B2B Education Intelligence PlatformMVP Live in Production

Know what the class understands. Before the exam.

ClassSignal uses Azure AI to analyse student response patterns, detect shared cohort misconceptions, and prescribe immediate teaching interventions — delivering 85% teacher review efficiency for school networks, NGOs, and education cooperatives.

ClassSignal Intelligence EngineLIVE v2.4
Open Cockpit

Grade 10 STEM Cohort • Mathematics

Algebraic Expressions & Factorisation

Teacher Review Efficiency

85.4%

+32 min saved• 12 min avg diagnosis

Cohort Concept Mastery

68.2%

32 student responses analyzed

Azure AI Model: GPT-4o Education EngineConfidence: 94.8%

Shared Misconception Signal

19 of 32 Students

Sign Distribution Error on Negative Expansion

Students consistently multiply terms inside brackets correctly, but invert the minus sign when expanding terms such as -(3x - 4) into -3x - 4.

Suggested 10-Minute Classroom Intervention

"Use visual area models with double-sided algebra tiles before assigning independent practice."

85.4%

Teacher Review Efficiency

12 min avg diagnosis vs 75 min manual

140+

Active Partner Schools & NGOs

Across Sub-Saharan Africa & Global Trusts

45,000+

Students Monitored Live

Continuous formative learning signals

94.8%

AI Misconception Detection

Powered by Microsoft Azure Cognitive Stack

Target B2B Sectors

Purpose-built for institutional education stakeholders

Whether you manage 50 schools in an academy trust or track foundational learning for an NGO program, ClassSignal turns raw tests into actionable intelligence.

School Networks & Trusts

Multi-school cohort aggregation, standardized misconception benchmarking, and automated formative interventions across schools.

Education NGOs & Foundations

Measure learning poverty, track numeracy and literacy interventions, and evaluate program efficacy with live response-level telemetry.

Teacher Cooperatives & Districts

Equip hundreds of teachers with instant AI diagnostic marking, reducing assessment workload while lifting student exam outcomes.

EdTech & Assessment Firms

Integrate ClassSignal's Azure-powered cognitive misconception API into existing LMS, digital testing, and curriculum platforms.

The Core Problem

Marks show who failed. But marks hide the root misconception why.

Teachers spend hours grading papers and recording numbers like "62%". But two students with 62% might fail for completely different mathematical or scientific reasons.

Without response-level analysis, systemic misconceptions remain undetected. By the time final examinations arrive, simple foundational gaps have compounded into irreversible learning deficits.

Manual Review Friction: 75 minutes per class assessment • Zero cohort error clustering • Late intervention.
Teacher reviewing assessment papers at a classroom desk

Educators manually reviewing hundreds of assessment papers lack the automated pattern detection needed to catch shared misconceptions early.

Modern classroom learning with active teacher intervention

With ClassSignal, teachers deliver targeted 10-minute micro-interventions that resolve shared misconceptions on the very next school day.

The ClassSignal Solution

AI response telemetry. 85% review efficiency. Actionable teaching.

ClassSignal's Azure-backed AI engine scans open-ended answers and multiple-choice distractors, instantly clustering students by shared conceptual flaw.

Instead of generic grade reports, teachers receive a clear diagnostic signal: "61% of students make an error on negative expansion", coupled with a targeted 10-minute classroom reteach activity.

ClassSignal Advantage: 85.4% time saved on diagnosis • Instant reteaching plan • Proven +24% mastery lift.

Automated Workflow

Assess → Analyse → Intervene

A streamlined three-step learning intelligence loop designed for real classrooms.

01

Assess & Ingest

Teachers upload handwritten or digital assessments. Azure AI Document Intelligence extracts response-level student working and reasoning steps.

02

Pattern Detection

Azure OpenAI models identify clustering error signatures across the classroom, separating trivial slips from systemic conceptual misunderstandings.

03

Prescriptive Intervention

The teacher receives an instant diagnostic summary and a ready-to-teach 10-minute micro-lesson to correct the misconception before high-stakes exams.

Live Production MVP

Experience the live intelligence cockpit

Interact with real classroom telemetry, explore concept breakdown curves, and inspect live AI misconception signals.