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What the evidence actually says about adaptive, AI-driven tutoring.
A lens over the evidence base for adaptive, AI-driven tutoring in education — separating demonstrated learning gains from vendor claims. Built for educators and procurement teams reading past the hype.
Sources: AI in Education · Digital Inclusion
How many collected practices carry evidence for each of the project's value sources — surfacing where the design has thin precedent.
| Value source | Practices with evidence |
|---|---|
| evidence_impact | 0 / 16 |
| inclusiveness | 0 / 16 |
| transferability | 0 / 16 |
A 13-week study across four Hungarian universities gave disadvantaged students an AI adaptive programming tutor built on ChatGPT …
Jordan's Ministry of Education piloted Amira Learning's AI reading-tutor agent with Grade 4 and 7 students from January …
Indonesia's largest AI-powered tutoring platform: 40M+ users across Indonesia, Vietnam and Thailand. Free Ruangkelas tier covers 46,000 public …
Brazil's leading adaptive AI platform for ENEM preparation: official MEC selection (2013), 12 M+ students impacted, state partnership …
A commercial adaptive-tutoring system serving millions of Chinese students via thousands of learning centres; vendor experiments show score …
AIM: Digital Senior aims to reduce fear regarding to technology. Through the work of reducing fear participants build …
A maths intelligent tutoring system rooted in decades of Carnegie Mellon cognitive-science research; the US What Works Clearinghouse …
STEMGuyana's IDB Lab-funded AI tutor, built into its Pathway Online Academy, delivers curriculum-aligned lessons to Grades 1-10 across …
Angola's Ministry of Education, with Dubai's Digital School under a 2024 MoU, is piloting AI-personalised learning in one …
Oman's Ministry rolled out the Noor digital-classroom platform to 578 schools (96% teacher access) by 2025, expanding to …
A study of 120 Tanzanian secondary teachers (Dar es Salaam, Dodoma) using ChatGPT/Grok for lesson plans and quizzes …
Germany's 16 state education ministries jointly adopted a non-binding recommendation on AI-personalised learning, exam reform, teacher training and …
The Dominican Republic's higher-education ministry partnered with US vendor Jinso Labs to deliver free AI-personalised English tutoring via …
A UNICEF-backed control-group study of Eduten's AI maths platform found an 11-point numeracy gain and 4.6-point arithmetic-fluency boost …
Bolivia's Ministry of Education launched the AI chatbot AFINIDATA nationwide with UNICEF in Aug 2025, giving rural caregivers …
The aim of Getting Started is to provide basic computer and internet training to those over 65, to …
Open full copilot Grounded in cited practices — always check the sources.