Zero Gap Learning.
Zero Gap Mastery.
Every child. Every concept. Every time.
For 25 years we asked why children fall behind. The answer was never talent. It was gaps — small, invisible, compounding. PupilTree.ai closes them.
“We are not adding AI to education. We are rebuilding education with AI.”
— PupilTree.ai Labs
Our North Star
Personalised learning.
At scale.
One teacher, forty children, forty different minds. Education's unsolved equation for 200 years.
Personalisation has always been possible for the few. We are making it possible for the many.
The Product
An AI-Native Learning OS
Not an app. Not a dashboard. Not a chatbot on a textbook. An Operating System — built ground-up to run a modern classroom the way an OS runs a computer.
Deep tech. Not bots.
A proprietary learning intelligence stack — misconception taxonomy, learner genome engine, closed-loop analytics, multi-modal transformation, teacher-controllable reasoning. The intelligence is ours.
Built inside a real school.
Designed by teachers with 25 years of practice. Built by engineers from IITs, IIITs, Google, Oracle, Microsoft, Amazon. Deployed in live classrooms before it was ever shown outside. Iterated every week, for four years.
The Foundations
Deep tech on deep theory
Every button in PupilOS™ is the surface of a theory.
Cognitive Science
How the mind processes, encodes, retrieves.
Sweller · Bjork · Paivio · Roediger · Karpicke
Learning Pedagogy
The craft of teaching, formalised.
Bloom · Vygotsky · Piaget · Hattie · Montessori
Neuroplasticity
The brain is built, not given.
Ericsson · Ebbinghaus · Dweck · Doidge · Immordino-Yang
Atomic Habits
Learning is a system of daily behaviours.
Clear · Gollwitzer · Csikszentmihalyi · Thaler · Fogg
Strip one away, and you are back to ed-tech.
Our Position
Teacher in the loop
We don't automate teachers. We amplify them.
Every AI decision visible
Every suggestion editable
Every plan approved by a human who knows the child's name
The Promise
Zero Gap Learning. Zero Gap Mastery.
Zero Gap Learning
No child moves on until the current concept is understood.
Zero Gap Mastery
No mastery is claimed until it is proven.
Why it was never possible before: one teacher, forty students, no way to see every gap.
Why it is possible now: PupilOS™ watches every answer, tags every misconception, updates every Learner Genome™ in real time. Teacher in command. Platform at scale.
Neutrality
Platform, not publisher
Board-neutral. Content-neutral.
Content belongs to the teacher, the school, the board.
Intelligence belongs to PupilOS™.
The Architecture of Learning
The Four Pillars
Teach
The teacher, amplified.
PupilTeach is a comprehensive teachers portal and planner. It generates teaching scripts, lesson plans, and questions turning hours of prep into minutes.
Holistic Mode
Grades 1–8
Concept-first. Cross-subject. Play-forward. Well-being weighted equal to academics.
Board Mode
Grades 9–12
Board-aligned precision. Marking-scheme intelligence. Previous-year pattern analysis.
TestPrep Mode
Competitive & Foundation
Micro-concept decomposition. Adaptive difficulty. Speed + accuracy. Mock-to-mastery loop.
Question Bank Engine
500,000+ curated questions. AI-generated papers with difficulty balancing, PYQ ratio control, and board-pattern simulation.
Auto-Evaluation
MCQs scored instantly. Descriptive answers evaluated by NLP with ≥90% accuracy against human graders. Handwriting OCR at ≥95%.
Gap Detection & Remediation
Fundamental, remembrance, application, and speed gaps classified automatically. Remediation sessions generated and scheduled the same evening.
Same teacher. Same classroom. Completely different outcomes.
Learn
The learner, seen.
PupilLearn delivers every concept across 10 Learning Modes — adapting pace, format, and difficulty to the individual child. A neuroplasticity engine manages spaced repetition, cognitive load, and memory consolidation so learning actually sticks.
10 Learning Modes
Socrates
the Socratic tutor who asks the next question, never gives the answer.
Amigo
the well-being counsellor who monitors anxiety, builds resilience, and flags early.
Smart Calendar
AI schedules after-hours sessions based on gaps, availability, and optimal learning time. Spaced repetition baked in.
