AI mapping – Resources

Name	URL	Cost	Address	Year Created	Type	Audiences	Technologies	User count	Creators	Description	Tech Description	Uses	Reasons	Pros	Limitations	Publications
Navigator	https://gooru.org/about	Free	350 Twin Dolphin Dr, Suite 115, Redwood City, CA 94065, USA		Academic - School	Post-secondary (18 years and over) and Teachers	Analytics	0	Gooru Learning	With Navigator, learners experience a GPS-like journey for learning, instructors monitor their learners and engage them with classroom practices, administrators track performance and scale success, and content providers develop a greater audience. Navigator uses AI techniques to individualize the learning experience and make individual learning at scale possible by understanding each learner through computing their preferences, context, and performance.		Adaptive learning, Real-time Feedback	N/A	Adaptive learning, Real-time Feedback	N/A	Songer, N. B., Newstadt, M. R., Lucchesi, K., & Ram, P. (2020). Navigated learning: An approach for differentiated classroom instruction built on learning science and data science foundations. Human Behavior and Emerging Technologies, 2(1), 93-105.
Teach to One: Math	https://www.newclassrooms.org/	Paid	1250 Broadway, 30th Floor, New York, NY 10001, USA	2011	Commercial	Primary (6-11 years old), Secondary (12-17 years old) and Teachers	Analytics	0	New Classrooms	Teach to One: Math is designed to give students rigorous and engaging learning experiences each day tailored to their strengths and needs. Its adaptive Personalized Curriculum uses analytics from historical learner patterns, individual learner attributes, and lesson characteristics to decide what, when, where, and how students learn. Teachers have access to complete, real-time information on student progress through the Teacher Portal, enabling them to supplement, reinforce, and advance in-class learning.		Adaptive learning to persolize learning experiences	N/A	Personalized learning materials, Multiple types of assessments, Providing students with actionable feedback, Providing teachers with learning analytics.	$ 225 per student each year	Ready, D. (2014). Student mathematics performance in the first two years of Teach to One: Math.
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.
CampusNexus Engage	https://www.campusmanagement.com/products/crm-for-higher-education	Paid	5201 Congress Ave. Boca Raton FL 33487, USA		Commercial	Post-secondary (18 years and over)	Analytics	0	Campus Management Corp.	CampusNexus Engage combines Campus Management’s deep CRM (customer relationship management) solutions expertise with Microsoft’s application and cloud infrastructure to deliver a system of intelligence for higher education. Built using Microsoft Dynamics, Azure, and Power BI, the solution integrates higher education workflow processes and best practices with the latest innovations in artificial intelligence, machine learning, and business analytics to improve engagement and drive student and institutional success.		Artificial intelligence and machine learning to improve engagement and drive student and institutional success	N/A	Institutions acquire an overview of the student life cycle, Dynamically respond to each student's unique experience and needs.	N/A
Alexa	https://aws.amazon.com/fr/education/alexa-edu/	Paid	1100 Enterprise Way Sunnyvale, CA 94089, USA	2014	Commercial	Post-secondary (18 years and over), Teachers and Learners with special needs	Natural language processing and Speech Recognition	0	Amazon Lab126	With Alexa, students, educators, and parents can use their voice to interact with technology that deepens learning, provides access to critical information, and saves time. Students can track upcoming events on their calendar, get study resources, or make an appointment with a guidance counselor– all without having to open their computer. Teachers can use Alexa to prepare for upcoming lessons, while administrators can quickly access important information like enrollment statistics.		Speech recognition	N/A	Quick access to information	N/A	Chung, H., Park, J., & Lee, S. (2017). Digital forensic approaches for Amazon Alexa ecosystem. Digital Investigation, 22, S15-S25.
