Too many AI pilots end up as well-intentioned slides or dusty prototypes. The technology gets praised, the metrics glow in a lab environment, and then the organisation asks the familiar question: why …
Designing AI-First Product Teams for Education: Practical Lessons for Product Leaders
Introduction Can an AI tutor scale the subtle judgement of a human teacher? The short answer is: not yet—but product teams that treat AI as a change in how they organise and measure outcomes are …
How to Build and Scale Responsible AI Tutors: A Product Leader’s Playbook
Can an AI tutor truly replace the coach who understands a learner’s frustration, motivation and context? The short answer: not yet. But smart product leadership can make AI tutors hugely …
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How to Build Responsible, Scalable AI Tutors: A Practical Playbook for Product Leaders
Can AI tutors scale across millions of learners without eroding trust or quality? That’s the question keeping product leaders awake. AI in education promises personalised learning at unprecedented …
Multiply Learning: How AI Can Make Teacher Feedback Far More Effective
Making feedback count: process, not magic When was the last time feedback on a school assignment changed what a pupil did next? For most teachers the answer is: too infrequently. Feedback remains one …
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Designing Inclusive EdTech: Making Accessibility a Product Strategy, Not an Afterthought
Can your product claim to be ‘personalised’ if a portion of learners can’t use it at all? Too many teams treat accessibility as a compliance tick-box or a final sprint. For CPOs and product leaders …