that everyone needs to understand if they’re planning on using technology to make a difference in the coming years.
As research and development into agentic AI continues, we will see increasingly sophisticated agents capable of automating many different tasks.
Truly useful and personalized digital assistants, capable of learning about what we need in detail and taking steps to help us achieve it, will just be the start.
Integrated with robotics, agents will also open the door to the automation of physical tasks, such as complex construction or engineering work.
With the massive and rapid advancements we’re seeing in AI, I think it’s likely these changes will take place at a speed that will take many of us by surprise.
Staying ahead of the curve now and understanding the latest developments in AI, robotics and automation is essential for anyone who wants to prosper in the new technological era.
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Bernard Marr is a world-renowned futurist, influencer and thought leader in the fields of business and technology, with a passion for using technology for the good of humanity.
He is a best-selling author of over 20 books, writes a regular column for Forbes and advises and coaches many of the world’s best-known organisations.
He has a combined following of 4 million people across his social media channels and newsletters and was ranked by LinkedIn as one of the top 5 business influencers in the world.
Bernard’s latest book is ‘Generative AI in Practice’.
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