AI mapping – Resources

Name	URL	Cost	Address	Year Created	Type	Audiences	Technologies	User count	Creators	Description	Tech Description	Uses	Reasons	Pros	Limitations	Publications
Lalilo	https://www.lalilo.com/	Free features	Liberté Living Lab, 16 rue du Caire 75002 Paris	2016	Commercial	Primary (6-11 years old)	Speech Recognition and Analytics	0	Lalilo	Lalilo is a web application that teachers can use in the classroom to differentiate their teaching from reading. Through speech recognition and adaptive learning, Lalilo detects each student’s strengths and weaknesses and ensures they’re working on lessons and exercises suitable for their level of development.	Adaptive learning, speech recognition	Learning to read	N/A	Differentiate teaching, Free teacher edition	Premium version for schools
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.
LEADx Coach Amanda	https://leadx.org/hr-ai-chatbot-coach/	Paid	1635 Market Street Suite #1600 Philadelphia, Pennsylvania 19103	2017	Commercial	Other education actors	Natural language processing and Analytics	0	LEADx. Inc.	LEADx Coach Amanda combines behavioral science, artificial intelligence and expert content to improve leadership behaviors, employee engagement and productivity. The AI-powered Executive Coach gives guidance, nudges & answers questions. The platform offers 200+ micro-learning lessons designed for busy schedules & short attention spans. Based upon your personality profile, Coach Amanda chatbot will personalize your manager training down to the sentence level.	AI-powered Executive Coach gives guidance, nudges & answers questions.	Improve leadership behaviors, employee engagement and productivity	N/A	Personalize manager training, improve leadership behaviors, employee engagement and productivity.	Price
Mobymax	https://www.mobymax.com/curriculum/state-test-prep	Free features	3144 Brushwood Way, Potomac, Maryland, 20854, United States		Commercial	Preschool (0-5 years), Primary (6-11 years old), Secondary (12-17 years old), Teachers and Learners with special needs	Analytics	0	Learn Without Limits, LLC 1	MobyMax is a test preparation system that pinpoints areas of mastery and targets areas where help is needed. It allows students to progress immediately once mastery is achieved.	Adaptive learning to target areas where students are struggling and provide adaptive practice	Mathematics, language and reading	N/A	Adaptive practice, Instant feedback on issues, customized to use your state's standards (USA)	Free for students. Teachers, schools or districts pay a licensing fee, starting at $ 99.
Kaligo DYS	https://kaligo-dys.com/	Paid	France	2020	Commercial	Preschool (0-5 years), Primary (6-11 years old) and Learners with special needs	Analytics	0	Learn&Go, INSA-IRISA, Université de Rennes 2, LP3C et UR1-IRISA	The Kaligo DYS project offers an application to learn writing (especially graphomotor skills) for children with dysgraphia.	Real-time analysis of writing quality to show students their mistakes and personalize exercises to their level	Learning to write	N/A	Supplements traditional learning methods with exercises on a tablet, with and without a stylus. Offers differentiated learning paths and remediation based on an automatic analysis of students' writing.	N/A
Kaligo	https://www.kaligo-apps.com/fr/	Paid	France	2018	Academic - School	Primary (6-11 years old)	Analytics	0	Learn&Go, INSA-IRISA, Université de Rennes 2, LP3C et UR1-IRISA, France	Kaligo is a tablet application designed to help students learn to write.	Real-time analysis of writing quality to show students their mistakes and personalize exercises to their level	Learning to write	N/A	Supplements traditional learning methods with exercises on a tablet, with and without a stylus. Offers differentiated learning paths and remediation based on an automatic analysis of students' writing.	N/A	Bonneton-Botté, N., Fleury, S., Girard, N., Le Magadou, M., Cherbonnier, A., Renault, M., ... et Jamet, E. (2020). Can tablet apps support the learning of handwriting? An investigation of learning outcomes in kindergarten classroom. Computers & Education, 151, 103831
Stream LXP	https://learningpool.com/solutions/learning-experience-platform-stream/	Paid	The City Factory 100 Patrick Street Derry, BT48 7EL, United Kingdom		Commercial	Teachers and Other education actors	Natural language processing and Analytics	0	Learning Pool Limited	With Stream LXP, you can transform user engagement with social and self-directed learning, natural language deep search and personalized recommendations. Using the power of Artificial Intelligence, stream personalizes the learning experience for each user and analyzes interactions to drive performance improvement.		Give organizations the tools to design, deliver and facilitate social learning while making the most of content	N/A	Adaptive learning	Price
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.
