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AI Curriculum Builder

From scattered knowledge to structured curriculum

Import your docs, workshops, and training materials. The intelligence layer extracts structure, proposes modules, and builds learning paths — ready for your review.

Get a demoSee how it works
Input
Workshop recordings
Help center docs
Notion wiki
PDF training guides
Slack threads
Intelligence Layer
Structure extraction
Output
Getting Started· 4 lessons
Core Platform· 6 lessons
Advanced Usage· 5 lessons
Integrations· 3 lessons
Certification· 2 lessons
The problem

Your knowledge exists.
Your structure doesn't.

Most teams have invested thousands of hours creating documentation, recording workshops, and building internal playbooks. The knowledge is there. But it's scattered across Notion pages, Google Drive folders, help center articles, and Loom recordings — with no learning architecture.

Scattered documentation

Knowledge lives in 12 different tools. No single source of truth. No learning path. Users navigate a maze.

Manual restructuring

Turning existing docs into an academy means weeks of manual curation, rewriting, and reorganization. Most teams never finish.

No learning progression

Documents don't have sequencing. There's no beginner-to-advanced flow. Users skip fundamentals or get lost in complexity.

LMS migration pain

Moving content into traditional platforms means rekeying everything. The migration cost is higher than the setup cost.

No clear outcomes

Without structured tracks, you can't measure completion, identify knowledge gaps, or tie education to business results.

Onboarding stays broken

New customers get a Loom library instead of a guided journey. Time-to-value stays high. Churn follows.

The transformation

Turn your existing knowledge into a structured academy

Before
help-center/
├── getting-started.md
├── troubleshooting.md
├── faq.md
recordings/
├── onboarding-call-v3.mp4
├── demo-2024-final-FINAL.mp4
notion/
├── Product Overview
├── Internal Playbook (outdated)
drive/
├── Training Deck Q3.pdf
├── Partner Enablement v2.pptx

Scattered across 4+ tools. No sequencing. No learning objectives. No measurable outcomes. Users give up.

After
Module 1: Getting Started4 lessons
Module 2: Core Workflows6 lessons
Module 3: Integrations3 lessons
Module 4: Certification2 lessons

Structured academy with clear progression. Role-based tracks. Measurable completion. Branded under your domain.

How it works

Five steps from knowledge chaos to structured academy

No content generation. No hallucinated material. Your knowledge, intelligently structured and ready for learners.

01

Import your existing content

Connect your knowledge sources — documentation sites, Notion workspaces, Google Drive folders, video libraries, help center articles, PDF training materials. The system ingests everything without altering your originals.

Supported formats: Markdown, HTML, PDF, video transcripts, Notion exports, Google Docs, and structured data files.

02

Intelligent structure extraction

The intelligence layer analyzes your content corpus, identifies conceptual relationships, maps prerequisite chains, and detects natural topic boundaries. It understands what belongs together and what should be sequenced.

This is not summarization. It's structural analysis — identifying teaching order, dependency graphs, and knowledge domains.

03

Proposed curriculum architecture

You receive a complete curriculum proposal: modules organized by domain, lessons sequenced by complexity, learning objectives mapped to content, and suggested tracks for different learner roles.

Multiple track proposals generated — onboarding track, admin track, developer track — based on the content patterns detected.

04

Human review and refinement

Every proposal requires your approval. Reorder modules, adjust lesson groupings, modify learning objectives, merge or split topics. The AI proposes, you decide. Nothing publishes without explicit sign-off.

Full editorial control. Drag-and-drop reordering. Inline editing. Version history on every change.

05

Publish your structured academy

Deploy your academy under your own domain. Structured learning paths, progress tracking, completion certificates — all operational from day one. Your knowledge, now a professional education infrastructure.

Branded. Custom domain. Role-based access. Analytics from the first learner.

Intelligence layer

AI that organizes.
Not AI that hallucinates.

The intelligence layer is purpose-built for structural analysis, not content generation. It reads your existing material, identifies knowledge domains, maps conceptual dependencies, and proposes an optimal teaching sequence. Every word in the final academy is yours.

