Are AI Agents About to Replace Traditional Automation?

Jim Leone

11/26/20251 min read

Are we watching the quiet disruption of an entire industry? Bye Bye RPA...

The more I experiment with modern AI agents, the more obvious it becomes, Agentic AI is starting to outperform traditional automation platforms, not incrementally, but fundamentally.

Legacy automation tools were built for a world where workflows needed--> scripted steps, static connectors, brittle UI selectors, flowchart logic, large implementation teams, and constant maintenance whenever an application changed.

But today’s AI agents can--> Understand natural-language instructions, Read and navigate interfaces like a human, Auto-generate integrations without pre-built connectors, Adapt dynamically when screens or APIs change, Troubleshoot themselves, and Work together toward goals, not just tasks

This isn’t an enhancement. It’s a paradigm shift...

Traditional automation requires step-by-step instructions. AI agents need only a goal.

Tell an agent... “Pull today’s orders, enrich them with billing data, update the system, and notify the team.” And it figures out the how across apps, APIs, and UI surfaces.

After decades in IT, networking, NOC/SOC operations, and enterprise integration, it’s clear where this is heading...

AI won’t just augment automation, it will replace entire categories of it.

This shift puts pressure on every automation platform built before AI agents emerged...

  • Pre-built connectors become less valuable

  • Flow designers become optional

  • Manual mapping gives way to self-learning

  • Professional-services heavy deployments lose relevance

  • Rigid architectures can’t match the flexibility of agents

The winners will be those who pivot quickly and embrace autonomous orchestration. The rest will slowly be overtaken by tools that can reason, adapt, and execute without needing detailed human instructions.

This isn’t five years out. It’s already underway.

AI agents are doing today what entire RPA teams did last year!

We’re entering a phase where automation becomes...

  • elastic

  • contextual

  • self-healing

  • self-integrating

  • and incredibly fast to deploy

For MSPs, telcos, and cybersecurity teams, this shift will redefine how we build workflows, integrate systems, and deliver value.

The question isn’t “Will AI disrupt automation?” It’s “Who will adapt fast enough to survive the disruption?”