Reimagining Your AI Implementation Roadmap @CharleneLi
Reimagining Your AI Implementation Roadmap  @CharleneLi
Uploaded November 2025 | Updated September 2026, 5 minutes ago
Your IT department just proposed a two-year AI implementation roadmap.

But by the time it's done, the technology will be obsolete.

Here's the problem: Most organizations are building AI systems like medieval cathedrals—massive, permanent structures that take years to complete. But the companies winning with AI? They're using LEGOs instead.

The difference is everything.

In my next livestream on Tuesday, November 4 at 9 AM PT / 12 PM ET, I'm breaking down how to assemble an AI toolset that doesn't lock you into what will soon become obsolete:

✅ The four layers every AI system needs
✅ Why you probably *don’t* need a custom AI model
✅ How to work with "messy" data now instead of waiting for perfection
✅ The modular approach that lets you swap pieces as technology evolves

Technology choices aren't IT decisions. They're leadership decisions.

Join me live on LinkedIn on November 4th. Drop a comment if you're coming, and tell me: What's your biggest challenge with AI technology right now?

#AI #leadership #AIstrategy #LeadingDisruption
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Charlene Li |

Reimagining Your AI Implementation Roadmap

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