Built 7 AI Agents in a weekend - it didn't work by Monday

CFO: “Between two jobs, I played with Claude and built 7 AI agents in one week.”
Same CFO: “Then I tried implementing them… and it didn’t fit reality.”

This came from a CFO I respect a lot, someone following closely the trends, tech-savvy, and very grounded.

And honestly?
It’s exactly what I keep hearing in different forms across almost every meeting.

Another one from today: “You can do that because there are APIs…”
Me: “Yes… but we can also connect to systems with no APIs through the user interface itself.”
🟰 That’s the real life of finance teams.

Because the online AI buzz creates a strange feeling:
Many CFOs think they are missing something.

I get it.

Even on my side, I sometimes see the weekly announcements and think:
“Wait… did everything just change again?”
Then we test. We drill down with the team. And most of the time…
Nothing fundamentally new under the sun.

YES! You can build impressive demos:
▶️ In a classroom.
▶️ In a sandbox.
▶️ On a clean dataset.

But when you enter the reality of a business:
▶️ legacy systems
▶️ external input
▶️ exceptions
▶️ human habits
▶️ missing data
▶️ operational pressure
…things become a lot more complex.

That’s why successful AI and automation projects usually look less like magic and more like this:
▶️ Tailored
▶️ Context-driven
▶️ Ground work
▶️ Iteration
▶️ Real operational understanding
▶️ And very little buzz

The challenge is rarely the demo.
The challenge is making it work Monday morning at 8:12 AM with real operations.

Have a great weekend everyone.
Alexis

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Originally posted on LinkedIn:

https://www.linkedin.com/posts/alexischevallot_cfo-between-two-jobs-i-played-with-claude-activity-7466136828367003648-qWGn