AI helps instructors adapt the whole learning experience to the learners in the room — before, during and after class.
The first 10 minutes of class become the classroom configuration stage. Learners complete a short survey. AI converts their responses into teaching intelligence that helps the instructor adapt the session in real time.
Survey responses feed into a five-agent pipeline that adjusts every layer of the teaching experience.
Existing AI teaching tools focus on the learner or the content. This one focuses on the instructor's ability to adapt.
| Concept | Main Focus | Who Benefits |
|---|---|---|
| AI Learning Coach | Supports individual learners through the content | Learner |
| AI Persona Perspectives | Broadens stakeholder viewpoints in case discussions | Learner |
| AI Adaptive Classroom This | Helps instructors adapt the whole class experience based on who is in the room | Instructor + cohort |
The five agents span the full teaching arc, not just the survey moment.
Each agent has a distinct role. Together they form a complete adaptive teaching workflow.
Analyses survey responses to build a cohort profile — learner background, prior knowledge, confidence levels, goals, interests, sector context and common challenges. Produces the cohort intelligence brief that all downstream agents use.
Turns cohort intelligence into an adaptive teaching playbook. Recommends pacing changes, concept prioritisation, which slides to linger on versus skip, and how to sequence activities for this specific cohort. The instructor's session plan, rewritten for the room.
Tailors the hands-on layer: which case study to lead with, which dataset feels most familiar, what sector-specific examples to substitute in, how to reframe exercises at different difficulty levels, and what stretch tasks to assign to advanced learners.
Provides in-the-moment guidance during class — alternative explanations for concepts that are landing poorly, group discussion prompts calibrated to the cohort's sector and experience, quick pivot activities when energy drops, and challenge questions for learners who are ahead.
Generates personalised end-of-class reflection prompts, workplace application tasks matched to each learner's role and sector, and instructor improvement notes for the next cohort. Connects what was learned to what learners will actually do differently at work.
The AI Adaptive Classroom generalises across courses. Here is how it would configure a Decision Intelligence session.
11 respondents · avg experience 2.3/5 · dominant gaps: structuring the decision, knowing what to predict
Most learners can describe a business problem but cannot yet convert it into a predictive question. They know what decisions they make — they don't know how to frame data requirements around them.
The distinction matters for how it is introduced to instructors and institutions.
A survey analyser that summarises responses into themes and averages. A tool that generates content based on a topic. An AI that coaches individual learners through material.
An AI-enabled teaching workflow that helps instructors understand the cohort, adapt the learning experience, and improve learning transfer — before, during and after class.
Paste your Google Form survey link and get a cohort intelligence report in under 60 seconds. The starting point of the full adaptive classroom workflow.