One on One: Where Teaching Meets Intelligence
We built One on One because we kept asking the same question: why does a one-on-one tutoring session — the most powerful learning format known to education — still look exactly like it did twenty years ago? Two people on a call, maybe a shared screen, and that's it. We thought we could do better. A lot better.

Built for Real Teaching
One on One isn't a video call with a few extras bolted on. It's a purpose-built tutoring environment where every feature — from the AI whiteboard to live quiz generation — exists to make the moment between a teacher and student more productive, more engaging, and more human.
Key Achievements
12+ Integrated Tools
Whiteboard, quiz gen, code compiler, calculator, polls, transcripts and more — all in one session window
All-in-OnePowered by OsmiumLLM
The world's highest-benchmarked educational LLM embedded directly into the tutoring environment
AI-NativeReal-Time Transcripts
Auto-generated session transcripts delivered to students for post-session revision
Study Ready1:1 & Group Sessions
Start one-on-one, invite more people whenever the session calls for it — no friction, no limit
Flexible FormatWhy We Built This
One of the things I noticed early on — both as a student and later as someone building an edtech company — is that the tools we use for online tutoring are fundamentally borrowed. We took a video conferencing product designed for business meetings and tried to teach calculus and organic chemistry in it. It sort of works. But sort of is not good enough when a student's future is on the line. One on One is our answer to that gap. It's built from the ground up for one-on-one and small-group tutoring, with every feature designed around the question: what actually helps a student learn right now, in this session?
The AI Toolkit — Built Into Every Session
This is where VedSegment becomes something genuinely different. Every tool in the session is powered by OsmiumLLM — the same model that sits at the heart of our education platform and has benchmarked higher than GPT-5 in educational content generation. It's not an AI assistant you open in a separate tab. It's embedded directly into the teaching experience.
The Technical Foundation
Building a real-time collaborative platform is hard. Building one where AI is deeply embedded into every interaction — not just as a background feature — is significantly harder. We spent months getting this right. The architecture had to support low-latency video, real-time AI inference, collaborative canvas synchronization, and live code execution, all simultaneously and without degrading the experience.
More Than a Tool — A Teaching Philosophy
I want to be honest about what VedSegment is and isn't. It's not trying to replace the tutor. It's not trying to automate teaching. We believe deeply that the best learning happens in a relationship — between a knowledgeable, caring human and a curious, motivated student. VedSegment just removes the friction so that relationship can do its best work. When a student is stuck on a differential equation and the tutor can instantly render a step-by-step solution on the shared whiteboard, and then generate three similar problems for practice without leaving the session — that's not automation. That's augmentation. That's what we're building toward.
“We didn't set out to build another video call platform. We set out to build the room where the best teaching in India can happen — and then make it available to every student, everywhere.”