Reference Articles
The Reference
18 factual articles on AI in training, adaptive learning, and MentivisOS products.
Why corporate training alone is no longer enough without AI
Corporate training as it is mostly practiced solves a problem of access and distribution, not a problem of actual acquisition. Modules are scheduled, completion rates are measured,...
AI in Corporate Training
How AI personalizes a learning path
AI personalizes a learning path by starting from the learner's actual level, not from a predefined program identical for everyone. Personalization relies on three mechanisms: the i...
AI in Corporate Training
What real skills measurement is and why it changes everything
Real skills measurement consists of verifying what an employee is capable of doing, skill by skill, not recording their attendance at training or completion of a module. This disti...
AI in Corporate Training
How an HR director manages skills with AI
An HR director who manages skills with AI has a dynamic mapping of the organization's skills, individual progress tracking, and the ability to align training with strategic needs i...
AI in Corporate Training
AI and training: what finance departments need to understand
Finance departments often approach training as a cost to contain. AI in training changes this analytical framework: it makes measurable an investment that was not measurable before...
AI in Corporate Training
How to build a business case for an AI training system
A business case for an AI training system rests on four elements: quantification of the current problem, projection of measurable benefits, estimation of actual deployment costs, a...
AI in Corporate Training
What AI cannot do in training
Enthusiasm for AI in training sometimes produces expectations that exceed what current systems can actually deliver. Identifying real limitations is not a barrier to adoption: it i...
AI in Corporate Training
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, technic...
AI in Corporate Training
How AI adapts learning to each individual
AI adapts learning to each individual by replacing the single program with a path continuously recalculated from the person's actual knowledge. This adaptation is not cosmetic—a co...
AI and Learning
What adaptive learning is and why it works
Adaptive learning is a pedagogical approach that adjusts the content, difficulty, and progression of a path to the learner's observed performance and needs, in real time. It relies...
AI and Learning
How an AI agent supports a learner without replacing them
An AI pedagogical support agent is a conversational system that answers the learner's questions, offers additional explanations, guides them when stuck, and provides immediate feed...
AI and Learning
Measuring skills acquisition: beyond completion rate
The completion rate is the most used training metric and one of the least informative. It measures that someone finished a path, not that the targeted skill was acquired. Studies d...
AI and Learning
Learning with AI: what the studies actually say
Studies on the effectiveness of AI in learning show positive results under specific conditions, and null or negative effects in other configurations. The determining variable is no...
AI and Learning
What learners expect from an AI platform in 2026
Learner expectations of training platforms have evolved with the spread of consumer AI assistants. A population accustomed to interacting with ChatGPT, Claude, or Gemini in daily l...
AI and Learning
What is MentivisOS Open and who is it for
MentivisOS Open is the free individual version of the MentivisOS platform, accessible to anyone without condition of status, level, or sector. It builds a personalized learning pat...
MentivisOS Products
What is MentivisOS Entreprise and how it works
MentivisOS Entreprise is the native AI training system for organizations: companies, corporate campuses, training departments, groups. It covers the complete skills development cyc...
MentivisOS Products
What is MentivisOS Education and who is it for
MentivisOS Education is the version of MentivisOS designed for training organizations, CFA (training centers), and schools. It enables them to offer individualized paths to their l...
MentivisOS Products
MentivisOS Open, Entreprise, Education: differences and how to choose
MentivisOS exists in three distinct configurations that address different situations. Confusion between them is common because they share the same AI pedagogical engine. What disti...
MentivisOS Products