Research & Safety

Evidence-based learning. Safety-first design.

Klassy is built on peer-reviewed research from Harvard, Google DeepMind, and the National Council of Teachers of Mathematics — and tested extensively for child safety before any student interaction.

Built with H Harvard G DeepMind N NCTM
3,617+
Messages tested for child safety
0%
Harmful content instances
100%
Standards-aligned curriculum
Our Research & Approach

The evidence and the architecture.

Click each category to explore the research, safety architecture, pedagogy, and gamification that power Klassy.

/ 01 Harvard · 2025

Harvard RCT

A 2025 randomized controlled trial found that students using a pedagogically engineered tutor learned significantly more in less time than students in active in-class instruction — with effect sizes between 0.73 and 1.3 standard deviations.

Read the study
/ 02 DeepMind · 2025

Google DeepMind

A 2025 RCT across five UK classrooms found that question-driven tutoring matched or outperformed expert human tutors on every learning outcome — with zero harmful content instances across 3,617 reviewed messages.

Read the study
/ 03 NCTM

NCTM Position

The National Council of Teachers of Mathematics is explicit: culturally responsive math instruction is not optional. Standards-based teaching alone is insufficient to achieve equitable outcomes.

Read the position statement
/ 01 Layer 1

Input Filtering

Every student message is assigned a content score before it reaches the tutor. Inputs that fall below the safety threshold end the session and log the event.

/ 02 Layer 2

Constrained Responses

The tutor is scoped to discuss only the active lesson — never personal topics, off-topic content, or anything outside the Klassy curriculum.

/ 03 Layer 3

Output Moderation

Every tutor response passes through a separate scoring pass against a content safety rubric before it is delivered to the student.

/ 04 Audit

Safety Testing

Reviewed by safety auditors. Zero instances of harmful or risky content. Factual error rate of just 0.1%.

3,617+
Messages reviewed
/ 01 Method

Question-Driven Method

Klassy's learning model is grounded in question-driven pedagogy — the tutor never gives answers. Instead, it asks carefully sequenced questions that guide students to discover solutions themselves.

/ 02 Effect 0.99

CRA Progression

Our CRA progression (Concrete → Representational → Abstract) is the structural backbone of every lesson. A 2025 meta-analysis of 30 studies found a CRA effect size of 0.9965.

Read the meta-analysis
/ 03 CRMT · 2024

Cultural Storytelling

A 2024 synthesis of 15 peer-reviewed studies found that integrating cultural context into math instruction narrows achievement gaps for diverse learners.

Read the CRMT research
/ 01 Systematic review · 2023

Conceptual Understanding

A 2023 systematic review found that game-based learning in mathematics affects both conceptual understanding and student motivation — not just surface engagement.

Frontiers in Psychology
/ 02 Review · 2024

Intrinsic Motivation

A 2024 review found that game mechanics increase intrinsic motivation and self-confidence, particularly for students with low-to-moderate confidence in math.

Frontiers in Education