Self-hosted AI course generator

Turn policies and procedures into training courses inside your infrastructure

VCM turns policies and procedures into a finished course: structure, slides, quizzes and exercises, then voiceover and video. It runs on your servers. Your instructional designer reviews and approves every draft.

Why a course takes weeks to produce

A course built from a company policy is still made by hand, step by step.

  • A designer or several specialists manually turn the document into a script, slides, voiceover and quizzes.
  • Every change to the document means rework: script, recording, editing and approval all over again.
  • Approval goes in circles: instructional designer, process owner, security and other stakeholders when needed, designer again.
2 weeks to 2 monthsmanual production of a typical training package from one document
$3–8K+common outsourced cost for one custom e-learning courseEstimates based on public industry data.

Why cloud AI does not help

In banks, government, healthcare and industry, cloud AI tools fail security, data residency and audit requirements. The documents stay inside, and courses are still made by hand.

How VCM works

Three steps to a finished course. And when the document changes, VCM updates only what is out of date.

01 · Document
Policy.docx✓
Procedure.pdf✓
+ add a document

Course structure

Youupload the documents.

VCMreads the document and builds modules and topics.

Youreview the structure and edit it.

02 · Texts
Module 1
Topic 1.1 · 2 slides
Topic 1.2 · quiz
Topic 1.3 · expert edit

Slides, narration, quizzes

VCMwrites slide texts, narration, quiz questions and exercises from the document content.

Youapprove every block before voiceover.

03 · Assembly
Voiceoverdone
Video72%

Voiceover and video

VCMrenders the voiceover, the video and the course files.

Youreview the result and take the course files.

↻ Loop
Topic 1.1 · up to date
Topic 1.2 · source changed
Rebuild only the outdated parts

When the document changes

Repeats with every policy update.

VCMrebuilds only the outdated topics; your edits are kept.

Youreview what changed, not the whole course.

How much time VCM saves

StageBy hand, todayWith VCM
Draft of the structure and texts1–2 weeksminutes
Slides, voiceover, video1–2 weeks2–4 hours
Finished course with expert review2–8 weeks3–5 business days
Update after a document changerework of a large share of the coursehours, affected topics only

Time with VCM depends on document size and server capacity. Most of the time goes into expert review of the content. The savings on courses built from your own documents can be measured in a pilot.

Who it is for

Organisations that build courses from internal documents and cannot let those documents leave.

Banks and fintech

Regulatory requirements change several times a year, and every change means a new course for the branch network. Product guides, fraud prevention, information security policies.

Government and closed networks

Networks without internet access and standard procedures for dozens of units. VCM runs autonomously on one virtual machine inside your infrastructure.

Healthcare, telecom, industry

Safety briefings, operating standards and procedures for shift staff and branches. The document is updated, the course is rebuilt, staff take the current version.

Corporate academies and L&D teams

Designers spend their time on expertise and review, not on assembling slides: VCM takes the draft.

Ready for IT and security requirements

VCM is designed for organisations with strict security and data-control requirements. The architecture can be verified: the diagram, the list of external connections and the image composition are provided to your IT and information security teams on request.

  • Deployed inside your perimeter following our guide and with our support, without remote access to your network: one Docker image on a virtual machine. Scalable deployment (Helm) is planned.
  • Documents and generated results are stored where you say.
  • A local language model or a provider you approve. Can run on a network without internet access: the image and the voice models are loaded in advance. External connections only where you enable them: an external language model, cloud voiceover, web sources.
  • Courses are stored in open formats, no vendor lock-in.

What happens to your data

Your infrastructure
Documents
DOCX · PDF
VCM server
course · slides · video
Local model
your server

Documents and results stay here.

Approved external model provider
only if you choose one

VCM editions

Community Edition: the whole path from document to course on your servers, for one team without access control. Enterprise Edition adds what security and procurement ask for: access control, LMS export and corporate sources.

CapabilityCommunity EditionEnterprise Edition
Sources
DocumentsFile upload or pasted textDOCX, PDFDOCX, PDF
Corporate sourcesConfluence pages as course sourcesnoConfluence
External sourcesWeb pages by URL as course sourcesnoweb pages
Generation and editor
Structure and texts through your modelA local or OpenAI-compatible language model✓✓
Slides, voiceover, video, quizzes and exercisesPPTX deck, audio, MP4 video, questions and exercises✓✓
Step-by-step course editorFrom sources to export: structure, texts, review, generation✓✓
Review and updates
Virtual learnersAI personas take the course as different learners and flag unclear parts before publication✓✓
Rebuild only the outdated partsWhen a document changes, affected topics are updated and edits are kept✓✓
Export
Course filesFinished materials to downloadPPTX, MP4, audioPPTX, MP4, audio, SCORM for your LMS
LMS-style previewCheck the SCORM package before uploading to your systemno✓
Access and deployment
Users and permissionsWho can create, edit and view coursesno authentication or rolesrole-based permissions
DeploymentA Docker image on your server, no cloud✓✓

Feature set of preview version 0.5.0. The first commercial release 1.0 is planned for the end of 2026; the feature set may change.

Discuss on a demo

A pilot on your documents

Test VCM on one or two real courses built from your documents before you decide on a rollout. The pilot shows the quality of the result and the time saved on your material.

What you get

  • 1–2 courses built from real corporate materials
  • A report measuring the time to build your courses, with the savings estimate
  • A requirements list for production deployment, support and security review

What we need from you

  • 2–3 documents for the pilot courses
  • Your designer's time to review the courses
  • A virtual machine to our spec
  • A test LMS, optional

FAQ

VCM is designed to support a range of source formats; today it works with DOCX and PDF files: policies, instructions, procedures and other internal documents. VCM analyses the structure and content to build the learning modules.

Request a demo

Confirm you are not a robot

What happens on the demo

  • Review of your training scenario
  • A course draft from your document in front of you: structure, slide texts, quizzes
  • Deployment and security requirements discussion

For the demo, one non-sensitive document of up to 20 pages is enough: we build a course on your material.