AI Adopters Club

AI Adopters Club

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AI Adopters Club
AI Adopters Club
Your AI Project Will Fail Next Week

Your AI Project Will Fail Next Week

Part 1: The Simple Fix That Saves Companies Millions

Kamil Banc's avatar
Kamil Banc
Aug 19, 2025
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AI Adopters Club
AI Adopters Club
Your AI Project Will Fail Next Week
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Hey Adopter,

This is the first of three newsletters that will change how you think about AI implementation in your business. I'm breaking down the frameworks that separate the 11% of companies unlocking real AI value from the 89% burning cash on science experiments.

  • Today: The GATE System

  • Next week: The APEX Play

  • Final week: The 30-Day Proof

Subscribe now. Each issue builds on the last, and skipping one breaks the chain. AI is deciding winners and losers—paid subscribers get the playbook to stay ahead while others get automated.


Ford's Million Dollar AI Lesson

Ford's commercial vehicle division invested millions in AI to predict vehicle failures 10 days in advance. The technology worked, predicting 22% of certain failures. The algorithms were solid. The predictions were accurate. The board was impressed.

Then reality hit.

Legacy system integration failed. Dealer adoption was inconsistent. Data formats were incompatible. Two years and several million dollars later, the AI initiative remained in "pilot purgatory," the common fate for 70-90% of enterprise AI efforts.

Sound familiar? This isn't a Ford problem. It's an industry pattern.

78% of AI failures happen because companies skip foundational readiness. They jump straight to the sexy stuff without checking if they have electricity. You're building skyscrapers on quicksand.


The Foundation Delusion

Here's what happens in most boardrooms. Someone reads about AI. They call a meeting. PowerPoint slides get made. Budgets get approved. Projects get launched.

Nobody asks the boring questions:

  • Where's our data?

  • Who owns our processes?

  • Can anyone here actually implement this?

The Success Metrics Problem

"Nearly 30% of CIOs admitted they didn't know what success metrics their AI POCs were supposed to achieve. This 'experiment in the dark' approach leads to pilots with no agreed definition of success." The result is predictable.

70% of small and medium enterprises haven't undergone basic digital transformation. They're trying to run AI on infrastructure from 2003. It's like installing Tesla software on a horse-drawn carriage.

The result? 88% of AI pilots never reach production. Most die during week two when reality hits the demo.

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The GATE System

After watching hundreds of AI projects crash, patterns emerge. The survivors don't have better technology. They have better structure.

The GATE System forces you to build correctly:

G = Groundwork (Foundation that won't crumble)
A = Automation (Start with boring, repetitive tasks)
T = Transformation (Enhance what already works)
E = Evolution (New business models and revenue)

You cannot skip gates. Each one unlocks the next. Skip groundwork and your automation fails. Skip automation and your transformation becomes expensive theater.

Most companies try to hop straight to transformation. That's why they join the 88% failure club.

Today we're fixing Gate 1. Gates 2, 3, and 4 come in the next two newsletters. Master Gate 1 first, or the rest is meaningless.

Gate 1: Groundwork Reality Check

Before you touch any AI tool, pass this test. Be honest. Your money depends on it.

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