How to choose an AI training system: the right questions to ask
The AI training system market is growing rapidly and is not yet standardized. Commercial promises often precede proof demonstrations. A rigorous choice rests on functional, technical, legal, and organizational criteria, and on the ability to distinguish what is demonstrated from what is announced.
M8. How to choose an AI training system: the right questions to ask
The AI training system market is growing rapidly and is not yet standardized. Commercial promises often precede proof demonstrations. A rigorous choice rests on functional, technical, legal, and organizational criteria, and on the ability to distinguish what is demonstrated from what is announced.
Functional questions
Does the system generate content or only distribute it? Is personalization dynamic—recalculated at each step—or only structured as predefined paths? Is acquisition measurement integrated into the path or reduced to end-of-module quizzes? Can the system integrate your existing competency frameworks?
Technical questions
Does the system integrate with your HRIS and existing LMS? What APIs are available? Where is data hosted—in Europe, under which sovereignty regime? What language model is used, is it auditable?
Legal questions
Is the processing of your employees' training data GDPR compliant? Is the system qualified under the European AI regulation, particularly if decisions affecting learners are involved? If Qualiopi certification is required, how does the system secure it?
Organizational questions
What is the actual deployment timeline and cost? What is the configuration and maintenance burden? Who in your organization manages the system daily? Does the vendor provide guided integration or deliver only software?
What to avoid
Choosing based on a demonstration on an ideal case. Request a demonstration on your own data and frameworks. Choosing based on the number of announced features. Ask which features are operational in production today. Choosing without involving IT, HR, and Finance in the decision.
Frequently Asked Questions
Is a formal RFP necessary? Depending on your structure and the amounts involved, it may be mandatory. Regardless of obligation, it usefully structures comparison.
How to evaluate a young vendor's solidity? Ask for client references in production for at least one year, documented case studies with measured indicators, and information about financial structure.
Is a pilot recommended before full deployment? Yes, systematically. A pilot on a limited scope reveals real problems that demonstrations do not show.