Persona
Ms. Iyer, Grade-8 Teacher
Story 01
“As a teacher, I want a weekly report showing which of my 40 students are stuck on which sub-concept, so I can intervene before mid-terms — without spending my Sunday grading.”
All industries
Industry practice
Education & EdTech
Personalised learning. Institutional intelligence.
We help schools, universities and edtech platforms deploy adaptive learning, assessment AI and operational analytics — grounded in pedagogy, not hype.
+31%
Learner engagement
-60%
Grading time
K-PG
Coverage
/ Use cases
Where we've done the work.
Not a catalogue — a sample of the problems we actively engineer solutions for today.
Use case 01
Adaptive Learning Paths
Bayesian knowledge tracing personalises pace, difficulty and modality per learner — with dashboards for teachers, not black boxes.
Use case 02
AI Tutor & Doubt-Solving
Curriculum-grounded LLM tutors answer with cited textbook passages and refuse to hallucinate beyond scope.
Use case 03
Automated Assessment
Rubric-aware scoring for MCQ, short-answer and essays with explainable feedback and plagiarism / AI-writing detection.
Use case 04
Institutional Analytics
Early-warning models flag at-risk students weeks earlier, and forecast enrolment, retention and placement outcomes.
/ User stories
The people we build for.
Every engagement starts with a real person, a real problem, and a job to be done. Here are three from this practice.
Persona
Karthik, Product Head at an EdTech
Story 02
“As a PM, I want an in-app tutor that stays on-syllabus and never invents facts, so parents trust our product with their child's board exam prep.”
Persona
Registrar, Tier-1 University
Story 03
“As a registrar, I want to predict which first-years are likely to drop out by semester two, so my student-success team can reach them early.”