From Institutional Knowledge to a Franchise-Ready Operating System

Camel Tech designed the project as three connected phases.

Instead of building one large platform at once, each phase could be developed, tested, and approved before moving to the next one. This reduced risk and gave Workforce Group more control over the project.

Claude and Kimi 3 were selected as the main AI models supporting the reasoning and content-generation system. However, the models are not allowed to answer freely from their general knowledge.

When someone asks a question, the platform first searches Workforce Group’s approved documents. It then sends only the relevant information to the AI model. The model must answer using that information and follow strict instructions not to invent missing details.

Phase 1: Knowledge Vault

The Knowledge Vault is the foundation of the platform.

It brings Workforce Group’s methods, documents, and internal knowledge into one searchable system. Franchise teams can ask questions in normal language instead of searching manually through folders and long documents.

The system retrieves the most relevant parts of Workforce Group’s source materials and uses them to prepare an answer.

This means that:

• Answers are based on Workforce Group’s approved knowledge.
• The system can show where the information came from.
• The same question follows the same retrieval and reasoning process across all franchise locations.
• The AI is instructed to say when the available documents do not contain enough information.
• Franchisees receive more consistent guidance, regardless of who asks the question.

Before the Knowledge Vault is approved for live use, it must pass a standard set of test questions and a data-isolation test using separate franchisee environments.

Phase 2: Productisation Engine

The Productisation Engine turns Workforce Group’s knowledge into practical materials that franchisees can use.

Instead of asking the head office to manually prepare the same types of documents for every location, franchise teams will be able to generate structured materials through the platform.

Depending on the final approved features, these materials may include:

• Client-facing reports
• Proposals and service documents
• Assessment materials
• Operating guides
• Training content
• Templates based on Workforce Group’s methods
• Franchisee-specific business documents

The Productisation Engine uses the same approved knowledge base and grounding rules as the Knowledge Vault.

This is important because the question-answering system and the document-generation system should not provide different versions of the same information. Both systems need to work from the same source of truth.

Phase 3: Franchise Operating System

The final phase is the full Franchise Operating System.

This platform will give each franchise location its own secure working environment while allowing Workforce Group to manage the wider franchise network.

The system is being designed to support franchisee access controls, operational workflows, activity tracking, and the creation of franchisee-specific materials when they are needed.

Instead of giving every franchisee a large folder of fixed documents, the platform will help generate the right output based on the franchisee’s situation and the approved Workforce Group methodology.

This is the stage where Workforce Group’s franchise model becomes a working software system rather than a collection of documents and manual processes.

What Camel Tech Is Building

Camel Tech’s work includes:

• A searchable knowledge base built around Workforce Group’s internal methods
• AI answers grounded in approved source documents
• Source references for generated answers
• Clear instructions that prevent the AI from filling knowledge gaps with invented information
• One shared reasoning system for questions and content generation
• Separate and secure data environments for each franchisee
• A testing process for answer accuracy and data isolation
• A phased structure that allows Workforce Group to review and approve each part of the system
• A foundation for future franchise operations, reporting, access management, and oversight