As artificial intelligence becomes deeply embedded in student life, concerns are rising about over-dependence on instant answers rather than actual understanding. Addressing this growing challenge, Fermi, a global AI-led edtech startup, is reimagining how technology should support learning in classrooms. Instead of offering quick solutions, the platform focuses on strengthening reasoning, problem-solving skills, and conceptual clarity among students.
Founded by Peeyush Ranjan, a former senior executive with experience across leading global technology companies, Fermi is built on a simple insight: real learning happens when students struggle productively. The startup believes AI should behave more like a thoughtful teacher, guiding students through the thinking process rather than handing out answers.
Moving Beyond Shortcut Learning in the AI Era
With AI tools becoming increasingly popular among students, there is a visible shift towards convenience-driven learning. Many learners turn to chatbots to finish homework quickly, often bypassing understanding altogether. Fermi aims to reverse this trend by designing an AI tutor that prioritises how students think, not just what they submit.
The platform avoids giving direct solutions. Instead, it prompts students with guiding questions, hints, and conceptual nudges that help them reason their way forward. This approach ensures that learners remain actively engaged, strengthening long-term retention and intellectual confidence.
Built for STEM-Focused, Deep Learning
Fermi’s initial focus is on high-school STEM subjects such as mathematics, physics, and chemistry — areas where analytical thinking plays a crucial role. One of its standout features is a handwriting-first interface that allows students to write equations and diagrams naturally using a stylus or touch input. This closely mirrors traditional classroom problem-solving methods, making the transition to digital learning seamless.
By removing the need for typed prompts or complex instructions, Fermi makes AI interaction intuitive and distraction-free. Students simply solve problems as they normally would, while the AI observes, understands, and responds in real time.
AI Insights That Support Teachers, Not Replace Them
Beyond students, Fermi also empowers educators through its Classroom Command feature. This tool provides teachers with actionable insights into student learning patterns. Instead of waiting for exam results, educators can see exactly where learners struggle, which concepts confuse them, and how reasoning errors develop.
Such data-backed insights allow teachers to personalise instruction and intervene early. In pilot classroom programmes, this approach has led to measurable improvements in learning outcomes. Students attempting a higher number of practice problems showed increased independence, relying less on hints as their understanding deepened.
Early Results Signal Strong Potential
During early testing, Fermi worked with dozens of students who attempted thousands of concept-based questions over a three-month period. Learners who initially underperformed showed consistent improvement, highlighting the effectiveness of reasoning-led learning.
The results indicate that when students are encouraged to think rather than copy answers, confidence and competence follow naturally. Educators involved in the pilots have also reported higher classroom engagement and clearer insight into student progress.
India-Focused Growth with Global Ambitions
While Fermi operates with a global outlook, India remains a key market due to its large student population and strong demand for STEM education. With pilots running across Indian classrooms and international markets, the company plans to work closely with schools and institutions for wider adoption.
Going ahead, Fermi is exploring flexible pricing models suited for both individual learners and educational institutions. While the current emphasis remains on high-school education, future expansion into college-level and professional learning is also on the roadmap.
By combining human-centric teaching principles with responsible AI design, Fermi is carving a fresh path in the edtech landscape. At a time when education risks becoming answer-centric, the startup’s reasoning-first approach could redefine how students learn in AI-powered classrooms.