Leeruniek	https://leeruniek.nl/	Paid	Oudezijds Achterburgwal 237, 1012 DL Amsterdam, Pays-Bas		Commercial	Primary (6-11 years old) and Teachers	Analytics	0	Leeruniek	Leeruniek enables personalised learning by providing insight in pupils' progress across subjects. The tool aggregates multiple data streams, e.g. test scores, educational games or daily exercises, and turns this data into actionable insights for educators.	learning analytics	Adaptive learning	N/A	Learning analytics to personalize learning, improving learning outcomes and motivation, saving teachers time	N/A
Letrus Writing Skills	https://www.letrus.com.br/	Free	Rua Francisco Leitão, 469, Sao Paulo, SP 05414-025, Brésil	2017	Commercial	Secondary (12-17 years old) and Learners with special needs	Analytics	0	Letrus	Letrus Writing Skills is a program that uses AI for automated feedback on student writing. Letrus aims to reduce functional illiteracy in the Portuguese language by giving high school students and teachers more opportunities to practice	Data analysis, adaptive learning, feedback	Learning to write (Portuguese)	N/A	Hybrid AI and human feedback, improved student monitoring	Plateform in portuguese
Firecracker	https://firecracker.lww.com/	Paid	41 Winter Pl, Boston, MA 02108, États-Unis		Commercial	Post-secondary (18 years and over)	Analytics	0	Lippincott (Parent organization : Wolters Kluwer)	Firecracker is an adaptive learning platform that puts together content and resources written by experts coupled with spaced repetition to help medical students crush their exams.	Adaptive learning algorithm to deliver a personalized learning experience	Medicine	N/A	Personalized learning experience; Resources to help medical students preparee for exams	The price depends on the plan chosen ($ 74/2 months to $ 374/48 months)
Myelin	https://www.myelin.solutions/	Paid	Montréal, Canada	2018	Commercial	Other education actors and Learners with special needs	Natural language processing and Analytics	0	Marc-Olivier Schüle, Marise Bonenfant et François	Myelin is an autism information and collaboration platform. The platform allows users to ask very specific questions and obtain answers that are factual, reliable, and recent. Myelin combines three sources of information: scientific information, experiential information from the community, and situation-specific individual information.	Machine learning algorithms to give a short answer reflective of the situation.	Autism information and collaboration	N/A	Short, factual, reliable and recent answers that are adapted to the situation. Collaboration among users	N/A
MARi	https://mari.com	Paid	100 N Pitt St, Suite 240 Alexandria, VA 22314		Commercial	General public	Analytics	0	MARi LLC	MARi is a personal learning platform that creates pathways to careers and jobs, based on individuals' skills and credentials. It functions like a ‘Career GPS’, helping users navigate from their current skill set through a series of educational experiences and on to their stated job goal.	AI algorithms to predict performance and prescribe the right intervention.	Personal learning platform	N/A	Visual gap analysis to current or future skill requirements, Personalized recommendations for the best paths to close any gap, Learning analytics	Price
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.
