AI literacy training vendor comparison: 7 evidence checks before you buy

Most AI literacy vendors sound convincing in a demo. They show a clean learning portal, a certificate, a few AI examples and a dashboard with completion rates. That is not enough for a serious Article 4 rollout.

Article 4 of the EU AI Act asks organizations to take measures that support the development of AI literacy, taking into account technical knowledge, experience, education, training and the context in which AI systems are used. A vendor comparison should therefore test whether the vendor can support that context, not whether the product has a nice course catalogue.

Use these seven checks before choosing an AI literacy training vendor.

1. Evidence chain

Ask the vendor to show the full evidence chain:

• role;
• AI system or AI use case;
• learning objective;
• module or scenario;
• assessment result;
• certificate or proof object;
• refresher date.

If the vendor can only show "completed course" and a PDF certificate, the evidence is thin. A stronger platform links the person to the role and the role to the AI context.

2. Role and sector fit

Generic AI awareness is useful as a baseline, but it does not prove sufficient literacy for every role. A recruiter, procurement officer, manager and compliance lead need different examples.

Ask for a sample path for your highest-risk role. For HR, that might be recruiter shortlist review. For procurement, it might be vendor due diligence. For managers, it might be approving AI use cases and escalation.

If the vendor cannot show role-specific scenarios, you are likely buying generic training with compliance language attached.

3. Assessment quality

Completion is not competence. A useful vendor comparison should inspect how learning is tested.

Good signs:

• realistic scenarios;
• pass/fail logic on practical judgement;
• feedback after wrong answers;