AI mapping – Resources

Name	URL	Cost	Address	Year Created	Type	Audiences	Technologies	User count	Creators	Description	Tech Description	Uses	Reasons	Pros	Limitations	Publications
Dytective	https://www.changedyslexia.org/en	Free	Carrer del Dr. Trueta, 183, 08005 Barcelona, Espagne		Academic - School	Preschool (0-5 years), Primary (6-11 years old) and Learners with special needs	Analytics	270,000	Change Dyslexia	Dytective is a tool that can detect dyslexia in about 15 minutes. It also provides exercises in the form of games for dyslexic learners to help them overcome their writing and reading challenges. The app includes a mix of online testing and applications for associated predictive machine learning.	Machine learning models to predict reading and writing difficulties by watching how people interact with a linguistic web-based game.	Detecting dyslexia and helping dyslexic learners overcome their challenges	N/A	Detects dyslexia, Helps learners overcome their writing and reading challenges.	N/A	Rello, L., Ballesteros, M., Ali, A., Serra, M., Alarcón, D., & Bigham, J. P. (2016). Dytective: Diagnosing risk of dyslexia with a game. Proc. Pervasive Health, 16.
Edlive	https://edlive.ca	Paid	6274 Christophe Colomb, suite F, H2S 2G7, Montréal, Canada.		Commercial	Secondary (12-17 years old), Post-secondary (18 years and over) and Teachers	Analytics	450,000	EdLive	EdLive supports schools, universities and businesses in the creation, deployment and continuous improvement of their online courses. Thanks to artificial intelligence, teachers personalize their educational content according to the difficulties of each student without additional efforts. EdLive allows students to be independent in their exam revisions by offering them interactive quizzes, revision guides and periods of questions.	Predictive algorithm to provide personalized learning.	Learning platform	N/A	Personalized learning, Interactive quizzes, Revision Guides, Periods of questions.	Paid
Peerceptiv	https://www.peerceptiv.com	Paid	Pittsburgh (USA)	2002	Commercial	Secondary (12-17 years old) and Post-secondary (18 years and over)	Natural language processing	500,000	Learning Research and Development Center (LRDC), Pittsburgh University	Peerceptiv is a peer review system to support the teaching of writing from high school to university level. It lets teachers introduce peer review among students so they receive feedback on more writing assignments than a single teacher could provide.	Computer linguistics, Machine learning, Verification of composition content, Identifies the thesis statement and concluding sentences.	Learning language (writing)	N/A	Engages students in writing and critical thinking. Allows students to receive more feedback on their writing assignments. Students are given information on how they’re doing as a reviewer, which keeps them accountable.	When there is no campus-wide subscription, the purchase price for one student is $12.95 (for one school year)	Falakmasir, M. H., Ashley, K. D., Schunn, C. D., & Litman, D. J. (2014, June). Identifying thesis and conclusion statements in student essays to scaffold peer review. In International Conference on Intelligent Tutoring Systems (pp. 254-259). Springer, Cham.
