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AI Readiness Checklist: The "Context Engine" Test

  • Writer: Mark Kendall
    Mark Kendall
  • Dec 23, 2025
  • 1 min read

AI Readiness Checklist: The "Context Engine" Test


If your leadership team answers "No" to these, their AI strategy is currently a liability, not an asset.

1. The Context Test

* Can the AI explain why a specific decision was made?

* Does the AI have access to the tradeoffs considered during a project's inception?

* Is the AI fed by a "Team Brain" (living system) or just static, outdated documentation?

2. The Risk & Exposure Test

* If the AI makes a mistake, can you trace the "Intent" to defend the organization's logic?

* Is the AI currently magnifying existing fragments of knowledge and "noise"?

* Are you relying on AI to "remember" things your team has already forgotten?

3. The Resilience Test

* If key experts leave, can the AI still operate with the full "Understanding" they held?

* Does the AI help reduce MTTR (Mean Time to Recovery) without requiring "heroics"?

* Is the AI helping the organization grow "smarter" rather than just more complex?

> The Hard Truth for Leadership: > "AI without context amplifies mistakes." If the organization is currently running on "heroics" and "tribal knowledge," an AI tool will only serve to document your "Invisible Debt" in real-time. To move from Fragility to Compounding Strength, you must build the "Team Brain" first.





 
 
 

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