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The Three Waves of AI: What Really Matters
Where is AI going and how do we meet it there? Here is a break down of the 3 Waves of AI.

Most AI advice sounds smart. Until you try to apply it.
I've spent years behind the curtain, helping businesses deploy AI across teams, and here is a nugget of wisdom for you:
The tech doesn’t fail. The thinking does.
Here’s the real story: AI is reshaping business in three waves. Understand these, and you’ll stop chasing shiny tools and start leading real change.
Wave 1 - Do the Same Work, Just Faster
This is where most teams begin, and so they should.
You bolt AI onto existing processes. Emails get drafted. Reports auto-generated. Data cleaned in minutes instead of hours.
It’s speed. It’s scale. It’s a productivity bump, not a strategy shift.
And that’s fine, at first. Like switching from a bicycle to a motorbike. Same road, faster ride.
But here’s the trap: speed can hide inefficiency. If the process is broken, automating it just gets you to the wrong result quicker.
Wave 2 - Do Better Work
Once you’ve freed up time, you start asking better questions:
How can we improve the output? What does "great" look like now that we have more headroom?
This is where AI becomes a co-pilot. Helping sharpen your message, tune your insights, enhance your creative.
You’re not just faster. You’re sharper.
Like upgrading from microwave meals to a private chef. Same kitchen, radically better output.
The businesses who stop here may very-well still win. But the bold ones go further.
Wave 3 - Change the Game Entirely
This is where the real upside lives.
Not just working better. Not just working faster. Working differently.
It’s where AI doesn’t support your strategy, it transforms it.
We’re talking:
New business models
Live-feedback product loops
Dynamic pricing, decisioning, service
Entire org charts reimagined
It’s not just changing the tools. It’s changing what the tools make possible.
You don’t ship faster. You ship smarter. You don’t automate decisions. You rethink how decisions get made.
It’s not an upgrade. It’s replacing the car with a new GPS.
TL;DR
Wave One gets the hype. Wave Two gets the credit. Wave Three gets the results.
But only if you’re brave enough to chase it.
So ask yourself:
Where are we just speeding up the mess? Where are we improving quality, not just output? Where are we stuck in old models?
AI won’t save your business. But it will show you where it’s weak.
And if you’re ready to lead, not follow, the three waves give you the map.
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