Fishtree	https://www.fishtree.com	Paid	Arlington (USA)	2012	Commercial	Teachers	Analytics	500,000	"Terry Nealon et Jim Butler "	Fishtree is a learning platform that adapts and personalizes learning environments for primary, high school and university education. It also lets teachers easily track learner progress through analytics.		Adaptive learning. Content recommendation.	N/A	Automatic generation of resources, Automatic alignment of content to learning objectives, Personalized learning, Tracking of students' learning progress.	Price: A teacher account costs $1.99/month and a class account costs $3.99 (200 students)	http://www.edtechroundup.org/reviews/fishtree-learning-relationship-management-system
Freckle	https://www.freckle.com	Free features	400 Montgomery Suite 600, San Francisco, California 94111, USA	2013	Commercial	Preschool (0-5 years), Primary (6-11 years old) and Secondary (12-17 years old)	Analytics	700,000	Freckle Education	The platform allows students to work at their own pace so they're constantly challenged with material appropriate to their level. It generates reports on each student's progress to understand where the student is on a given day compared to the previous one and provides new lessons to reflect that progress.	AI to adapt the material to the student’s level and pace of learning	Adaptive learning platform	N/A	Personalized teaching, Easy-to-use performance reports	The free account offers limited functions
PhotoMath	https://www.photomath.net/fr	Free features	20 E 3rd Ave., San Mateo, CA 94401, USA	2014	Commercial	Secondary (12-17 years old), Teachers and Learners with special needs	Visual recognition and Analytics	1,000,000	Photomath, Inc.	Students who have trouble with a math problem take a picture of it using their mobile device, then send it to the application. PhotoMath reads and solves the problem using a step-by-step approach.	AI for reading and solving math problems	Learning mathematics	N/A	Scan a math problem for instant help, Obtain detailed guidance (specific steps)	The paid version offers improved features	Hamadneh, I. M., & Al-Masaeed, A. (2015). Math teachers' attitudes towards photo math application in solving mathematical problem using mobile camera. Educational Research and Reviews, 10(14), 1930.
Jellynote	https://www.jellynote.com/fr/	Free features	187 Rue du Temple, Paris, France	2012	Commercial	Other education actors	Analytics	1,000,000	Jellynote	Jellynote offers a place for musicians to connect with each other while sharing tabs, cords, sheets, and video content. It offers 400,000 songs that can be learned and played through sheets, classes, and tutorials.	Machine learning to analyze a player's musical ability and recommend where to focus learning efforts; Machine learning to personalise the experience and make it fit your profile as a learner.	Learning musical instruments and collaboration between musicians	N/A	Helping people learn to play guitar, piano and other instruments. Offering video tutorials and artist-focused ‘masterclasses’ to help people improve their playing, connecting musicians.	There is some free time, but people who want unlimited access pay £ 7.99 per month.
Babbel	https://fr.babbel.com/	Paid	Berlin (Allemagne)	2007	Commercial	General public	Speech Recognition and Analytics	1,000,000	Markus Witte et Thomas Holl	Babbel is a subscription-based language learning app and e-learning platform, which currently offers 14 different languages.	Voice recognition to practice pronunciation, personalized recommendations.	Learning language	N/A	Interactive lessons, Language for any situation (travel, work, etc.), Speech recognition to practice pronunciation	Requires a subscription of $15.99 / month / language.	Nushi, M., & Eqbali, M. H. Babbel: A Mobile Language Learning App. TESL Reporter, 51(1), 109-121.
Realizeit	http://realizeitlearning.com/	Paid	Dublin (Ireland)	2007	Commercial	Post-secondary (18 years and over) and Teachers	Analytics	1,000,000	David Collery, Frank Claffey, John Keane, John Keane	Realizeit is an intelligent and adaptive web based learning system that allows instructors to create custom, personalized learning experinces that improve student engagement and performance.		Adaptive learning, personalized comments for each learner	N/A	Courses customized for instructors, Personalized learning for students, Real-time insights into the progress of individual students, Auto-graded assignments and immediate, personalized feedback provided for every student.	N/A	Dziuban, C. D., Moskal, P. D., Cassisi, J., & Fawcett, A. (2016). Adaptive Learning in Psychology: Wayfinding in the Digital Age. Online Learning, 20(3), 74-96.