  • Identifies prerequisite relationships between topics
  • Detects natural module boundaries in your content
  • Maps complexity progression from foundational to advanced
  • Generates learning objectives from existing material
  • Proposes role-based tracks automatically
  • Original content preserved — zero hallucination risk
Structural Analysis
Authentication94% match
Account SetupSSO Config
Data Pipeline91% match
API BasicsWebhooks
Team Management88% match
RolesPermissionsBilling
Advanced Integrations86% match
REST APIGraphQLSDK
4 domains identified · 12 prerequisite chains mapped · 3 role tracks proposed
Review Interface
Module created
Getting Started Guide
approved
Lesson sequenced
API Authentication → Rate Limiting
approved
Track proposed
Developer Onboarding (7 lessons)
pending
Module created
Advanced Integrations
pending
Objective mapped
Understand webhook lifecycle
needs edit
2 of 5 items awaiting review
Human in the loop

AI proposes.
You approve.

Every structural decision goes through your review. Module groupings, lesson sequences, learning objectives, and role-based tracks — all presented as proposals for your editorial judgment. Nothing reaches learners without explicit human sign-off.

  • Approve, edit, or reject every proposed module
  • Reorder lesson sequences with full context
  • Modify learning objectives before publishing
  • Split or merge topics based on your expertise
  • Version history on every structural change
For B2B SaaS companies

Turn scattered docs into
a retention engine

Growth-stage SaaS companies already have the knowledge. Help center articles, onboarding recordings, internal playbooks — all created to reduce support load and improve activation. The AI Curriculum Builder transforms this investment into a structured academy that directly impacts retention metrics.

Faster onboarding

Structured learning paths replace scattered docs. New customers reach value in days instead of weeks. Time-to-activation drops measurably.

Reduced churn

Customers who complete structured training adopt more features and stay longer. Education becomes your most effective retention tool.

Lower support load

A structured academy absorbs repetitive questions. Support tickets decrease as self-serve education improves. Your team scales without headcount.

Feature adoption

Advanced features go unused because users never discover them. Structured tracks guide users from basics to power-user territory systematically.

Partner enablement

Build certification tracks for implementation partners and resellers. Scale your ecosystem with structured enablement, not slide decks.

Enterprise credibility

A structured, branded academy signals operational maturity. Prospects see a company that invests in customer success, not a startup with Loom links.

For professional educators

Structure years of expertise
in hours, not months

You've recorded dozens of workshops. You have Notion pages full of frameworks. You've built slide decks, PDFs, and video libraries. The content is valuable — but it's not a curriculum. The AI Curriculum Builder analyzes your knowledge corpus, identifies the optimal teaching sequence, and proposes a structured academy you can refine and launch.

Weeks → HoursCurriculum structuring time

What used to take 6–8 weeks of manual curation now takes a morning of review and refinement.

Clear progressionBeginner to advanced paths

Automatic complexity detection creates natural learning journeys through your material.

Professional outputAcademy-grade structure

Your knowledge presented with the structural rigor of institutional programs. Certifications included.

Curriculum Proposal
Foundation Track
Beginners4.5 hrs
Core PrinciplesFoundational FrameworksKey Terminology
Practitioner Track
Intermediate8 hrs
Applied MethodsCase StudiesWorkshop Exercises
Expert Certification
Advanced12 hrs
Advanced TheoryResearch MethodsCapstone Project
Generated from 47 source files · 3 tracks proposedReady for review
Trust & security

Built for teams that take
their content seriously

Your training content is proprietary. The AI Curriculum Builder handles it with the same rigor you'd expect from any infrastructure-grade tool.

No data retention

Your content is processed for structure extraction only. Source material is never stored in the AI pipeline.

Zero hallucination

The system organizes your content. It doesn't generate new content. Every word in your academy is yours.

Enterprise-grade infra

SOC 2 compliant processing. Encrypted in transit and at rest. Audit logs on every operation.

Full audit trail

Every AI proposal, human edit, and structural decision is logged. Complete traceability from source to published curriculum.

Your knowledge deserves
better than a doc site

Turn years of accumulated expertise into a structured, branded academy. Import your content, review the proposed curriculum, and publish — all in a single workflow.

Get a demoView pricing

For SaaS companies

Reduce churn by turning onboarding into a structured learning experience

Learn more

For educators

Structure years of expertise into a professional, credentialed academy

Learn more