If someone on your team is prepping for a certification exam right now, there’s a good chance they’ve opened ChatGPT for help. Employees preparing for a required exam, a certification, or a role qualification are turning to outside AI tools to summarize material and quiz themselves, with or without their organization’s blessing.
Learners want to prepare well. But what kind of help are they getting?
Answering a question and teaching a learner are different jobs
Ask a general-purpose AI tool a practice question, and it hands over the answer. That feels efficient in the moment, but it skips the part of studying that makes information stick. A tool built to teach works differently. It prompts recall, checks understanding, and circles back to the spots where a learner is still shaky. One approach saves a few minutes before the exam. The other builds something that lasts past it.
That difference shows up in retention and confidence. Retention is the point of studying, and it comes from effort more than exposure. A learner who struggles to recall an answer and gets nudged toward it remembers more than a learner who was simply told. The same goes for confidence. Confidence earned by working through material holds up under pressure. Confidence borrowed from an AI that did the thinking evaporates the moment the exam is over.
AI is only as good as its source material
Even a well-designed AI study tool depends on its source material. A tool pulling from a generic model’s best guess can teach content that drifts from what the organization delivered and what the exam covers. Grounding that same tool in approved material keeps what learners practice aligned with what they’re tested on.
This is just one of five ways AI is changing what your internal knowledge can do. Turning training into active learning is only one piece of a bigger shift. Organizations are also using AI to turn one recording into many formats and languages, find what’s broken in a training program before rebuilding it, and make trusted knowledge findable wherever people work.
Register for the webinar: 5 ways AI can turn your internal knowledge into just-in-time learning →
Most L&D teams have more raw material than they realize. Recorded trainings, compliance modules, and certification prep sessions are the exact content a grounded AI tutor needs to work from, yet survey data shows L&D professionals can search less than half of their own video recordings. The material for a study tool already exists. It just isn’t set up to be used that way.
AI that turns your training library into a study partner
With Panopto Folio, you can transform training content your organization recorded into quizzes, flashcards, and guided practice sessions, grounded in what your team taught. A learner working through Folio gets a tutor that checks their understanding against the same material their organization stands behind.
Employees preparing for an exam or certification will keep turning to AI to help them study. Folio gives L&D and training teams a way to shape that experience: an AI tutor built from the content they created.