Real-Time Analytics
Mastery tracking, learning velocity, predictive outcomes, and college readiness — updated in real time for student, parent, and teacher.
Neuroplasticity Engine
Working memory assessment, cognitive load balancing, attention span training, and sleep-dependent memory consolidation.
Audio & Multilingual
Debate mode, podcast-style lessons, voice-activated learning. Multilingual support across major Indian languages.
The next concept unlocks only when the current one is mastered. Works at school, at home, offline.
Assess
Every answer analysed. Not just marked.
PupilAssess is not a testing tool — it is a Predictive Performance Engine. It captures every response (MCQ, written, spoken, drawn), every hesitation, every revisit — and turns raw event telemetry into rank-engineered outcomes.
ThinkPrint™ error taxonomy:
Exam Intelligence
Exam-specific behaviour: NEET accuracy discipline, JEE speed–accuracy balance, JEE Advanced depth under pressure, CET speed dominance.
Event Telemetry
Response events, time-per-question, navigation patterns (revisits, skips, stalling). No black-box inference — every metric is explainable.
Predictive Metrics
Confidence Calibration Index, Clutch Score (pressure performance), Rank Stability Index, Effort ROI, and concept decay forecasting.
Pressure Conditioning
Sport Mode mocks, pre-mock mental routines, graduated pressure escalation. Trains calm, control, and finishing strength.
Every exam closes the loop: wrong answers are diagnosed, remediated via PupilLearn, and verified with micro-checks before the assessment is marked complete.
Two students. Same wrong answer. Different reasons. PupilAssess catches that.
Live
The board that knows.
PupilLive transforms every smartboard from a passive display into an intelligent, context-aware classroom companion. It understands when to enhance, when to engage, and when to stay subtle — maximising every second of the school day.
Intelligent Timetable
Auto-switches content by subject, break, and transition. Syncs with school calendar for announcements, fee deadlines, and events.
Teacher Toolkit
Timers, random selector, noise monitor, focus freeze, group maker, polls, points system — all one touch away.
Well-Being Monitor
Scheduled wellness check-ins, breathing exercises, post-lunch energisers. Phase 2 adds AI-detected fatigue and mood response.
Class Information System
Roster, accommodations, period hand-off, homework display, and auto daily parent summary.
Voice Interface
“Hello Jarvis” — voice-activated commands for hands-free teaching. Show diagrams, start timers, trigger focus mode, all by speaking.
Real-Time Monitoring
Audio analysis for engagement and noise. Video analysis for attention, posture, and fatigue. Environmental sensors for temperature and air quality.
Adaptive Activities
AI detects low energy, high stress, or wandering attention — and suggests the right micro-activity at the right moment.
Reading Corner & Memory Wall
Book spotlights, student achievements, photo rotation, birthday celebrations — every idle second becomes a learning or bonding moment.
The Closed Loop
Every class feeds the next
Zero Gaps
Teach
Teacher-led
Learn
10 Modes
Assess
ThinkPrint™
Diagnose
Per learner
Remediate
Targeted
Re-Teach
Genome™
Teach
Teacher-led
Learn
10 Modes
Assess
ThinkPrint™
Diagnose
Per learner
Remediate
Targeted
Re-Teach
Genome™
Every misconception caught before it hardens. Every weak spot a starting point, not a failing grade.
The Architecture
Three modules. One OS.
Module I
Academic
Teach better. Learn deeper. Assess truly.
PupilTeach · PupilLearn · PupilAssess · PupilLive · ThinkPrint™ · Learner Genome™ · Socrates · Amigo
Module II
Operations
Run the school without running the staff into the ground.
PupilAdmin · PupilConnect · PupilTeams · PupilSecure
Module III
Business
See the institution the way a founder sees it.
PupilJoin · PupilCollect · PupilCourses
One engine. Three modules. A complete institution.
Proprietary Intelligence
The science of knowing
ThinkPrint™
A fingerprint of how your child thinks. Every mistake diagnosed by cause — not just marked wrong.
Learner Genome™
Your child's complete learning signature. Pace. Style. Strengths. Gaps. Motivation. What makes personalisation-at-scale mathematically possible.
What We Offer
Offerings
Two offerings. One mission. Every learner seen, every gap closed.
