It depends on the part of the job, but the split that works is clear. Operations should own the programme, because operations owns the agents and the outcomes. Learning and development should run it: scheduling, tracking and quality. Risk should set the standard reviewers must meet. And certified practitioners from the teams themselves should do most of the teaching.
Why not give the whole thing to learning and development?
Because the hardest part of agent training is judgement on real cases, and that knowledge lives in operations. A learning team can build an excellent course on what a held action is. It cannot tell a claims handler which of this morning's held settlements was the risky one. When learning and development owns the content as well as the logistics, training drifts towards generic material that passes an audit and changes nothing.
Equally, operations alone tends to skip the structure. Training happens when there is time, records are thin, and nobody notices when certificates expire.
Who owns what?
| Function | Owns | Does not own |
|---|---|---|
| Operations | The programme's purpose, who is trained first, practice cases from live work | The pass standard |
| Learning and development | Scheduling, enrolment, tracking, expiry reminders, quality of materials | Which decisions reviewers must get right |
| Risk and compliance | The standard: red lines, what a pass looks like, how often to renew | Day-to-day teaching |
| Certified practitioners | Teaching, coaching on the review queue, running practice sessions | Signing off their own trainees |
| An independent assessor | Final sign-off against the standard | Teaching the people they assess |
The last two rows matter most. The person who taught a reviewer should not be the person who certifies them, for the same reason the person who built an agent should not approve its held actions.
Who should do the teaching?
Team leads and senior reviewers who are themselves certified and who work with the agent every day. They know the cases, the sources and the bounds. They can sit beside a new reviewer at the queue and explain why a hold matters. That is where most of the learning happens; see why the review queue is a classroom, if you run it like one.
Whoever builds and certifies the agents, often a small technical team, should teach how agents decide: depth, the minimum chain, why a verdict names the bound that decided. They should not teach review judgement for a business area they do not work in.
An example: a payment company's first programme
Take a payment company of a few hundred staff. The head of payments operations owns the programme, because her team will approve the first agent's held payouts. The learning team builds the schedule, enrols the first wave, and sets up reminders for certificate expiry. The compliance officer defines the standard: no missed red line on any payout to a changed bank account, and a minimum level of correct decisions over two weeks. Two certified operations leads teach and coach. Final sign-off comes from an assessor outside the operations team.
Before any of that, the company ran a readiness assessment in a payment company to see where the gaps were. A logistics company would split the roles the same way, with shift supervisors as teachers.
What controls keep the arrangement honest?
- Separation between teaching and sign-off.
- A written standard owned by risk, reviewed at least yearly.
- Records of each person's results and expiry, held by learning and development.
- Approval rights at each depth tied to a current certificate, a practice the business can adopt.
- A named owner in operations who reads a sample of the review record each month.
Agent ownership and training ownership should sit close together; see who should own an AI agent inside a business. Whether internal staff can certify agents themselves is a separate question, covered in can a company train its own staff to certify AI agents. The full approach is in training teams for AI agents.
Where the Academy fits
Pryme Intelligence Academy gives learning and development an admin view of progress, results, certificates and expiry dates, while sign-off for professional certificates comes from a Pryme assessor, which keeps teaching and certification separate by design. Seats are included with paid Pryme Intelligence plans.
Questions people ask
Should HR be involved?
Yes, where approval rights become part of a role or affect pay and progression. HR should also know when a certificate lapse removes someone's right to approve.
Can an external trainer run the whole programme?
An external trainer can teach the general material well. Practice on live cases and coaching at the queue still need people from inside.
What if the company has no learning and development team?
Operations can run it with a simple tracker. The separation between teaching and sign-off still matters.