How Embedded AI Can Help Clinical Educators Reclaim Their Time
by

As caseloads grow well beyond recommended ratios, K-12 clinical educators can feel overwhelmed by administrative duties. And the traditional reprieves, like hiring more instructors or reducing responsibilities outside core focus areas, aren’t forthcoming.
The result: clinical educators’ burnout worsens, and schools can’t adequately serve each student who needs support.
“Technology” is often put forward as a solution to these competing needs. Yet often the very tools that promise to save clinical educators time end up creating more work: new processes to master, time lost to task switching between apps, and challenges collaborating across disconnected systems.
However, the arrival of artificial intelligence (AI) embedded in the platforms and systems K-12 educators already use offers an opportunity to reimagine how technology can help clinicians, specifically by reclaiming time from routine tasks.
Six in 10 classroom educators reported using AI-driven tools in 2025, according to Education Week data. That’s double the share who said so in 2023. Specialists are using the technology, too. For example, nearly 7 in 10 school psychologists in a recent study reported using AI in the prior 6 months, most often for tasks such as data analysis, reporting, and communication. Other specialists, such as speech-language pathologists, are also optimistic that AI can improve assessment and diagnosis.
“There’s a new opportunity for clinical educators, in particular, to explore embedded AI at the assessment level — specifically, how it can help turn results into action through better analysis, reporting, and recommendation generation,” said Richard Johnson, Lead, Product Management - Q Platforms at Pearson Clinical Assessment.
In this article, we explore how integrating contextual, workflow-native AI to understand, communicate, and act on assessment results can ease clinical educators’ administrative burden and free them up to ensure students get the diagnoses and supports they need.
Read more