K–12 · Grades 1–10
Works with any board, any textbook, any teaching philosophy.
Zero Gap Mastery at grade level, measurably.
AI-Native School vs Factory School
The factory school was built for 1850. A single teacher could not do more. It is now 2026. A single teacher can.
| Factory School | AI-Native School | |
|---|---|---|
| Unit of design | The batch | The child |
| Pace | Calendar-driven | Mastery-driven |
| A concept is taught | Once, one way | Ten ways, one child |
| Wrong answers | Red ink | Diagnosed, remediated |
| Teacher spends time on | Correcting, reporting | Teaching |
| Doubts | Tomorrow, maybe | 24×7, always |
| Well-being | Invisible | Continuously seen |
| Slow learner | Falls behind | Kept in the zone |
| Top learner | Bored | Auto-extended |
| Parents | Monthly reports | Weekly truth |
| Data | Lost | Every signal kept |
| Theory | Industrial behaviourism | Cognitive science · pedagogy · neuroplasticity · habits |
| Scales through | Real estate | Intelligence |
Same teacher. Same classroom. Completely different outcomes.
Test Prep · Grades 11–12
NEET · JEE · CET. Works with any coaching material.
Fewer hours. Sharper learning. Higher ranks.
Traditional Coaching vs PupilTree.ai
For two decades, Indian coaching has sold hours. We sell mastery.
| Traditional Coaching | PupilTree.ai | |
|---|---|---|
| Sold | Hours of class time | Mastered micro-concepts |
| Batch | 80–300 students | One path per student |
| Wrong answers | Counted | Diagnosed by cause |
| Remediation | Saturday doubt class | Same evening, targeted |
| Mock analysis | PDF, a week later | Live, same day |
| Study time | 8–12 hours | 3–5 hours |
| Doubts | Next class, or never | 24×7 Socratic tutor |
| Rank prediction | Marketing claim | Learner Genome™ forecast |
| Parent visibility | Monthly PTM | Weekly, honest |
| Well-being | Invisible | Monitored, flagged early |
| Cost | ₹1.5–3 lakh / year | A fraction |
| Reach | Three cities | Every town |
Four industries have already fallen to this pattern — travel agents, taxi dispatchers, bookstores, retail banks. Test prep is next.
We replace volume with intelligence. Hope with evidence.
The Transformation Programme
Become an AI-Native institution
We don't just sell software. We transform schools and colleges.
Phase I
Diagnose
Honest baseline — pedagogy, operations, tech, leadership.
Phase II
Design
Co-designed AI-Native blueprint.
Phase III
Deploy
Platform, training, parents, cohort.
Phase IV
Iterate
Weekly feedback loop. Partnership, not handover.
Phase V
Scale
One campus to many.
Who We Serve
Customers
Schools
CBSE · ICSE · IB · Cambridge · State · International
Test Prep Centres
NEET · JEE · CET · Competitive
Public Sector
Government schools · Aspirational districts · State education missions
About Us
People Behind It
Pedagogy & Vision
PupilTree.ai is envisioned and designed by educators — senior faculty, academic leaders, and mentors with decades of experience in K–12 education, including those who have produced top AIR ranks in JEE and NEET.
Their deep understanding of how students learn ensures that every system is grounded in real classroom needs, not theory.
Engineering & Technology
These ideas are brought to life by a world-class engineering team, including AI architects and developers from institutions like JNU, IITs, and IIITs, with experience at companies such as Oracle, Amazon, Goldman Sachs, and Google.
Developed under Fika AI Applied Labs Pvt. Ltd., incorporated in 2025 in Bengaluru. Built and continuously refined within a live school campus — ensuring practical, proven, and outcome-driven solutions.
What We Stand For
The Manifesto
We believe every child is brilliant. School just never proved it.
We believe learning is not the delivery of correct answers. It is the formation of judgment — the capacity to sit with uncertainty and construct knowledge without guidance.
We believe there are two kinds of struggle. The struggle of access — a broken prerequisite, an unexplained term, a stuck moment — is waste. We remove it. The struggle of formulation — forming a hypothesis, defending an answer, facing the edge of one’s own thinking — is formation. We protect it.
We believe the teacher is irreplaceable. AI augments the teacher. The teacher forms the child. This order is not negotiable.
