How do you handle FERPA and student data privacy?

We implement FERPA-aligned access controls, parental consent workflows, and never use student data to train cross-customer models.

Is the platform LTI 1.3 compliant?

Yes — LTI 1.3 with Names and Roles, Assignment and Grade Services, and Deep Linking are all supported.

Can teachers author content in your platform?

Yes. The authoring studio is designed for instructional designers and teachers — not just developers.

Education / AI-Powered Personalized Learning

AI-Powered Personalized Learning

Q: Can the AI tutors work without sending data to OpenAI or Anthropic?

Yes. We support self-hosted open models (Llama, Mistral) for institutions with strict data residency requirements.

We engineer adaptive learning platforms that combine knowledge tracing, content authoring, and tutoring AI to meet every learner where they are — without exhausting your content team.

Talk to a Solution Engineer View Case Studies

30%

Average improvement in mastery

2.4×

Higher engagement vs. linear curricula

WCAG 2.1 AA

Accessibility from day one

Trusted by global innovators

Industry Overview

AI-Powered Personalized Learning: Engineered End-to-End

Personalization isn't a single feature — it's a stack: assessment, knowledge modeling, content sequencing, tutoring, and reporting. We build that stack as one cohesive platform tailored to your subject domain and learner population.

Industry Challenges

What Stops Most Teams From Solving This Today

Common friction points we hear from education teams scoping this kind of platform.

Static Curricula: One-size-fits-all sequences leave advanced learners bored and struggling learners behind.
Content Silos: Authored content lives in one tool, assessments in another, analytics in a third.
Black-Box AI: Generic LLM tutors hallucinate facts and ignore institutional knowledge frameworks.
Reporting Gaps: Educators want mastery insight, not just login times and assignment completion rates.

Our Approach

Our Engineering Approach

We engineer for the operational reality — not the demo.

Knowledge Tracing

Bayesian and transformer-based models track per-skill mastery across sessions and modalities.

Subject-Tuned AI Tutors

RAG-grounded tutors that cite source material and stay within instructional guardrails.

Content-First Authoring

Authoring tools designed for instructional designers, not developers.

Capabilities

Production-grade features the platform ships with from day one.

Adaptive Sequencing

Real-time content sequencing based on per-learner mastery and engagement.

Knowledge Tracing

Per-skill mastery models tracked across sessions and modalities.

AI Tutoring

Subject-tuned tutors with citation, hint scaffolding, and misconception correction.

Authoring Studio

Drag-and-drop content authoring with versioning and standards alignment.

Assessment Engine

Item-banked assessment with IRT-aware scoring and adaptive testing.

Educator Dashboards

Class and student-level mastery reporting with intervention recommendations.

Accessibility-First UX

WCAG 2.1 AA compliant from day one with screen reader and keyboard-first patterns.

LTI 1.3 / Caliper

Plug into any major LMS with standards-based interop.

How It Works

Reference Architecture

How data and decisions flow end-to-end.

Content Layer

Authored items, lessons, and assessments stored in a versioned content store.

Learner Model

Per-learner mastery, engagement, and preference signals updated continuously.

Sequencing Engine

Real-time decisions on next-best-action based on learner model and goals.

Tutoring Layer

RAG-grounded LLM tutors with subject prompts and misconception libraries.

Reporting

Educator and admin dashboards plus LTI / Caliper exports to your LMS.

Engineering Stack

Technology Stack

A pragmatic stack chosen for reliability, speed, and ease of operation.

AI / ML

PyTorchTransformersLangChainOpenAIAnthropic

Backend

PythonNode.jsGraphQLPostgreSQLRedis

Frontend

Next.jsReactTailwindTiptap

Standards

LTI 1.3CaliperQTI 3.0xAPI

Infra

KubernetesCloudflareVault

Auth

SAMLOAuthClassLinkClever

Measured Impact

Quantified outcomes from production deployments.

30%

Mastery improvement

2.4×

Engagement uplift

<1s

Median tutor response

100%

WCAG 2.1 AA compliance

K-12 District Adaptive Math Rollout

A multi-state K-12 program needed an adaptive math platform that worked across grades 3-8 with strong educator reporting and tight LMS integration.

First-year results: average mastery growth on standards rose 30%, and educator-reported time on intervention planning fell by 40% thanks to high-quality dashboard recommendations.

Case Study

Use Cases

Where This Earns Its Keep

Common deployment patterns we see across customers.

K-12 Core Subjects

Adaptive math, ELA, and science aligned to state standards.

Higher-Ed Foundational Courses

Adaptive remediation for first-year college courses.

Corporate L&D

Skill-based learning paths with mastery-based progression.

Test Prep

Adaptive prep for SAT, ACT, GMAT, and professional certifications.

Workforce Reskilling

Skills-tracing platforms for workforce development programs.

Medical Education

CME and continuing education with knowledge retention modeling.

Integrations

Integrates With Your Existing Stack

We connect to the systems your teams already know.

LMS

CanvasSchoologyBlackboardGoogle Classroom

SSO/Roster

CleverClassLink

Analytics

Snowflake

Compliance-First Development Services Backed by Global Standards

We build secure, scalable products designed for privacy, interoperability, and regulatory readiness from day one across every sector we serve.

General Data Protection Regulation

Implement lawful consent flows, data minimization, and secure processing for global data privacy.

Service Organization Control 2

Verified controls for security, availability, and confidentiality of enterprise data systems.

Information Security Management

Adhering to the international gold standard for managing information security risks.

Our Edge

Why Global Leaders Choose Us

We combine deep technical expertise with industry-specific knowledge to deliver solutions that aren't just functional, but transformational.

Enterprise-Grade Security

We implement rigorous security protocols and compliance standards (HIPAA, GDPR, SOC2) across all industrial solutions to protect sensitive data.

High-Performance Scaling

Our architectures are built to handle massive data loads and user bases, ensuring seamless performance whether you're serving ten or ten million.

Accelerated Time-to-Market

Leveraging our suite of internal tools and proven frameworks, we reduce development cycles and get your product to market 40% faster.

Embedded AI Integration

Beyond simple wrappers, we build deep-learning integrations and predictive analytics directly into the core of your industry-specific workflows.

Engagement Model

Predictable, structured delivery from kickoff through long-term ownership.

Discovery & Scoping

We map the existing systems, constraints, and stakeholders to scope a focused 8–12 week first delivery.

Architecture & Pilot

A working slice on a representative environment — proving the data flow end-to-end before scaling.

Production Engineering

Hardened services, observability, access controls, and audit logging go live behind your IAM.

Operate & Iterate

We stay on as the embedded engineering team — closing tickets, tuning models, and shipping new value.

Voices of Success

We don't just build products; we forge lasting partnerships. See how we've helped industry leaders transform their vision into technical reality.

"I can clearly see how Agnotic has a unique way of handling end-to-end development. They are always active on quick chat and provide support quickly."

Aaron Phelan

Founder, Benchmark

"Agnotic is the best technical team we evaluated. Their engineering excellence made our work dramatically easier and allowed us to stay focused on what matters most for maternal care outcomes. They took full ownership of the technical execution, and we are always happy to continue working together."

Kim Smith

Founder, My Lauren

"Agnotic combines deep technical expertise with strong domain knowledge. They understand the business context, anticipate challenges, and make collaboration smooth and effective."