Start by assigning accountable work; decide between employees, retained advisers and a fixed-scope specialist only after the workload is visible. The following is a proposed operating design, not a claim that every publisher needs new headcount.
| Workstream | Named internal owner | Evidence to request from a candidate or adviser | First practical deliverable |
|---|---|---|---|
| Commercial qualification | Licensing or partnerships lead | An anonymised example separating a lead from a signed requirement | One archive-specific buyer qualification brief |
| Permissions | Legal lead with archive knowledge | Experience mapping source agreements to distinct uses | Cohort-level rights matrix and escalation list |
| Data delivery | Data-product or engineering lead | A sample manifest, provenance approach and rejection log | Restricted, representative evaluation package |
| Finance and reporting | Controller or licensing operations | Ability to reconcile gross proceeds, deductions and receipts | Contract-to-remittance reconciliation template |
| Programme coordination | Sponsor with decision authority | Clear prioritisation and stopping decisions | Evidence-based recommendation with unresolved conditions |
For a first opportunity, these responsibilities may sit with existing colleagues. Commission a bounded piece of work when the gap is specific: for example, a rights review of one contributor cohort or a sample-quality assessment. Do not infer that hiring a high-cost general AI leader will produce buyer demand.