An original policy brief translating discussion into a bounded, accountable decision. It does not assume identical laws or already achieved outcomes.
Executive summary
Set local priorities before negotiation; a brand is not a substitute for evidence.
Problem and decision options
A general principle is not enough. Compare the current method, an improved existing process and a bounded technical trial. Each has resource, risk and accountability implications; not using AI may be the best decision.
Recommendation 1
Set local priorities before negotiation; a brand is not a substitute for evidence.
Proposed action: name an owner, define a document or example proving delivery, and set a review point before expansion. The authorised body in your context must approve the decision; writing a plan is not proof of completion.
Recommendation 2
Agree knowledge transfer, data portability and a testable exit plan.
Proposed action: name an owner, define a document or example proving delivery, and set a review point before expansion. The authorised body in your context must approve the decision; writing a plan is not proof of completion.
Recommendation 3
Document both parties’ obligations and review them periodically.
Proposed action: name an owner, define a document or example proving delivery, and set a review point before expansion. The authorised body in your context must approve the decision; writing a plan is not proof of completion.
Usable implementation template
| Action | Owner | Evidence | Review |
|---|---|---|---|
| Set local priorities before negotiation; a brand is not a substitute for evidence. | Assign locally | Checkable example or document | Before expansion |
| Agree knowledge transfer, data portability and a testable exit plan. | Assign locally | Checkable example or document | Before expansion |
| Document both parties’ obligations and review them periodically. | Assign locally | Checkable example or document | Before expansion |
Example and measurement
In a hypothetical organisation, a small team reviews ten non-personal cases, counting processing and correction time and serious errors. Delivery means an evidence log, owner and correction route. Improved outcomes require an appropriate comparison, not attendance counts or purchase alone.
Risks and limits
Laws, resources and circumstances vary. Consult local sources and qualified specialists before decisions affecting rights or public funds. If authority or essential evidence is missing, do not invent an estimate: choose verification or a narrower trial.
Further reading: Policy Navigator — OECD.AI · Living repository · Checked: 8 October 2026
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Institutional DJAIRI material prepared with AI assistance. Learning examples are hypothetical; analysis and recommendations are Mustanef’s. Citing a source does not imply partnership or endorsement.