SmartBook	http://learnsmartadvantage.com	Free features	Irvine (USA)	2013	Commercial	Post-secondary (18 years and over) and Teachers	Analytics	0	McGraw Hill	SmartBook is an adaptive learning and reading tool that tailors the course manual to the unique needs of each student. It lets teachers monitor their students’ learning progress.		Adaptive learning to personalize the course manual.	N/A	SmartBook actively adapts the course manual to a student's individual needs. Teachers can monitor the learning progress of students. Available for computer, mobile and tablet	A license key is needed to access all the book’s chapters.	https://www.engadget.com/2013/01/08/mcgraw-hill-smartbook/
Metacog	https://metacog.com	Paid	USA	2018	Commercial	Post-secondary (18 years and over), Teachers and Researchers	Analytics	0	Metacog Technologies, LLC	Metacog is a learning analytics, human-computer interface and EDM rooted startup - uniquely leveraging streaming big-data technology to measure an individual’s ability to demonstrate in-demand skills.		Metacog is a learning analytics, human-computer interface and EDM rooted startup - uniquely leveraging streaming big-data technology to measure an individual’s ability to demonstrate in-demand skills. The Metacog API data platform supports delivery, analysis, and reporting of authentic, performance-based assessment. Metacog’s trainable machine learning models and real-time data analytics observe the user (learner, candidate, employee) as they work through a digital task, capturing not just their final answers, but also their behavior, process, and problem-solving approaches.	N/A	Metacog evaluates HOW people think, and their DEMONSTRATED competencies - not just what they have memorized. Hard to assess skills such as complex problem solving, knowledge synthesis and collaboration are now measurable.	N/A
Miao	http://www.miaoacademy.org	Paid	Singapore	2016	Commercial	Secondary (12-17 years old) and Learners with special needs	Natural language processing, Visual recognition and Analytics	0	Miao Technology Pte. Ltd.	The Miao app and chatbot help students answer homework questions. Students take a picture of or type any math question, and the app shows them how to solve it step by step. Students get access to personalized educational content, including videos and articles to understand the educational concepts behind each question. They also receive real-time feedback so they can improve.	Monitor student progress, adapt the conversation, and provide instructors with information	Mathematics and science	N/A	Saves time (just a photo of the question), Solves mathematical and scientific questions, Real-time feedback on the student’s weaknesses.	N/A
Microsoft cortana	https://www.microsoft.com/en-us/cortana	Paid	USA	2014	Commercial	General public, Secondary (12-17 years old), Post-secondary (18 years and over), Teachers and Learners with special needs	Natural language processing and Speech Recognition	0	Microsoft	Cortana is a virtual assistant.	Speech recognition	Virtual assistant	N/A	Quick access to information	N/A	Kepuska, V., & Bohouta, G. (2018, January). Next-generation of virtual personal assistants (microsoft cortana, apple siri, amazon alexa and google home). In 2018 IEEE 8th Annual Computing and Communication Workshop and Conference (CCWC) (pp. 99-103). IEEE.
Lecteur immersif	https://www.onenote.com/learningtools	Free	One Microsoft Way Redmond, WA 98052-6399 USA		Commercial	General public and Learners with special needs	Natural language processing	0	Microsoft Corporation	Immersive Reader is an AI service that helps users of all ages and reading abilities read and understand text through features like read aloud and language translation and by focusing attention with highlighting and other design elements. It’s available for OneNote, Word, and Outlook on various devices.	Machine learning for reading aloud, translating languages.	Improving reading skills	N/A	Reads text aloud, Captivates attention and speed sup reading, Improves comprehension and text composition, Improves reading speed, Allows teachers to help students with different needs, Available free of charge.	N/A
STMath	https://www.stmath.com/	Paid	5281 California Ave., Suite 300 Irvine, CA 92617, USA		Commercial	Preschool (0-5 years), Primary (6-11 years old), Secondary (12-17 years old) and Teachers	Analytics	0	MIND Research Institute	STMath, a game-based software, starts by teaching the foundational concepts visually, then connects the ideas to the symbols and language. Each student has their own personalized journey and takes as long as they need to achieve mastery. Animated informative feedback offers an intrinsically motivating learning experience that shows students the mathematical consequences of each answer.		Mathematics learning	N/A	Individualized learning, developing conceptual understanding, math subjects are aligned with all US state standards.	ST Math costs around $ 25 to $ 29 per student per year in schools. A one-year subscription to ST Math Homeschool costs $ 149.00 per child.	Rutherford, T. et al. (2014). A randomized trial of an elementary school mathematics software intervention: Spatial-temporal math. Journal of Research on Educational Effectiveness, 7(4), 358-383.
edX	https://www.edx.org	Paid	Cambridge (USA)	2012	Commercial	Post-secondary (18 years and over)	Analytics	0	MIT et Harvard University	EdX is a MOOC provider that runs online university courses in a wide range of disciplines, including some free of charge.	Machine learning, Adaptive learning and assessment	Online learning	N/A	Online learning, Reduces cost, location and access barriers. Many partner universities, Open courses.	N/A	Rosen, Y., Rushkin, I., Rubin, R., Munson, L., Ang, A., Weber, G., ... & Tingley, D. (2018, June). The effects of adaptive learning in a massive open online course on learners' skill development. In Proceedings of the Fifth Annual ACM Conference on Learning at Scale (pp. 1-8).

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