Academic OS · v2 launching 2026

The classroom has a nervous system.

Mindora is the academic operating system for schools. Curriculum-first. AI-native. Built for teachers, students, parents, and institution heads — one platform, four lenses, real-time learning signal.

See the product
CBSE · ICSE · IB · STATENEP-alignedSOC-2 ready
Live · Greenwood Public
School Health Score
0
0
7-day delta
+3.2
Academic
89
Engagement
76
Teacher Effectiveness
84
At-Risk (inv.)
92
Curriculum Coverage
81
Mira flagged a 14% drop in concept mastery for Projectile Motion in Class XI-B last Thursday. Intervention plan ready.
concept-point mastery
+3.2 this week
One platform · four lenses

Everyone sees the same reality
through the lens they need.

Institution Heads lead. Class Teachers teach. Students grow. Parents engage. Mindora gives each role a purpose-built surface, wired to the same live signal underneath.

Institution Head

Run the school on one dashboard.

  • School Health Score, live
  • Teacher effectiveness benchmarks
  • AI strategic brief every Monday
Health Score
87
last 24 events○ idle
Class Teacher

Teach more. Grade less.

  • Generate a 20-question workshop in 40s
  • AI grades long answers with rubric
  • Spot at-risk students the moment they slip
Saved / week
11.4h
last 24 events○ idle
Student

See your mind, measured.

  • 7-dimension skill radar
  • Concept-level feedback on every mistake
  • Your Career Compass, updating in real time
Growth index
+23%
last 24 events○ idle
Parent

Finally, a window that isn't just marks.

  • Topic-by-topic progress for your child
  • Calibrated confidence, not just scores
  • Direct line to their teacher
Subjects tracked
4
last 24 events○ idle
Curriculum-first architecture

Assessments grow from curriculum.
Not the other way around.

Every question Mindora generates traces back through concept points, learning outcomes, and topics — aligned to CBSE, ICSE, STATE, or IB boards. Which means every score means something.

Each question tagged with Bloom level
1. Remember2. Understand3. Apply4. Analyze5. Evaluate6. Create
Meet Mira

An AI that speaks your role.

Mira is role-scoped. A teacher gets grading shortcuts. A student gets concept-level feedback. A head gets strategic briefs. Same model, different mandate — powered by a multi-model pipeline that knows when to think longer and when to answer fast.

Mira
Talking to: Class Teacher
online
Mira, make me a 15-question diagnostic on Projectile Motion for XI-B.
Also flag students likely to struggle.
Workshops · the primitive

Five shapes. One grammar.

Every activity in Mindora is a workshop with a known lifecycle. Generate it from curriculum, publish to a class, auto-grade the objective, AI-grade the subjective, and let insight notifications handle the rest.

Lifecycle · Practice
Draft to insight in one loop.
auto-advancing
Stage 1 · Class Teacher · with Mira
Draft
~2 min

Teacher picks a topic, concept points, and a Bloom mix. Mira drafts questions from the curriculum tree.

  • Pull topic from curriculum chapter
  • Pick Bloom level mix + difficulty
  • AI auto-generates from concept points
Saved vs manual build
40–60 min
live from draft
Squad Forge · collaborative problem solving

Big problems become squad missions.

A teacher posts one hard, open-ended problem. Mira breaks it into ownable sub-problems, the squad claims pieces, and every student gets matched to the team role they thrive in — Strategist, Leader, Critical Thinker, Builder, Harmonizer, or Investigator. Real collaboration, scored.

Step 1 · Posted by teacher
MS
Ms. Sharma
Class IX-B · Environmental Science

Teachers post one big, open-ended problem. No multiple choice. No single right answer. Just a real situation worth solving together.

Mission brief

open-endedmulti-disciplinaryteam-only3-day window
Six role archetypes

Built on Belbin. Named for the squad they remind you of.

Hover any card to see its squad-room nickname and the behavior signals Mira watches for.

The Strategist

Plans the attack, sets sub-goals, sees three moves ahead.

Hover for squad-room nickname

The Leader

Coordinates, unblocks teammates, owns the outcome.

Hover for squad-room nickname

The Critical Thinker

Questions assumptions, spots flaws before they ship.

Hover for squad-room nickname

The Builder

Turns ideas into working answers. Ships the first version.

Hover for squad-room nickname

The Harmonizer

Keeps the squad aligned, mediates disagreements.

Hover for squad-room nickname

The Investigator

Hunts down resources, examples, and prior art.

Hover for squad-room nickname
Twenty shapes of a question

Every kind of question, rendered natively.

Not a text box for everything. Mindora speaks the full vocabulary of assessment — MCQs, free-form proofs, graph plots, case studies, executable code. Pick a type. See it live.

