Learning intelligence
The operating system for learning.
Every concept mapped. Every student paced. Every lesson measured. Every teacher equipped.

15
Schools live
Whole-school deployments
30K+
Paid students
On the platform today
200K+
Concepts
9 boards harmonised
1M+
Questions
Aligned to graph

The thesis
Education has more content than ever.
Learners, more lost than ever.
Obi is the learning graph — a living map of every concept, skill, and syllabus, woven together with how each person actually learns.
Obi finds the route.
For schools
Deploy personalization at scale.
For platforms & publishers
Turn rigid content into adaptive, living journeys.
For learners
Never guess what to study next.
Personalized learning isn’t a feature. It’s a graph problem. We’re solving it.
The willingness-to-pay surface
What every parent receives at term-end.
Schools have always shown grades. Obi shows the gap behind the grade — the artefact that converts a sceptical parent into a renewing one.
Overall Mastery
2.90 / 5.0 · Developing
Grade 9 · LSE · anonymised with school consent
Term 1 score: 82%. Diagnostic surfaced 6 prerequisite gaps that will compound in Class 10. The artefact below is what every parent sees — and what schools renew for.
2.9
OVERALL /5.0
7
CRITICAL gaps
31
CONCEPTS
Subject-wise Summary
Mathematics
2.0
/ 5.0
Struggling
7 gaps
English
3.9
/ 5.0
Mastery
Science
3.4
/ 5.0
Developing
Social Science
3.4
/ 5.0
Developing
Computer Science
3.4
/ 5.0
Developing
Real student record from a partner school, anonymised at the school's request. Numbers are unedited.
The engagement flywheel
Real-time mastery → branching path → more sessions.
Adaptive remediation lifts session counts; each session refines the mastery model; the model improves the next branch. The loop compounds — quietly, daily, per student.
Learning Paths That Respond
Real-time mastery detection drives personalised branching — students who demonstrate proficiency advance, while others receive targeted remediation.
Why this isn't a wrapper
Four systems. None of them an LLM.
Each layer is independently defensible. Stacked, they produce diagnostic accuracy a content app can't reproduce by buying more GPU credits.
200K+ concepts
Knowledge Graph
500K+ prereq edges, 9 boards harmonised. 14 months to build, several years to copy.
Graph-aware
Large Adaptive Models
LLMs grounded in the graph — generations cite real concepts, not vibes.
Multi-hop tracing
GraphRAG
A wrong Class 9 answer traces to a Class 6 prerequisite. No flat-text retriever does this.
BKT + IRT 3PL
Psychometric Engines
The same statistical machinery national testing boards use — running per student, per concept, real-time.
Pathfinder · Switching cost
A profile a competitor
can't import.
Ten adaptive games yield a per-student cognitive vector — visual reasoning, working memory, abstract thinking, procedural fluency, verbal comprehension. The data is proprietary, gathered only by Obi, and deepens with every session.
A school that has a year of Pathfinder profiles for 2,000 students has paid for an asset that does not transfer. That is the renewal lock.
Student A · Grade 9
Pathfinder Profile · anonymised with consent
Data asset
Each profile is the product of ~45 minutes of adaptive testing. Replicating across 30K students is the moat.
The compounding loop
Three engines. Three reinforcing data feeds.
Pathfinder feeds the Twin. The Twin shapes the Trail. The Trail produces traces that refine Pathfinder. Each engine is harder to build alone — and pointless without the other two.
Pathfinder
Cognitive vector per student. Generated in week one, deepens with every session. Owns the cold-start problem nobody else has solved at scale.
Digital Twin
Live mastery probability across every concept, every prerequisite, per student. The artefact that makes parents pay and schools renew.
Learning Trails
Personalised practice generated on the graph, validated against psychometric calibration. Each path adapted, traced, and fed back into the model.
The harmonization layer
First mover on a multi-board concept graph.
Most edtech is single-board. Obi is the only K-12 system mapping CBSE, ICSE, Cambridge IGCSE, A-Level, IB MYP, IB DP, Edexcel, NEP, Singapore MOE, and Kerala onto a single concept lattice — with cross-board equivalence at the concept level.
Curriculum Explorer
Browse the harmonised syllabus structure across 9 boards — every unit, every objective, every prerequisite chain.
Learning Maps
A queryable knowledge graph. 200K+ concepts, 500K+ prereq edges, 1M+ questions — the largest of its kind in K-12.
Concept Library
Every concept catalogued with Bloom levels, ATL skills, and cross-board equivalences. Foundation for every product layer above.
Global Curriculum Intelligence
Structured coverage of the world's most widely adopted K-12 curriculum frameworks — from India to the UK, Singapore to the IB.
CBSE
IndiaCentral Board of Secondary Education
ICSE
IndiaIndian Certificate of Secondary Education
Cambridge IGCSE
GlobalCambridge International GCSE
Cambridge A-Level
GlobalCambridge International A Level
IB MYP
GlobalInternational Baccalaureate MYP
IB DP
GlobalInternational Baccalaureate Diploma
Edexcel
UKPearson Edexcel International
NEP
IndiaNational Education Policy 2020
Singapore MOE
SingaporeSingapore Ministry of Education
Kerala
IndiaKerala State Syllabus (SCERT)
The next decade of K-12
runs on a graph.
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