RAG + CYBER SECURITY

AI Cyber Security Knowledge & Awareness Platform

Making approved security guidance easier to find, understand and apply in the flow of work.

CASE STUDYAsk → Guide
01Ask
02Retrieve
03Ground
04Guide
CLIENTHyperware
SOLUTIONRetrieval-Augmented Generation security assistant
TECHNOLOGYRAG, approved security documentation, Microsoft AI capabilities
FOCUSSecurity awareness, governed answers and source-backed guidance
The challenge

The challenge behind the technology.

Security policies and procedures were spread across multiple documents, making it difficult for employees to quickly find the right guidance when they needed it.

The objective

Making approved security guidance easier to find, understand and apply in the flow of work.

The solution

Technology connected directly to the business process.

Hyperware developed a RAG-based security assistant that retrieves relevant information from approved cyber-security documentation and generates answers grounded in those sources.

01

Grounded answers

Responses are based on approved internal policies and procedures rather than model knowledge alone.

02

Source references

Employees can verify the answer and open the relevant source material.

03

In-the-moment awareness

Security guidance becomes available when an employee is making a decision, not only during annual training.

04

Broader security context

The architecture can also support alert summarisation, contextual policy guidance and investigation support.

Business outcomes

Practical improvements that can be seen in day-to-day work.

The value comes from reducing friction, improving visibility and making better use of the organisation’s existing technology and information.

Improved security awareness

Employees can obtain relevant security guidance in the moment a decision is made.

Faster access to guidance

Natural-language access reduces the time spent searching across policy documents.

Consistent policy information

Answers are grounded in the organisation’s approved security information.

Reduced hallucination risk

Source-backed retrieval reduces reliance on unverified model knowledge.

Greater transparency

References allow employees to check the guidance and open the governing source.

Foundation for proactive awareness

The same approach can support broader proactive security awareness use cases.

The result

AI Cyber Security Knowledge & Awareness Platform

Security knowledge becomes interactive and available at the moment employees need it, helping strengthen awareness without replacing established controls or security professionals.

Security knowledge becomes interactive and available at the moment employees need it, helping strengthen awareness without replacing established controls or security professionals.