Unio
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About Unio

Every student is more than a mark. We are building the way to see it.

Unio builds a Model of Mind for each student from psychometric and academic evidence, so teachers can see what sits beneath the score and act on it.

Teachers keep the final say on every mark.

Two students in Unio receiving different practice, each built around their own reasoning

Why this exists

Marks flatten learners. Teachers rarely get time to look closer.

Two students can score 67 for different reasons. One slipped on a step, the other never understood the concept the question rests on. The report card records the same number for both.

The score

One number stands in for many things

A mark folds careless slips, missing prerequisites and exam technique into a single figure. It shows who is ahead, but not what each learner needs next.

The teacher

Reading every answer closely takes hours

The working on the page shows how a student thinks. With full batches and a test every week, few teachers have the hours to read every script that closely, so the mark becomes the record.

What we are building

One model of each student. Every interaction sharpens it.

Unio is a cognitive foundation for personalised learning. At its centre is the Model of Mind, built for each student. Assessment, grading and personalised practice are the surfaces that sharpen it.

The foundation

The Model of Mind, built on evidence.

It begins with a psychometric assessment of 151 items scoring 76 variables, matched against the 102 career dimensions of each of 148 careers. Over time it is combined with academic evidence from the student’s own tests.

  • A per-concept ability estimate for every student
  • An evidence count and confidence behind each estimate
  • Mistakes scheduled for spaced review
Career directions for two students drawn from their Model of Mind

Assessment

Tests that feed the model

Upload a paper you already use, build one from the question bank or generate one from your own sources. Every question is tagged to the concepts it tests.

Grading

Marks with the reasoning attached

Handwritten answer sheets are marked against your scheme, with step marks and a note on where the reasoning broke. Each answer adds evidence about the concepts behind it.

Personalised practice

Practice aimed at each student’s gaps

Homework is generated for a whole batch at once, with each student’s sheet focused on their own weak concepts.

How we work

Four rules we build by. Each one shows in the product.

Control

Teachers keep the final say

Unio suggests marks and next steps and flags answers it is unsure about. Teachers confirm or change any mark, and results reach students only when they are released.

Evidence

Evidence before claims

We do not publish accuracy figures or promise better scores. Each estimate in the learner model is held with its evidence count and confidence, not presented as certain.

Real papers

Built with institutes on real papers

Unio is shaped on the handwritten answer sheets and marking schemes institutes already use, in Classes 9 to 12 across mathematics, physics, chemistry, economics, accountancy and applied mathematics.

Limits

Honest about limits

Our deepest coverage is CBSE, Classes 8 to 12, with JEE and NEET preparation. Share your syllabus and we will confirm coverage before you start, then begin with a pilot on one batch.

Company

Who we are. How to reach us.

India

Eigenmind Pvt Ltd

Unio is a product of Eigenmind Pvt Ltd, a private limited company in India.

Canada

Unio Edtech Inc

Unio Edtech Inc is incorporated in Alberta, Canada.