Operating Principle

2–4 min read

AI Adoption Fails From Unclear Ownership, Not Model Limits

AI Adoption Fails From Unclear Ownership, Not Model Limits

AI Adoption Fails From Unclear Ownership, Not Model Limits

Most stalled AI projects lack clear ownership rather than capability.

Most stalled AI projects lack clear ownership rather than capability.

Most stalled AI projects lack clear ownership rather than capability.

Adoption depends on accountable upkeep and workflow ownership.

Adoption depends on accountable upkeep and workflow ownership.

Adoption depends on accountable upkeep and workflow ownership.

Adoption depends on accountable upkeep and workflow ownership.

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Operating Question

What task, workflow, or oversight condition determines whether AI is useful here?

What task, workflow, or oversight condition determines whether AI is useful here?

What task, workflow, or oversight condition determines whether AI is useful here?

Why It Matters

Adoption depends on accountable upkeep and workflow ownership.

Supporting Evidence

Technology-adoption research on ownership.

Research Notes

Re-test assumptions as models, stakes, workflows, and oversight arrangements change.

Practical Actions

Assign ownership; check ownership before replacing tools; revisit after role changes.

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