What the evidence actually says about adaptive, AI-driven tutoring.
Exploring
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 · AI in the Public Sector · 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 | 2 / 62 |
| inclusiveness | 0 / 62 |
| transferability | 2 / 62 |
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 …
A 12-week pilot of Finland's Eduten adaptive maths platform across 10 Lao PDR schools found Grade 3 participants …
A 12-week trial with 180 Indonesian vocational students (90 intervention, 90 control) found an AI system combining skills-mapping, …
Trinity College Dublin project Digi-ID PLUS built DigiAcademy, an e-learning platform teaching email, browsing and video-calling, co-designed and …
Since 2020, Rocket Learning has used WhatsApp to deliver early-learning content to India's Anganwadi childcare network, training 1.3 …
EIDU pairs teacher training with an AI-adaptive app that personalises literacy/numeracy practice for Kenyan public pre-primary pupils. A …
Pratham and Anthropic piloted the Claude-powered Anytime Testing Machine, which grades handwritten answers and gives personalised feedback, lifting …
An AI-animated tutor teaches English, maths and social-emotional skills to out-of-school Syrian refugee children in Lebanon in their …
Ukraine's national Diia.Education platform has issued 4.5m+ certificates to 2.7m+ users; in 2025 it added an AI Navigator …
Rising Academies' Rori delivers AI-personalised math tutoring over basic WhatsApp, reaching Liberian schools among 90+ across six African …
In Bahrain's first schoolwide AI-tutoring trial, 160 students at the British School of Bahrain used the Inspired AI …
MBRGI's Digital School launched a three-year AI-personalised learning rollout across six African countries including Mauritania, pairing 100 digital …
SOLA, the Kabul-founded school led by Shabana Basij-Rasikh, uses generative AI to digitize Afghanistan's curriculum and deliver it …
Brazilian edtech Estudo Play set a Guinness World Record by having its AI grade over 461,000 handwritten student …
UNESCO's Global Skills Academy, with Microsoft Elevate and KPMG International, trained 36 TVET educators in AI competencies at …
Seychelles' Cabinet approved a National AI in Education Framework (2026-2030), built with World Bank support, launching a teacher …
India's Ministry of Education, CBSE and Intel offer a free, multilingual online AI-awareness course with a personalised digital …
Belize's Ministry of Education and the IDB rolled out DoodleLearning's AI-adaptive maths and English platform nationally; an independent …
Teach For Cambodia and the Learning Generation Initiative pair teacher-led instruction with the AI-adaptive Maths Pathway platform in …
Israel's Ministry of Education piloted AI-personalised English teaching in 28 middle schools in 2025–26, backed by a NIS …
King's College School in Nassau piloted Inspired Education's AI adaptive-learning platform in 2022-23; the vendor reported a 9.2-percentage-point …
Google and Malaysia's Ministry of Higher Education enabled Gemini for Education, Google AI Pro and NotebookLM Enterprise across …
UNESCO and Egypt's Ministry of Education launched a nationally contextualised AI competency framework for teachers on 3 June …
Samsung Electronics Tunisia and South Mediterranean University run a free 9-week AI/ML certification for 18–29-year-olds; the first 2024 …
Otsimo pairs 80+ adaptive games and 100+ speech-therapy videos with AI personalisation for children with autism and Down …
After free SIM-cards reached 400,000+ Thai students but only 18,000 used them for learning, the Equitable Education Fund …
On 29 August 2025 Turkmenistan's Ministry of Education and UNESCO IITE convened scientists and educators in Ashgabat for …
Since 2019, Helsinki has run three-month sprints letting staff test small-budget AI and software-robotics ideas from their own …
Jodhpur district (Rajasthan) scaled an AI-assisted answer-sheet grading pilot from 54 schools/3,000 students in October 2025 to 1,000+ …
A Lithuanian philanthropic foundation supplied AI-powered adaptive maths platforms to regional schools outside Vilnius, reaching over 13,000 students …
A 13-week controlled study at four Hungarian universities found a ChatGPT-based adaptive tutor using Bayesian Knowledge Tracing nearly …
At World Summit AI Qatar 2025, MCIT and MoEHE launched a national AI platform with Scale AI to …
GenAIE gives generative-AI-personalised education to prisoners and probationers across England and Wales. A peer-reviewed 2024 study recorded 53,400+ …
University of Wollongong researchers had assistants role-play average and struggling students across 35 engineering/maths topics to benchmark ChatGPT-4, …
Costa Rica's UNED became the country's first public university to adopt an institutional AI policy, grounded in a …
Romanian nonprofit Digital Nation, backed by a $700,000 Google.org grant, built Saro, an AI companion for grades 5-12 …
Facing only a 36% CSEC Maths/English pass rate, CXC is launching AI-analysed low-stakes diagnostic tests for Years 7-9 …
Sultan Qaboos University piloted SQUbot, a bilingual Arabic/English chatbot built on IBM Watson NLU, to answer general and …
Western Pacific University in Ialibu, Southern Highlands Province, launched LearnX, an AI-enabled digital knowledge hub combining an LMS, …
UNICEF Albania and the Ministry of Education and Sport piloted Eduten, a Finnish AI-adaptive maths platform, in 30 …
Audemy is an AI-powered, audio-first learning platform co-designed with 20 accessibility specialists across 8 U.S. schools for the …
Timlogo, by Romanian firm Ascendia, is an AI platform analysing children's pronunciation to diagnose speech disorders and generate …
A peer-reviewed RCT across four universities randomly assigned 3,080 short-answer responses to GPT-4 or human grading. Scores were …
A randomized trial across 10 Taipei high schools and about 800 students gave every student the same AI …
Khyber Pakhtunkhwa's Global Virtual School piloted an always-on AI teacher — answering questions in Urdu, English and Pashto …
The World Bank, Peru's DRELM, Anthropic and Microsoft launched an AI maths tutor and career-guidance coach across 110 …
The University of Eswatini's AI Academy has run its 'Generative AI for Educators' certificate programme through seven cohorts …
Open full copilot Grounded in cited practices — always check the sources.