AI-integrated Test Development and Delivery

Artificial intelligence is now woven into everyday business operations, often without much attention. It schedules interviews, reviews resumes, answers customer questions, flags unusual behaviors, and helps teams process more information than they ever could on their own.  Most enterprise AI today is not autonomous or futuristic. Rather, they are systems trained on large datasets to recognize patterns and surface probabilities. In many cases, these tools work as intended. They save time, reduce manual effort, and bring consistency to repeatable tasks.  The risk emerges when AI shifts from support to authority. As AI becomes more embedded in workflows, organizations may begin to accept outputs at face value

In a world rapidly reshaping itself around large language models and algorithmic decision-making, Artificial Intelligence has become the buzzword of the decade. From generating code to writing poetry, AI is everywhere. For the certification and testing industry, the narrative is no different, as AI proctoring, item generation, and scoring are often touted as the ultimate solutions for scalability and cost-cutting. But in the rush to automate, a critical component is often overlooked: Natural Intelligence (NI). While others race to remove the human element, Kryterion has taken a different approach. We believe that the future of high-stakes certification isn’t about