Amira Learning	https://www.amiralearning.com/	Paid	San Francisco, CA 94104, US.	2018	Commercial	Preschool (0-5 years), Primary (6-11 years old) and Learners with special needs	Natural language processing, Speech Recognition and Analytics	0	Amira Learning	Amira Learning is an intelligent reading assistant that listens, assesses & tutors. Amira recommends appropriately challenging stories, listens as a student reads aloud, and intervenes when helpful. Amira’s Dyslexia Screener identifies students at risk of Dyslexia and other disorders.		AI to generate the right reading intervention at the right time, (voice recognition) to automate Oral Reading Fluency assessment	N/A	Accelerating reading mastery, giving teachers more time to teach, giving students a more effective way to practice, identifying students at risk of Dyslexia and other disorders, diagnostic reports that empower teachers and parents	Amira Assessment costs about $5 per student per year. Dyslexia Screener costs about $2.50 per student, and interactive Amira Practice costs about $10 per user.
Mathia	https://www.mathia.education/	Free	France	2019	Academic - School	Primary (6-11 years old) and Learners with special needs	Natural language processing, Speech Recognition and Analytics	0	Prof en poche, Tralalere, LumenAI et Cabrilog	Mathia is a smart 3D voice assistant. It lets teachers monitor their students’ progress and offer personalized lessons.	Data analysis, creation of personalized paths, voice assistant and visualization tools	Smart mathematics educational assistant	N/A	Personalized paths, monitors student progress	N/A
Google Home	https://assistant.google.com/intl/fr_ca/	Paid	USA	2016	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	Google	Google Home is a series of speakers that are connected to a virtual personal assistant. This assistant is generally used at home, but why not use it in class? It can answer questions, give definitions, translate words, give reminders, etc., and is a quick way to provide struggling students with information.		Voice recognition, 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.
Apple Siri	https://www.apple.com/ca/siri/	Paid	USA	2011	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	Apple	Siri is a virtual assistant. For some students, typing can be a challenge. Siri, Apple’s built-in personal assistant, can help students do the things they do every day — just by asking. They can say “Remind me to turn in my history paper Friday” or “Text Mom I’m staying after school.” Siri can help students who struggle with organization by scheduling activities and setting reminders. And Siri is integrated with VoiceOver — an advanced screen reader — so blind and low-vision students can ask where the nearest music store is, and hear the answer read out loud.		Speech recognition	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.
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.
Happy Numbers	https://happynumbers.com	Paid	2345 Yale Street., First Floor, Palo Alto, CA 94306, USA		Commercial	Primary (6-11 years old), Secondary (12-17 years old) and Teachers	Analytics	0	Happy Numbers Inc.	Happy Numbers is an AI-based platform that offers students one-on-one tutoring and guidance in math. It features math exercises and analyzes students’ performance, after which it sends feedback to teachers.		Mathematics learning	N/A	Students progress at their own pace, Provide immediate feedback based on the student's response, Teachers gain actionable insight into student performance.	Price: $ 14.5 / student / year
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.
