Introduce AI that can act
Your learning platform can change data or trigger workflows. What needs to be ready?
Work through the decisions that connect.
A platform choice affects data, access, AI controls and the skills your team needs. Start with the question you are facing.
Connect a learning platform
A platform choice also changes identity, data and the systems around it.
Build implementation capability
Choose the work you want to do, check which training you can access and plan how to practise.
Should an agent assign mandatory training?
A SuccessFactors Learning owner wants to reduce assignment administration. Assume the existing assignment process works and the proposed agent is still roadmap. This is an illustrative example, not a customer result.
Evidence and dependencies
The Horizon assessment shows which agent functions are still planned. The action-governance study sets out the controls to check. Agree who maintains learner data and assignment rules, who approves changes and how to undo them.
Decision
Prepare; do not replace the current production workflow. List the actions the agent would be allowed to take, check the learner data and agree who approves a change. Schedule a sandbox evaluation only after the tenant release and access are confirmed.
Before a limited rollout
- Preview matches a manually checked learner population.
- An unauthorised role cannot change assignments.
- Approval, audit evidence and reversal work on a controlled test.
- Failures and ambiguous requests leave the current process usable.
What changes the decision?
The product owner can approve a limited rollout when release-specific evidence and the test results meet these checks. Until then, continue preparing.
Explore by context
Connected, not scored.Platforms & market landscape
Compare enterprise suites and specialist learning platforms, with links to the available evidence.
Compare platform coverageAI, agents & skills intelligence
Check what AI can do, which data it uses and who approves its actions.
Read AI and skills briefsArchitecture & interoperability
Work through user accounts, integrations, content exchange and the people data your platform needs.
Check integration requirementsAccreditation & professional capability
Find official training and qualification routes, then check access, cost and opportunities to practise.
Find an accessible credentialNexus helps you work through related questions. Intelligence addresses current decisions, Horizon emerging evidence, and Research comparative questions.