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The Human-AI Tutoring Hybrid Is Quietly Reshaping How Students Learn Math and Reading

AI tutoring is no longer a future concept; it's actively supporting students in classrooms across the UK and US right now. Companies like Third Space Learning have shifted their tutoring operations almost entirely to AI, while platforms such as Canva Learn Grid and Khan Academy's Khanmigo are embedding AI tutors into widely used classroom tools. The shift raises a critical question: can machines deliver the personalized, reasoning-based instruction that once required hiring expensive human tutors ?

Why Schools Are Betting on AI Tutors When Human Tutoring Costs Too Much?

One-on-one tutoring has long been considered the gold standard for education, but it's been accessible only to families who could afford private tutors. That economics problem is what's driving the AI adoption. Third Space Learning's CEO Tom Hooper explained the reasoning: "Human tutoring, if I look at the dosage, the number of sessions that schools could afford per student, even when they could afford it, was not enough to be practical, affordable and scalable. We started looking at [AI] and thinking, 'If this can deliver evidence-based [tutoring at scale], then that would be transformative.'"

Tom Hooper

The numbers back up the urgency. Half of US students report asking chatbots for homework help, and more than 60 percent of UK students have done the same. Meanwhile, England's Department for Education is investing in its own AI tutors set to roll out next year, while a growing network of schools in the US is replacing traditional classroom instruction with AI-based tutoring apps.

What Makes Some AI Tutors Actually Work Better Than Others?

Not all AI tutoring is created equal. Policy researcher Liz Cohen, who spent years studying more than 10,000 tutoring programs, noted that "right now AI means whatever you want it to mean to whomever is speaking". Some platforms merely add interactive elements powered by AI, while others use conversational chatbots designed to reason through problems with students, like Skye does with math.

The most effective AI tutors are built on research about "high-impact tutoring" that emerged after the pandemic to address learning loss. This research recommends three 30-minute sessions per week in a school-based setting, either one-on-one or in small groups, under supervision of a trained adult. Platforms like Skye and Amira, a US-based literacy tutor, follow these evidence-based principles.

Here's where it gets interesting: recent research suggests that human-monitored AI tutoring, in which human tutors refine AI lessons before students use them by "training" the large language models, is more effective than human tutoring alone. This "human-in-the-loop" approach appears to be the sweet spot, combining AI's scalability with human judgment.

How Teachers Are Using AI Beyond Just Tutoring?

While tutoring gets the headlines, teachers are quietly using AI for a much broader range of tasks. Three-quarters of teachers in England are using AI in their classrooms, primarily for resource creation (61 percent), lesson planning (41 percent), and administrative tasks (38 percent), according to the NEU teaching union's State of Education: AI report. However, half of schools have no formal policy on how AI can be deployed by either teachers or students.

Some teachers report that AI saves them significant time on preparation work. Samantha Lippert, a third-grade teacher in Western New York, explained: "This year I have used AI to take what [the district curriculum] has given us and make it better. This has allowed me to also make teaching better because it is creating routine for both myself and the students".

But not all teacher uses are uncontroversial. Some educators worry that using ChatGPT for lesson planning might skip over crucial intellectual work. Author and educator David Didau cautioned that "lesson planning is not the same as intellectual preparation. Without this intellectual work, teachers are left performing lessons they don't fully understand, no better off than students copying homework from ChatGPT".

Steps for Educators to Implement AI Responsibly in the Classroom?

  • Establish Clear AI Policies: Create written guidelines for how both teachers and students can use AI tools, since half of schools currently lack any formal policy on AI deployment.
  • Focus on Human-Monitored AI Tutoring: If adopting AI tutoring, prioritize platforms that use human oversight to refine AI lessons before students interact with them, as research shows this hybrid approach outperforms human tutoring alone.
  • Use AI for Preparation, Not Replacement: Leverage AI for resource creation, lesson planning, and administrative tasks while maintaining the intellectual work of understanding why lessons are structured the way they are.
  • Build AI Literacy for Students: Teach students both the benefits and limitations of AI tools so they use them to support learning rather than as shortcuts for quick answers.
  • Customize AI Tools for Multilingual Learners: Use AI translation tools, image generators, and video creators to provide culturally relevant materials and background knowledge for English learners.