EasyBib Plus	https://www.easybib.com	Paid	10 E. 39st. Street, New York, New York 10016 US		Commercial	Post-secondary (18 years and over) and Learners with special needs	Visual recognition and Analytics	0	Imagine Easy Solutions, LLC	EasyBib is a tool that checks for grammar errors and plagiarism. WriteLab, an online platform that gives immediate feedback on writing, is now part of EasyBib.	AI to give better feedback on your writing so you can keep learning and improving	Grammar and plagiarism checker	N/A	Immediate feedback on writing, Checks for plagiarism, Generates quotes.	Price: $9.95 per month after a 3-day trial
MATHiaU	https://www.carnegielearning.com/products/software-platform/mathiau-learning-software/	Paid	501 Grant Street, Union Trust Building, Suite 1075, Pittsburgh, PA 15219, USA		Commercial	Post-secondary (18 years and over) and Teachers	Natural language processing and Analytics	0	Carnegie Learning, Inc.	MATHiaU is an intelligent tutoring system that provides a personalized experience with customized feedback and deep insight into where students currently are and where they are headed.	Adaptive learning, Adaptive Personalized Learning to give instructors a clear projection of where students are heading in their progress to mastery, A live facilitation tool that provides in-the-moment, actionable data.	Mathematics learning	N/A	Personalized learning, Insight into students learning progress, Providing instructors with in-the-moment, actionable data.	N/A
Declara	https://declara.com/	Free features	977 Commercial Street Palo Alto, CA 94303, USA		Commercial	General public	Analytics	0	Declara Inc.	With Declara, personalized access to content, communities, and people are unified in one, intelligent knowledge and collaboration platform that helps learners reach their professional goals faster. Declara's CognitiveGraph engine uses semantic analysis and predictive analytics to generate your Learning Profile and power your personalized learning feed. Machine learning algorithms understand what you like and feed you the articles, collections, and insights that fit your interests. Learners collaborate and converse right from the content that spark the ideas.		Machine learning to create a personalized learning path. Intelligent social learning platform that connects people to content.	N/A	Personalized learning paths, Content recommendations, Persistent chat window for real-time conversations.	The free plan has limited functionality
IntelliMetric	http://www.intellimetric.com/direct/	Paid	6805 US-202, New Hope, PA 18938, États-Unis	1998	Commercial	Teachers	Natural language processing, Visual recognition and Analytics	0	Vantage Labs	IntelliMetric is an artificial Intelligence - powered essay scoring platform. It is capable of scoring written assignments regardless of writing level, so scores and feedback will be relevant to the individual's capabilities.	Analyze and record the compositions.	Writing assessment platform	N/A	Immediate feedback to students, Report and reject any submission if it is off topic or inappropriate, Free up time for teachers.	Paid, but the price is not specified.	Rudner, L. M., Garcia, V., & Welch, C. (2006). An evaluation of IntelliMetric™ essay scoring system. The Journal of Technology, Learning and Assessment, 4(4).
Dave	https://dynamicly.com/discovery	Paid	Boston et Montréal		Commercial	Post-secondary (18 years and over)	Natural language processing and Analytics	0	Dynamicly	Teaching assistant, chatbot that guides users during online lessons, making them appealing and interactive. With a simple statement, the virtual assistant immediately serves up what users are looking for. It also gives a reminder when there is a project to hand in or a lesson to follow.		Chatbot, processing of user requests, offers insight into how users access content	N/A	Makes online courses interesting, Personalized information on demand, Offers insight into how users access content	Service must be purchased
Quizlet Learn	https://quizlet.com/fr-fr/features/learn	Free features	501 2nd Street Suite 500 San Francisco, CA 94107 United States.		Commercial	Secondary (12-17 years old) and Post-secondary (18 years and over)	Analytics	0	Quizlet LLC	With Quizlet, you create a list and indicate the due date by which you must learn its content. The app will work out a plan tailored to your needs with reminders when it's time to study.	Machine learning to show students the most relevant study material.	Helping learners develop a plan based on their needs	N/A	Tells you exactly what to study and when, Visualizes your progress, Shows students the most relevant study material.	The free account has limited functions.	Sanosi, A. B. (2018). The effect of Quizlet on vocabulary acquisition. Asian Journal of Education and e-Learning (ISSN: 2321–2454), 6(04).
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.
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
KidSense	https://kidsense.ai/	Paid	2672 Bayshore Pkwy, Suite 1000 Mountain View, CA 94043, USA	2015	Commercial	Preschool (0-5 years), Primary (6-11 years old) and Learners with special needs	Speech Recognition	0	Roybi, Inc.	KidSense's speech-to-text tool uses AI to transfer a child’s speech into text in order to take notes, practice vocabulary or even take tests. It recognize children' speech even if two languages are spoken at the same time.	Voice recognition to convert a child's speech to text.	Children's education	N/A	Converts a child's speech to text, Supports simultaneous dual voice recognition.	Must be purchased, but the price is not specified.

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