Q12 · Objective
MCQ
Bloom · UnderstandConcept · Projectile MotionAuto-graded
A ball is thrown at 45° above the horizontal. At the peak of its trajectory, which of the following is true?
live preview·4 of 20 types shown
Single correct answer from options
Explore all 20 types

MCQ · Proof · Graph · Code · Case Study · and 15 more

Saptanga skill radar

A score is a number. A mind is a shape.

Pull any slider — the radar and archetype update in real time.

The Scholar86
The Strategist78
The Compass74
The Maker82
The Anchor71
The Bridge88
The Doer69
The ScholarThe StrategistThe CompassThe MakerThe AnchorThe BridgeThe Doer
Composite
78
Profile emerging
The Mentor
Knowledge made generous for the room.
Dominant
The Bridge
88
Growth
The Doer
69
Balance
Rounded
σ 0.07
Career compass
TeachingCounsellingSalesHRResearch
Live Intelligence

Learning Intelligence,
not just marks.

Mindora converts attendance, workshop participation, tests, and student voting into actionable insights that help everyone improve.

Attendance vs Tests
Attendance75%
Test Score69%
Correlation
0.94
Mon
Tue
Wed
Thu
Fri
Sat
Sun
Attendance
Test Scores

Maps attendance rate against test scores to reveal correlation per class — who shows up and whether it translates to results.

TeacherHead

Students at 80%+ attendance score 23% higher on average.

Class Engagement
84%
Overall
+12%vs last week
92
Active
68
Passive
78
Questions
95
Homework

Splits the class into engaged, partially engaged, and at-risk zones — recalculated live after every workshop closes.

Teacher

Updated after each workshop. Engagement drop ≥15% triggers an alert.

Topic Mastery
79%
Avg Mastery24/30 topics
Learning
Algebra
92%
+8
Geometry
78%
+5
Calculus
65%
+12
Statistics
88%
+3
Trigonometry
72%
+15
5 active topics

Concept-level mastery scores aggregated across all students. Red = reteach needed. Green = class-wide confidence confirmed.

TeacherStudent

Mastery threshold: 70% correct across 3 separate attempts.

Voting Impact
75%
33
50%
99
75%
25
15%
50
76%High Impact

Student engagement correlates directly with voting trends.

Compares what students voted to learn vs how they actually scored on those topics. High alignment = accurate self-assessment.

Teacher

Classes with high vote-score alignment improve 18% faster.

At-Risk Alerts
66ALERTS
66High
13Med
78Low
49Avg
97Max

Students flagged by 3+ signals: attendance drop, repeated wrong answers on the same concept, and low confidence self-tags.

TeacherHead

Early flag fires 2–3 weeks before a fail becomes visible on paper.

Score Distribution
Avg Score62%
Median58%
Pass Rate84%
Avg0255075100

Score distribution peaks at 60-70%.

Top 10%
Student
Student
Student
+4

Bell curve of test scores across the class. A wide or bimodal spread signals two learning groups exist inside one classroom.

TeacherHead

Bimodal curve = class needs differentiated pacing, not one-size teaching.

Cross-Class Stats
Last 6 Workshops
Score %

Comparative performance across sections, subjects, and grade levels. Spot which class or teacher is an outlier — high or low.

Head

Outlier detection fires when a section deviates ≥2σ from the grade average.

Student Radar
ScholarBridgeMaker

6-dimension profile per student: Accuracy, Speed, Consistency, Difficulty Level, Help-seeking, and Concept Coverage.

TeacherStudent

No single score tells the whole story — 6 signals paint the real picture.

Smart Topic Insights

Automatically identify which chapters need more focus based on aggregate class performance and engagement data.

Student Voice Analytics

Understand how student voting choices correlate with their actual academic performance and interest levels.

Early Alerts System

Proactive notifications for at-risk students based on attendance trends and workshop participation drop-offs.

From real classrooms

Not testimonials. Field notes.

Mindora flipped the week. I spent Monday planning workshops instead of grading papers, and on Friday I actually knew which five kids needed extra help.

Ananya Iyer
Class Teacher · Grade XI Physics · DPS Bangalore East

The strategic brief Mira sends on Monday morning has become my ritual. For the first time I lead a school on evidence, not folklore.

Dr. Rohan Sharma
Principal · Heritage International

I used to guess at what went wrong with my daughter. Now I see it: she is not weak at algebra, her confidence is. That is a completely different conversation.

Meera Krishnan
Parent · Grade IX · Bengaluru

My skill radar looks like a lopsided star. I love that. It finally matches how I actually think.

Kabir Menon
Student · Grade XII · CBSE

Two weeks in and our teacher workload dropped 30%. Two months in and our board scores moved. That is the order I wanted: sanity first, results second.

Priya Deshpande
Vice Principal · Podar International

I stopped teaching to the exam. I started teaching to the mastery gap. Mindora showed me there was a difference.

Arjun Rao
Class Teacher · Grade X Maths · ICSE
Start with one class

Give your classrooms a memory.

One school. One month. Evidence your teachers, your leadership, and your parents can actually act on.

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