Classplusapp	https://classplusapp.com	Paid	1st Floor, D8, Sector 3, Noida, Uttar Pradesh 201301, India	2012	Commercial	Teachers	Analytics	1,000,000	Bunch Microtechnologies Pvt Ltd	Classplus is an interactive platform that lets teachers create and manage their classes. Teachers can create and sell online courses via their mobile app, give online tests, get personalized performance reports for all students, and contact parents.	AI for personalized performance reports	Interactive platform that lets teachers create and manage their classes	N/A	Insightful student reports, Communication with parents, Features for giving online tests, Selling online courses on your mobile app	The platform charges a subscription fee
FUN MOOC	https://www.fun-mooc.fr/	Free	12 VLA DE LOURCINE 75014 PARIS	2013	Academic - School	General public and Post-secondary (18 years and over)	Analytics	1,700,000	Le ministère de l'enseignement supérieur et de la recherche français, INRIA, CINES et RENATER	FUN MOOC is a platform designed to promote the use of massive open online courses (MOOCs). More than 130 MOOC and SPOC production partners in France and around the world share their trainings via this platform.	Machine learning, Adaptive learning and assessment	Teaching massive open online courses (MOOCs)	N/A	Online learning, Reduces cost, location and access barriers, Many partner schools and universities, Open courses.	N/A	Mongenet, C. (2016). FUN, une plate-forme de MOOCs au service des établissements d’enseignement supérieur. Annales des Mines - Réalités industrielles, mai 2016(2), 42-47. doi:10.3917/rindu1.162.0042.
Squirrel AI Learning	http://squirrelai.com/	Paid	No. 200 Tianlin Road,Building A2 (Huaxin World), Xuhui District, Shanghai, China	2014	Commercial	Primary (6-11 years old) and Secondary (12-17 years old)	Analytics	2,000,000	Yixue Group	Based on Artificial Intelligence techniques, the Squirrel AI Learning system tracks students’ learning process, evaluates students’ proficiencies and mastery of knowledge in real time, dynamically adjusts subsequent learning content and makes optimal learning paths over time according to students’ learning profiles.		Artificial intelligence algorithm technologies to study how different types of students interact with systems, to determine a user ability, to distinguish knowledge, to model the knowledge system, to construct a knowledge graph, to sort out the logical and cognitive relationships between knowledge components, to predict the learning ability of learners, to diagnose the student's knowledge state, to recommend the best knowledge components, to dynamically adjust the learning path in real time, and to find out the root cause of students' weakness in current knowledge.	N/A	Personalized learning experience, improving student efficiency and engagement.	N/A	Cui, W., Xue, Z., & Thai, K. P. (2018). Performance comparison of an AI-based Adaptive Learning System in China. In 2018 Chinese Automation Congress (CAC) (pp. 3170-3175). IEEE.
Socrative	https://socrative.com/	Free features	10113 104 St NW #403, Edmonton, Canada		Commercial	Primary (6-11 years old), Secondary (12-17 years old), Post-secondary (18 years and over) and Teachers	Analytics	3,000,000	Showbie Inc.	Socrative is a platform that teachers can use to create formative assessments with multiple choice, open-ended or closed questions. Teachers can review learner understanding at the class, learner or question level.	Automatic assessment of learner responses	Creating formative assessments	N/A	Creation of personalized activities, Quizzes are evaluated automatically in real time, Immediate feedback on the quiz, Free for learners	Free for learners, but $59.99 per year for elementary and high schools, $99.99 per year for higher education institutions and businesses	Faya Cerqueiro, F., & Martín-Macho Harrison, A. (2019). Socrative in Higher Education: Game vs. Other Uses. Multimodal Technologies and Interaction, 3(3), 49.
Bitsboard	http://bitsboard.com/bitsboard-classes	Free features	Vancouver, BC, Canada	2013	Commercial	Preschool (0-5 years), Primary (6-11 years old) and Learners with special needs	Analytics	3,000,000	Happy Moose Apps	This app offers a variety of learning tools and games in hundreds of topics. Users can learn a language, master vocabulary words, learn to read, improve spelling and more. It’s customizable and tracks answers so users can easily see what they’ve mastered so far and what they need to work on more. The Bitsboard learning algorithm personalizes games based on the individual player’s skill and knows when the user is ready to move on to the next challenge.	Adaptive learning, The Bitsboard learning algorithm personalizes games based on the individual player’s skill and knows when the user is ready to move on to the next challenge.	Language learning	N/A	Create your own lessons, track user progress, and share everything online.	Price
Dreambox	https://www.dreambox.com	Paid	Bellevue (USA)	2006	Commercial	Preschool (0-5 years) and Primary (6-11 years old)	Analytics	3,000,000	Dreambox Learning	Dreambox is an online math program that supplements basic education in the classroom or at home. It dynamically adapts to the learner, delivering personalized instruction.	AI engine to provide behaviour analytics,	Learning mathematics	N/A	Personalized teaching, Teacher support with educational data analysis	Home license: $12.95 /month per learner. School license: $20 / year per learner	Lenard, M. A., & Rhea, A. (2018). Adaptive Math and Student Achievement: Evidence from a Randomized Controlled Trial of DreamBox Learning. Manuskript, Harvard Graduate School of Education, Cambridge, MA.
