How to commission workforce AI training and still have a record

Who this is for

This is for the person who has to buy workforce AI training and later explain what was bought. That is usually L&D or HR, sometimes a transformation office, sometimes an operations director who inherited the brief. Legal may be in the room because of Article 4. Finance will ask what changed. The sponsor's job is to commission a programme that can survive those three questions.

Experrt is a training academy. We have a view on how this should be bought, including from us. Read this as the standard we are willing to be held to.

The business problem

Workforce AI training is easy to buy badly. The market is full of self-paced libraries, certificate mills, and product onboarding dressed up as literacy. A sponsor under time pressure picks a vendor with a polished catalogue, rolls it out to everyone, and six months later cannot answer a simple request: show me who was trained, on what, to what standard, and what they can now do that they could not do before.

That request is no longer hypothetical. Article 4 of the EU AI Act requires providers and deployers to take measures supporting AI literacy among staff. National market surveillance authorities began supervising on 2 August 2026. Article 4 requires measures supporting literacy, not a certificate. If your only artefact is a completion badge, you will struggle to describe the measures.

The commercial case is the same shape. McKinsey reported in 2025 that 88% of organisations use AI in at least one function, while only about a third have scaled past pilots, and that only 39% report any EBIT impact. The Conference Board reported in 2026 that only 33% of workers received employer AI training in the last six months. TalentLMS reported in 2025 that 49% say AI is moving faster than their company's training. World Economic Forum reporting in 2025 found that 63% of employers name skill gaps as the top barrier to transformation. McKinsey has also reported that leaders with highly AI-fluent teams are 3.9 times more likely to capture enterprise value. You are commissioning against that backdrop, not against a vendor's "AI ready" slogan.

Who should sit

Do not start with "all staff." Start with the work.

The sponsor and the owners of the record. The person who will sign the statement of measures, plus whoever holds the AI policy and the audit file. They need Sponsoring an AI Literacy Programme: how to scope by role and risk, how to commission against a measured gap, and what records to insist on.

Line managers of teams already using AI. They approve work, handle incidents, and get asked why something incorrect reached a customer. They need AI Governance and Oversight for Managers, not a beginner prompt class.

The roles that use AI on customer, financial, or people decisions. Train them on the judgement those jobs require: what may go into a tool, when a person must review, how to check an output. A single foundations day can sit underneath. It cannot be the whole programme.

Do not put the executive team only in a "tour of ChatGPT" session. If they are commissioning and overseeing, they need the sponsor and oversight material. If they want to use the tools on their own papers, that is a separate, shorter session on their own material. Mixing those two briefs wastes the room.

A readiness assessment, scored by department and by role, is the cheapest way to stop guessing who sits where. Experrt runs one. Other assessments exist. What matters is that the seating plan comes from a measured gap, not from whoever replied first to the calendar hold.

What to insist on in the brief

Write these requirements down before you take a proposal. Vendors will otherwise fill the space with content hours and happy photographs.

1. Role-proportionate design. Name the roles and the risk of their work. Reject one course for the whole company unless the company is tiny and the work is uniform.
2. Live facilitation on the organisation's material. Literacy includes asking a question about a real file. A video library they will never open is not a measure you can defend with a straight face.
3. Attendance taken per session. A register with dates, not a "the link was sent" metric.
4. Assessed work. Submissions against the modules, graded by the facilitator. If nothing was marked, you do not know what landed.
5. Facilitator credentials on the record. Who taught it, and on what basis. Article 4 conversations eventually ask this.
6. An export the organisation owns. Who, what, when, by whom, outcomes. If the data lives only in the vendor's portal, you do not have a record. You have a subscription.
7. A claim limit in writing. The vendor must not describe the course as making the organisation "Article 4 compliant." Measures supporting literacy can be described. A certificate of compliance cannot be invented.

If a proposal cannot accept those seven points, it is a content product. Buy it only if you already have another way to produce the record.

What to export

Agree the pack on day one, not after the last session. At minimum:

• Cohort name, dates, delivery mode, location or virtual room.
• Course title, modules, and intended outcomes.
• Attendance by person and by session.
• Submissions and grades, or a clear statement that a session was practice-only and why.
• Facilitator name and credentials.
• A short sponsor note on which roles were in scope and which were not.
• The AI policy version the training was delivered against, if policy was part of the brief.

Store it where the AI policy and the risk register already live. Name the owner. A pack in a trainer's inbox is not a measure.

What good looks like in the room

Participants bring their own work. The facilitator runs the session live, in person or online. People practise, get stuck, and are told when an output is not good enough. Managers leave knowing what they will review. The sponsor leaves knowing what the export will contain. Nobody is told they are now certified under Article 4, because they are not.

That is a higher bar than a self-paced module. It is also the bar that matches the supervision date and the skill-gap data above. If you only have budget for one serious cohort this quarter, spend it on the roles whose unchecked output can already reach a customer, and on the managers who sign that work out.

How to start

List the roles, the tools they already use, and the person who will own the export. Book the sponsor session and the first practitioner cohort as a pair, not as a catalogue browse. If you want Experrt to run them, contact us with that list. We will tell you what we would and would not put in the room, including when a course of ours is the wrong next step.