Guides for educators

Practical reading on AI-assisted marking, feedback quality, and safe adoption—for teachers, leaders, ITPs, and MATs.

8 min read

How AI Marking Actually Works

A clear guide for educators on NLP, rubric alignment, and LLMs in the marking workflow.

6 min read

Practical ways to cut routine marking without sacrificing feedback quality.

7 min read

Governance, transparency, and classroom-safe adoption guidance for leaders.

6 min read

Where AI helps most with marking, feedback, and admin—and where teachers stay in control.

7 min read

Data privacy, student ownership, and ethical use of AI-assisted assessment.

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