Split the training in two. Everyone who works alongside AI agents needs literacy: a tested grounding in how a governed agent decides and what its verdicts mean. The smaller group who approve held actions, correct drafts or set limits need certification: observed judgement on real work, kept current. One course for both groups fails both.
Why not give everyone the same training?
Uniform training is attractive because it is simple to buy, simple to schedule and simple to report. Every member of staff completes the same course, the dashboard shows full coverage, and the job looks done.
It fails in both directions. For most staff, a deep course on reviewing held payments or reading the decision chain in detail is more than they need, and they forget it quickly because they never use it. For the people who actually approve an agent's work, a course pitched at everyone is far too shallow. It teaches vocabulary without testing judgement.
The result is a workforce that has all attended the same thing and a handful of approvers who were never prepared for the decisions their name will be attached to.
What should literacy cover for everyone?
Literacy is the base layer. Its job is to make sure that anyone who encounters an agent's work understands what they are looking at and does not do anything harmful with it. For a governed agent, that means:
- Why agents must be governed, and what can go wrong if they are not.
- What depth means: an agent may read, draft, execute routine work, move money, or coordinate other agents, and each capability is earned separately.
- The four verdicts: allowed, held, refused and withheld, and why a refusal is information, not a fault.
- That every verdict is filed, so actions taken around an agent are recorded too.
- Where to send something that looks wrong.
The detail is set out in how AI literacy differs from AI agent certification. Literacy should be tested, not just attended, and the test should be set in the person's industry so it means something to them.
What should certification add for approvers?
Certification is for people whose decisions shape what the agent does. Reviewers who approve held actions. Team leads who judge other reviewers. People who set the business's own limits. For them, the question is not whether they understand the ideas but whether they apply them correctly under pressure.
That needs evidence of a different kind: a practicum of real review decisions, observed and scored, with red lines that cannot be missed; a written exam; and an expiry, so the evidence stays current. The article on what AI literacy means for people who supervise AI agents describes the extra layer in detail.
| Group | Example roles | What they need | Evidence it leaves |
|---|---|---|---|
| Everyone who encounters agent work | Sales, HR, most of operations | Literacy, tested in their industry | Test result, kept on file |
| People who approve held actions | Reviewers, AP clerks, claims handlers | Certification with practicum | Current certificate, checkable at source |
| People who supervise approvers | Team leads, operations managers | Certification with practicum including sampling and coaching | Current certificate and practicum log |
| People who design and certify agents | Builders, agent owners | Deeper certification with a capstone | Certificate and a certified agent |
Where does regulation draw the line?
The EU AI Act reflects the same split in substance. Article 4 asks providers and deployers to ensure sufficient AI literacy among staff dealing with AI systems, taking account of context. That is the broad layer, and it plays out differently by sector; AI literacy for agents in legal services shows one example. Article 14, on human oversight of high-risk systems, expects the people who oversee them to have the competence to do so effectively. That is the narrow layer. In payments, for example, training the people who oversee AI agents is about specific oversight skills, not general awareness.
What about contractors and outsourced teams?
The same principle applies to anyone who approves, whoever employs them. If an outsourced team reviews held refunds or a contractor approves invoices an agent has matched, they need the same certification as an employee doing the job. The business should check their credentials before granting approval rights, not rely on the supplier's word. A contractor certification check template gives a structure for recording that check.
What is the trade-off?
A two-level model is more complicated to run than a single course. You have to decide who belongs in which group, and some people sit on the boundary: a manager who approves occasionally, a specialist called in for unusual cases. Getting those boundaries wrong either over-trains people or leaves an approver uncertified.
It can also feel divisive. Some staff will ask why colleagues get a certificate and they do not.
The boundary problem is solved by tying certification to approval rights, not job titles. If a person may approve a held action at a given depth, they need the certificate; if not, they do not. Occasional approvers either certify or route their approvals to someone who has. The divisiveness fades when the route to certification is open to anyone whose role moves into approving.
What should you do differently?
Map every role that touches agent work into one of the groups above. Give everyone tested literacy. Tie approval rights to a current certificate, so the group boundary is defined by what people do. Include contractors. Report on both layers to leadership separately, so full literacy coverage does not hide a shortage of certified approvers. The guide to AI literacy and certification for people who work with agents shows how the levels connect.
Where the Academy fits
Pryme Intelligence Academy follows this split. Foundations, about four hours and free, gives anyone a tested grounding and earns a badge with no expiry. Operator, about 14 hours plus a two-week practicum, is for the people who run a live workspace every day. Builder and Architect go further for those who design agents or lead regulated deployments.
Questions people ask
Should senior executives take literacy or certification?
Literacy, unless they approve held actions themselves. Executives need to understand how agents decide and what the record shows, but most do not need a reviewer's practicum.
Can someone approve while they work towards certification?
During a practicum, their decisions are real but observed. Many businesses keep a certified colleague as the final approver until the person qualifies.
How do you handle someone who approves only once a month?
Either they certify, or their occasional approvals route to someone who is. Infrequent approvers are often the riskiest, because they have the least practice.