Quizalize	https://www.quizalize.com/	Free features	St Thomas Street, London, England SE1 9RS, GB	2014	Commercial	Primary (6-11 years old), Secondary (12-17 years old), Post-secondary (18 years and over), Teachers and Learners with special needs	Analytics	3,200,000	Zzish Ltd	Quizalize is a platform where students learn through fun quizzes. The platform automatically differentiates learning based on student performance while providing data on proficiency.	Record of each student’s strengths and weaknesses, analysis of performance data	Automatically differentiating learning by student performance	N/A	Fun quizzes, Personalized learning, Helps teachers identify what help each student needs or topics for further study.	The free teacher account has limited functions. A premium account costs $5.75 / month.
Woonoz	https://www.woonoz.com/	Paid	6, avenue Sidoine-Apollinaire, 69009 Lyon	2005	Commercial	Other education actors	Analytics	5,000,000	Woonoz	An AI product, the engine of Woonoz Memory Anchoring adapts to the way learners memorize, their level of knowledge and their learning pace. This app offers learners, in real time, the training best suited to them and optimizes their memorization.	Memory anchoring engine	Adaptive learning	N/A	Personalized learning, Maximizes the rate of information retention	N/A
Docebo Learn (LMS)	https://www.docebo.com/fr/	Paid	Via Toledo 156, Naples, Italie	2005	Commercial	Other education actors	Analytics	6,000,000	Docebo S.p.A	Docebo Learn is a learning management system that uses AI algorithms to produce effective, in-depth learning experiences by creating personalized learning paths for each learner.	Adaptive learning to create personalized learning paths for each learner.	Learning management system	N/A	Personalized learning, Course progress reports.	A license must be purchased.
Plexuss	https://plexuss.com/solutions/home	Paid	231 Market Place, Suite 241 San Ramon, California 94583, USA	2011	Commercial	Post-secondary (18 years and over)	Analytics	6,000,000	JP NOVIN	PLEXUSS is the largest digital ecosystem for students to connect with over 18,000 colleges and universities worldwide. Our exclusive social and machine learning technology helps students worldwide connect with social capital that propels students forward.		Recruitment, data analysis, selection	N/A	Attract new students, selects students based on the interests and needs of the student and the school	N/A
Civitas Learning	https://www.civitaslearning.com	Paid	Austin (USA)	2011	Commercial	Post-secondary (18 years and over)	Analytics	8,000,000	Charles Thornburgh, Laura Malcolm et Mark Milliron	Civitas Learning’s student success intelligence platform helps colleges and universities harness the power of their student data to improve outcomes.		Adaptive learning	N/A	Automated identification of actionable knowledge points, custom predictive models.	N/A	Milliron, M., Kil, D., Malcolm, L., & Gee, G. (2017). From innovation to impact: How higher education can evaluate innovation's impact and more precisely scale student support. Planning for Higher Education, 45(4), 125-136.
Toppr	https://www.toppr.com	Free features	Mumbai (India)	2013	Commercial	Primary (6-11 years old) and Secondary (12-17 years old)	Analytics	12,000,000	Zishaan Hayath et Hemanth Goteti	Toppr is an India's learning app for grade 5-12 that offers online and live classes, personalized practice and helps students prepare for India tests.	Adaptive algorithms to create individual learning paths.	Adaptive learning	N/A	Adaptive practice, Live lessons, Online course, Chat with tutors, Help to solve the tests (in India).	The price varies between $280 and $560

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