Who owns the work?
Read ownership as an argument you can test. A named owner needs actual authority; a well-orchestrated workflow can still optimise the wrong objective. The following sequence places the practical handover beside that objection.
Thesis
AI strategy without operational ownership is theatreSlide decks do not run inference, govern data, or absorb incident load.
Extension into handover
Who owns the AI system after the pilot?An ownership map for decision rights, monitoring, escalation and exit once real work depends on the system.
Operating model
AI-First Is an Operating ModelSeats, handoffs, and how to read the agent bill
Counterargument about objectives
The optimisation trapThe biggest lesson from autonomous AI isn't that it becomes conscious. It's that sufficiently capable systems optimise objectives—not intentions. Why Goodhart's Law is becoming one of the defining engineering challenges of the AI era.
Practical application
Stop Building an AI Org Chart. Build a Workflow.The practical Grok Bot playbook: five role prompts, a first assignment, a handoff contract, and twelve mistakes to avoid.
Published explanations
These directed connections retain the editions used in their explanation. Current articles can change; follow the cited edition for the earlier argument.
Who owns the AI system after the pilot? · extends · AI strategy without operational ownership is theatre
The pilot essay extends the strategy argument into the handover: named ownership must survive the departure of the demonstration team, with operating authority and incident duties assigned.
The optimisation trap · challenges · AI-First Is an Operating Model
The optimisation argument challenges an AI-first workflow to define who sets its objectives and checks its incentives. Smooth orchestration can scale the wrong goal as efficiently as the right one.
Stop Building an AI Org Chart. Build a Workflow. · applies · AI-First Is an Operating Model
The workflow playbook applies the operating-model argument through a concrete brief, evidence artefact, handoff and review. Its warning that prompts do not create access controls qualifies the seating plan: assigned remits still require actual permissions and approval boundaries.
Decision to take away
For one workflow, record its owner, deputy, stop authority, acceptance check and unresolved objective. Keep the competing argument in your packet rather than selecting only passages that agree with you.
Selected context packet / decision dossier
Choose up to five volumes. The packet contains selected extracts, edition identities, recorded sources and objections; follow links for complete articles. Preview exactly what you take away.
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