How Is AI Changing the Classroom Experience for English Learners Specifically?

English learners (ELs) represent a unique case where AI shows particular promise. Teachers have found that AI tools can translate materials in less common languages like Wolof and Mai Mai, and platforms like Claude can provide translations with greater cultural nuance than generic translation services. When students can access a summary of a text in their native language or use parallel-text translations, they're better able to focus on learning content rather than struggling with language barriers.

AI image creators like Adobe Firefly and Nano Banana have become essential for building comprehension support. Teachers are also using AI-generated videos and podcasts to explain concepts in multiple languages, combining visuals, audio, and key vocabulary in ways that make lessons more accessible. Additionally, AI-powered platforms like Diffit and Brisk allow teachers to modify materials based on students' proficiency levels and cultural backgrounds, creating culturally relevant texts and comprehension questions.

However, educators working with ELs have identified real concerns. Multilingual learners who are still developing content knowledge may not always detect when AI produces false or inaccurate information, potentially leading to misunderstandings. Some students also become overly dependent on AI, turning to it for quick answers rather than engaging in the learning process themselves, which can impede academic success when concepts build on one another.

What Are Schools and Universities Doing to Prepare Students for an AI-Driven World?

Beyond classroom AI tools, educational institutions are taking a broader approach to preparing students for life with artificial intelligence. Elon University, the American Association of Colleges and Universities, and The Princeton Review released the third annual "Student Guide to Artificial Intelligence," now titled "Human Wisdom for the Age of AI: A Field Guide to Cultivating Essential Skills". The publication, available free to students and institutions worldwide, has reached more than 87,000 users in 170 countries.

The guide takes a different angle than most AI education initiatives. Rather than teaching students how to use AI tools, it focuses on cultivating the uniquely human skills that become more valuable as AI becomes more powerful. These include curiosity, critical and deep thinking, creativity, ethical perspectives, communication, and relational skills. The guide draws on wisdom from historical figures including Aristotle, Cicero, Descartes, Mencius, and Ptahhotep, arguing that enduring principles of human judgment and ethics are essential in an age of algorithmic power.

Elon University President Connie Book stated: "We must not lose sight of the enduring principles that have always driven human progress. This publication bridges the gap between rapidly expanding algorithmic power and the timeless wisdom of the liberal arts. It empowers students to harness AI technologies where appropriate without sacrificing the empathy, judgment and creative autonomy that only a human mind can provide".

Connie Book

The new 2026 edition includes downloadable teacher's guide modules with group exercises, worksheets, and discussion questions, plus an online self-assessment tool that allows students to reflect on how they're using AI and their level of reliance on AI tools. More than 4,000 colleges, universities, schools, and organizations around the world have accessed previous editions of the guide.

How Are Platforms Like Canva Expanding AI Education Beyond Traditional Classrooms?

Canva's new Learn Grid platform represents a shift in how AI education tools are being positioned. Rather than focusing solely on schools, the platform serves teachers, parents, tutors, home learners, and lifelong learners with curriculum-mapped resources and AI-powered activity generation. The platform includes more than 50,000 curriculum-mapped resources, AI generation across more than 30 activity types, and support for more than 16 languages.

Carly Daff, Head of Teams and Education at Canva, explained the motivation: "Access to quality learning shouldn't depend on where you were born or how much you can afford to spend. For many teachers, Sunday evenings look the same: tabs open across three browsers, searching for a worksheet that actually aligns to what they're teaching that week. For parents, it's not having the right tools or confidence to help at homework time. For lifelong learners, it's not having access to the right resources at all. That's exactly what Learn Grid was built to solve".

Carly Daff, Head of Teams and Education at Canva

For verified teachers using Canva Education, Learn Grid integrates lesson planning, assignment, live lesson delivery, and automatic student response data collection within a single platform. For parents and home learners outside formal education settings, it provides structured resources and AI-generated activities without requiring a school-controlled platform. The company plans to add more markets, resources, languages, and activity types through 2026.

The broader trend reflects a recognition that AI education tools are no longer just for schools. As AI becomes more integrated into learning at all levels, platforms are expanding to serve the full spectrum of how people learn, from formal classroom instruction to homework support to independent skill-building for adults.