# AI Tutors in Schools: Breakthrough or Hype? Page: https://stenobird.com/podcast/thinking-deeply-about-primary-education-3470150/ai-tutors-in-schools-breakthrough-or-hype Text version: https://stenobird.com/podcast/thinking-deeply-about-primary-education-3470150/ai-tutors-in-schools-breakthrough-or-hype.md Podcast: [Thinking Deeply about Primary Education](https://stenobird.com/podcast/thinking-deeply-about-primary-education-3470150) Published: 2026-04-25T02:59:00+00:00 Episode link: https://podcasters.spotify.com/pod/show/kieran-mackle/episodes/AI-Tutors-in-Schools-Breakthrough-or-Hype-e3idlv4 Audio file: https://anchor.fm/s/45dcc8b0/podcast/play/118986148/https%3A%2F%2Fd3ctxlq1ktw2nl.cloudfront.net%2Fstaging%2F2026-3-24%2F422784448-44100-2-5e8ed6a3d952.mp3 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/thinking-deeply-about-primary-education-3470150/episodes/ai-tutors-in-schools-breakthrough-or-hype Duration seconds: 3133 ## Resource Get your tickets for the ⁠⁠⁠⁠ TDaPE Conference Online⁠⁠⁠ For show notes, links, and a summary episode, sign up for the ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠Hey! What You Reading For ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ newsletter. Mondays at 7am BST - https://tdape.beehiiv.com/subscribe ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠AI For Teachers⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ newsletter For maths curriculum questions contact us ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠here⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ or via support@alta-education.com Learn more about ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠The Story of Maths⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ - www.alta-education.com/tsom-overview Jen and Donny - www.luminaryliteracy.co.uk Episode 286: In this episode of Thinking Deeply about AI for Schools , James Radburn and Neil Almond explore one of the most heavily discussed areas of AI in education: AI tutors. But before asking whether AI tutors work, they begin with a more important question: what do we actually mean by an AI tutor? Is it a pupil using ChatGPT for homework help? A carefully designed intelligent tutoring system? A curriculum-aligned tool with structured prompts and guardrails? Or a human-in-the-loop model where AI supports the work of expert teachers? Across the conversation, James and Neil consider the promise, the evidence and the risks. They discuss research into AI-supported tutoring, the particular appeal of tutoring systems in mathematics, the importance of feedback, diagnosis and spaced retrieval, and whether AI might help pupils consolidate learning more effectively. At the same time, they raise serious questions about safeguarding, cognitive offloading, personalisation, equity, motivation, teacher expertise and the danger of treating all AI tutors as if they are the… ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/thinking-deeply-about-primary-education-3470150/episodes/ai-tutors-in-schools-breakthrough-or-hype/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/thinking-deeply-about-primary-education-3470150/ai-tutors-in-schools-breakthrough-or-hype.md` — Read the agent-friendly Markdown representation of this episode resource. A page view does not enqueue transcription. Agents should invoke `request_transcript` explicitly when they need this episode processed. ## Transcript Full transcripts are not published on public pages unless there is a clear rights basis.