We believe a wrong answer is not failure. It is the most valuable signal a learner produces.
We believe a child is not a percentile. A child is a pattern of becoming.
We believe education must belong to the soil it grows in. Built in Karnataka. Built for every child the world has ever overlooked.
We believe the purpose of AI in education is not to make learning effortless. It is to make the right effort possible.
To put the best teacher in every student's school bag.
PupilTree.ai — The Operating System for Learning.
The Question We Ask Every Day
Builder's Dilemma
A student sits in front of PupilTree.ai. The system already knows the answer. It knows the student's gap. It knows the exact misconception. It knows the optimal next step. It can resolve confusion instantly.
The question is no longer can it help. It is should it.
If knowledge can be delivered without friction, what happens to the process of knowing? There is a difference between arriving at the right answer and becoming the kind of mind that can arrive there independently.
When AI guides every step, decomposes every problem, and anticipates every mistake — is the student thinking? Or are they being carried through a simulation of thinking?
Struggle is not an obstacle to knowledge. It is a condition for it. Confusion, doubt, cognitive tension — these are not inefficiencies. They are the mechanisms through which understanding is built.
But not all struggle is equal.
Waste
The struggle of a child stuck because a prerequisite was never taught.
Must be removed.
Formation
The struggle of a child wrestling with an idea at the edge of their understanding.
Must be protected.
So the dilemma sharpens:
Intervene too early → we prevent error, but we may also prevent insight.
Optimize every path → we reduce uncertainty, but we may also eliminate discovery.
Ensure correctness → we risk minds that recognize patterns but do not generate them.
In such a system, ignorance is no longer confronted. It is continuously managed. Which raises an unsettling question: Have we expanded intelligence — or outsourced it?
This is not an argument against AI. It is an argument against unexamined optimization.
At PupilTree.ai, we have drawn our line:
arrow_forwardWe remove the struggle of access.
arrow_forwardWe preserve the struggle of formulation.
The first is waste. The second is where a mind is built.
The future of AI in education will not be decided by how effectively it delivers knowledge. It will be decided by how carefully it decides when not to.
What kinds of struggle are you willing to preserve?
Company
The research house behind the OS
A product of Fika Artificial Intelligence Research Pvt. Ltd. — an applied AI research company building the intelligence layer for education. Based in Bengaluru, Karnataka.
Founder's Note
For 25 years I watched children fall behind — not because they lacked ability, but because gaps went unseen. Ed-tech didn't fix it. Coaching made it worse. We are rebuilding both.
Prabhu Raj Jahagirdar
Founder & Chairman
FAQ
Frequently Asked Questions
PupilTree.ai is an AI-native operating system for schools and test-prep institutions. It personalises learning for every student, closes mastery gaps in real time, and gives teachers superpowers — all while working with your existing curriculum and textbooks.
PupilTree works across Grades 1–12, any board (CBSE, ICSE, State), and any textbook. For Grades 11–12 it also covers competitive test prep — NEET, JEE, and CET.
No. PupilTree amplifies teachers. It handles the repetitive work — grading, reporting, remediation — so teachers can focus on what only humans can do: inspire, mentor, and build relationships.
A typical school goes live within 4–6 weeks through our five-phase Transformation Programme: Diagnose, Design, Deploy, Iterate, and Scale. We train staff and onboard parents as part of the process.
Basic internet connectivity and devices (tablets, laptops, or a computer lab). PupilTree is cloud-based — there is no heavy infrastructure requirement.
Yes. Data privacy and safety are foundational to PupilTree. Student data is encrypted, never sold, and stays under the institution's control. We comply with applicable data-protection regulations.
Most ed-tech adds content on top of the same factory-school model. PupilTree redesigns the model itself — from batch-driven to child-driven. Every signal is captured, every gap is diagnosed, and every learner stays in their zone of proximal development.
Yes. Parents receive weekly, honest progress reports — not monthly summaries. They see exactly where their child stands on mastery, well-being, and learning velocity.
Reach out to us at sandeep@pupiltree.ai or call +91 96633 68115. We offer a 30-minute live demo using your own curriculum and classroom context.
Ready to See It
See it live.
A 30-minute demo. Your curriculum. Your classroom. Your questions.