Three years ago, I came across what I now call “real AI.”
Looking back, I was late to the party.
Before that, probably most so-called AI tools were just logic-based search engines – and their responses appeared templated text dug out from a database. But things changed—and fast. This is my – “while you were sleeping” effect. The world took a giant leap, and many didn’t notice.
My shift started with ChatGPT. By mid-2024, I was using it to interpret medical records and draft treatment options for some family members. The output? As good as specialist doctors. Often clearer. With rationale, options, and action plans. That’s when it hit me—this isn’t just better search. This is a different species of tool.
And Then It Hit the Workplace
Since then, I’ve used AI for:
Drafting and editing documents, generating images for work – for fun, debugging code, making sense of old databases, my earlier writings, consulting reports, some tools that I had developed for assessment and psychometrics.
The quality is better than what I’d expect from any intern or junior hire. Plus it switches tracks – from a content creator to a consultant – only a prompt is what you need.
Zero turnaround time. No training. No follow-ups. No hiring pain.
The Big Question: What Happens to First-Line Jobs?
This used to be the training ground—where people learned by doing.
Basic research, reporting, formatting decks, structuring data—AI does it all now. Cleanly. Efficiently. Better.
What does that mean for the fresh MBAs and grads, even engineering grads entering the workforce?
Where will they learn execution? How will they build context?
What Organizations Must Acknowledge
Entry roles are shrinking. If you’re still hiring people to “learn,” be honest—they won’t get the runway they used to. AI is now the first line. The human roles that remain must be elevated—decision-making, judgment, strategy. Headcount planning needs a reset. You don’t need 10 juniors if 1 AI assistant + 1 smart operator can get the job done. Very soon the middle management – people who are paid to sit while Juniors do the grunge work -will also be hit. But for now, let’s consider the first liners.
So, What’s the Play?
Upskill fast. Cross-train people across functions.
Focus on what AI can’t do well—yet. Judgment, storytelling, stakeholder management, decision ownership. Be transparent. Your teams already sense the shift. Don’t spin. Lead them through it. Stop waiting. The impact is not coming. It’s here. If your workforce plan doesn’t reflect this, it’s outdated.
This isn’t about AI replacing people. It’s about AI removing the layers that used to prepare people.
Think hard about how your organization will build talent in this new world.
Because while you were sleeping, AI rewrote the entry-level job description.
