"The most effective AI solutions replicate proven teaching practices"

Contents:

• Key categories of AI-based tools
• How to gain a foothold in the educational AI tools market

Key Categories of AI-Based Tools

Generative AI tools from Reach Capital analytics are classified into six key categories depending on the tasks they perform. These categories help us understand how AI technologies can be used to optimize processes and improve efficiency in various fields.

Modern learning tools adapt the learning process and support to the unique needs of each student, including their level of knowledge, skills, interests, and learning goals. These tools include AI services that provide learning materials, assignments, tests, and flashcards. Virtual tutors—chatbots that can answer questions, explain complex topics, and provide assistance in difficult situations—play a key role in this process. There are also bots designed to provide psychological support, helping to create a comfortable learning environment. These technologies contribute to the personalization of learning, improving its quality and effectiveness.

Reach Capital also includes "teacher assistants"—services designed to automate various tasks, such as lesson planning, grading, and tracking student progress. These tools help educators streamline their work, reducing administrative burdens and allowing them to focus on teaching.

There are many online platforms that can support students in their learning process. Quizlet, Khan Academy, Chegg, and Gradescope stand out among them. These resources offer a variety of learning tools, including interactive quizzes, video lectures, course materials, and collaboration opportunities. Using these platforms can significantly improve the effectiveness of the learning process, facilitating learning and exam preparation. Each of these platforms has its own unique features and advantages, making them useful for different types of students and learning needs.

Solutions in this category help users build a career trajectory and develop professional skills that align with the demands of the modern labor market and their personal experience. These tools are designed not only for individual users but can also be successfully integrated into corporate personnel development programs. Thus, they help organizations improve employee skills and adapt their abilities to changing market conditions.

This category also includes tools for learning foreign languages ​​and improving communication skills. Among them are services that assist in composing business letters and other professional texts. These resources promote effective language acquisition and the development of written communication, which is especially important in the business environment.

In today's world of technology and education, new tools are emerging that help users effectively develop skills and increase productivity. Notable platforms include Stemuli, Quench.ai, Workera, Eightfold.ai, and Duolingo. These resources offer unique approaches to learning and development, leveraging innovative methods like artificial intelligence and adaptive algorithms. Users can not only explore new topics but also improve existing skills, making these platforms particularly valuable for career advancement and personal development. Choosing the right tool can significantly improve learning effectiveness and help you achieve your goals.

This category includes a variety of educational media content creators and editors, such as text materials, illustrations, videos, and full-fledged training courses. Also included are tools for creating interactive and immersive lessons—services that transform regular text into exercises or quizzes, and also allow you to create content in virtual or augmented reality. Using these tools significantly improves the learning process, making it more engaging and effective.

Teachable, Nearpod, Atypical AI, Inworld, and Curipod are modern platforms that significantly change the approach to learning and interaction with educational content. These tools offer innovative solutions for teachers and students, helping to create interactive and engaging educational materials.

Teachable allows users to develop and sell their own online courses, providing all the necessary tools for content creation, student management, and analytics. Nearpod offers the ability to create interactive lessons with virtual reality elements, making the learning process more immersive.

Atypical AI and Inworld focus on using artificial intelligence to improve the educational experience, providing personalized recommendations and adaptive learning methods. Curipod, in turn, focuses on creating beautiful and easy-to-use presentations, helping educators effectively convey information to students.

Each of these platforms offers unique features and capabilities that can significantly improve the quality of education and make it more accessible. Choosing the right tool depends on the specific needs and goals of users.

Services and platforms that simplify organizational processes play a key role in the management of educational institutions. They help automate routine tasks, significantly increasing efficiency and optimizing resource allocation. This category also includes tools for collecting and analyzing data, allowing for informed decision-making based on the information received. Using such solutions contributes to the improvement of the educational process and the level of interaction between educators, students, and administration.

Examples of online learning platforms include GoTeacher, Doowii, and PowerSchool. These services provide a variety of tools for organizing the educational process, improving interaction between educators and students. GoTeacher offers functionality for creating interactive lessons, Doowii focuses on personalized learning, and PowerSchool provides school management. These platforms promote more effective learning and enhance the quality of the educational process.

First and foremost in this category are search engines that can effectively find relevant information in large data sets, such as scientific publication databases. This category also includes tools that can create concise annotations for extensive texts, as well as chatbots that provide users with answers to questions about document content. These technologies significantly simplify the process of searching and analyzing information, making it faster and more convenient for users.

Various platforms for scientific information search and research exist, such as Google Scholar, Elicit, Consensus, and Audemic Scholar. These resources provide access to extensive databases of scientific publications, allowing researchers and students to find relevant studies and articles on topics of interest. Google Scholar is one of the most popular tools, offering a wide range of materials, including books, dissertations, and journal articles. Elicit focuses on simplifying the process of searching and analyzing scientific data, allowing users to quickly find the information they need. Consensus offers a unique approach to analyzing scientific papers, combining research results for a deeper understanding of topics. Audemic Scholar focuses on audio formats, allowing users to access scholarly materials in a convenient format. Using these platforms can significantly speed up and simplify the research process, providing access to high-quality information sources.

The sixth category includes tools for detecting academic dishonesty. These tools effectively recognize texts generated by neural networks and identify cases of plagiarism in student work. The use of such technologies helps maintain academic integrity and ensures high educational standards.

There are many tools for checking text uniqueness and detecting plagiarism. Such services include Crossplag, GPTZero, Copyleaks, and Turnitin. These platforms help users ensure the originality of their materials, which is especially important for students, researchers, and content authors. Using such tools not only helps avoid legal problems associated with plagiarism but also improves the quality of work, ensuring its uniqueness. When choosing a suitable service, it is worth considering its functionality, the accuracy of plagiarism detection, and ease of use.

Not all of these categories are equally represented on the market. According to research by Reach Capital, investors are showing the greatest interest in AI tools that facilitate professional development, personalized learning, and user support. The leading products in terms of the number of developed products are tools for personalized learning, platforms for learning foreign languages, and services that support teachers in their work.

How to gain a foothold in the educational AI tools market

Tony Wang notes that the landscape of the artificial intelligence market in education continues to transform. Neural networks contribute to the democratization of the development of new AI tools, which opens up vast opportunities for educational institutions and students. Thanks to this, access to modern technologies becomes more equitable, and innovative solutions can be implemented into educational processes. Educational platforms and applications using AI are becoming more accessible and diverse, which contributes to improving the quality of education and increasing student engagement.

Knowledge of programming basics and prompt writing skills play a key role in creating useful products. If a product can be described, it can most likely be developed. As part of our project, we worked with experienced engineers, developers, and product designers, as well as with students and faculty involved in creating educational software. These interactions highlight the importance of an interdisciplinary approach and the exchange of expertise in development and education.

Artificial intelligence is constantly evolving, and tools based on neural networks can quickly become outdated. The author of this article highlights several key principles that companies seeking growth in the educational technology market should consider. These principles will help them adapt to change and remain competitive in the face of rapid progress.

A deep understanding of how neural networks and large language models work, their development, as well as the skills to configure and work with prompts are key factors for success. It is crucial for companies to monitor current research and trends in this field to effectively leverage the opportunities offered by modern technologies. Awareness of the latest advances in neural networks helps improve competitiveness and optimize business processes.

Own data for training Neural networks represent a significant advantage for established EdTech companies. However, according to the head of the Reach Capital platform, new startups have every chance of catching up with more established companies by providing valuable user experiences. This will allow them to collect the necessary data to train and optimize their models.

It's important to understand users' needs, the tasks they perform daily, and how artificial intelligence can help them. It's no coincidence, as Tony Wang notes, that the best AI assistants for teachers were created by former educators. These tools include the lesson planner and assignment generator MagicSchool.ai, as well as the student writing assessment system enlightenAI. These solutions significantly simplify the teaching process and help teachers manage their time and resources more effectively.

It's important for AI tool developers to consider how their products will integrate with existing technologies used by educational institutions and companies for employee training. While many of these solutions may be outdated, replacing them is often a complex and costly undertaking for organizations. Therefore, successfully integrating new AI solutions with existing systems can significantly improve learning efficiency and optimize processes.

Tony Wang argues that the best EdTech tools are based on educational research, and the most effective AI-powered solutions are capable of replicating and scaling proven pedagogical practices. AI tutors are promising because they successfully deliver educational content and instructions. However, it is important to consider how effectively they motivate students and whether they can adapt to the characteristics of the developing brains of children and adolescents. These issues require careful analysis and discussion to assess the true potential of AI in the educational process.

Once AI tools cease to be a novelty, user retention becomes an important indicator of their true value. This helps determine whether a product is truly popular due to temporary impressions or has long-term usefulness. Although technology is constantly evolving, the fundamental principles of successful business remain unchanged. User satisfaction, stable revenue, and sound unit economics are key factors determining the success of any product.

In the new environment, performance criteria may change. For example, the LTV/CAC ratio, which represents the ratio of a customer's lifetime value to the cost of acquiring them, is considered normal. The optimal value for this ratio is 3:1, meaning that one customer brings a company three times more revenue than the cost of acquiring them through marketing and sales. However, the implementation of artificial intelligence reduces these costs, increases productivity, and accelerates product time to market. Therefore, Reach Capital specialists believe it is appropriate to reconsider generally accepted performance criteria.

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Be sure to check out the additional materials.

• "Neural networks help develop and use fundamentally new formats"
• What AI assistants have learned to do in education
• Analytics: how educational organizations are implementing AI solutions
• How to use ChatGPT and its analogues in education: a comprehensive overview