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Azure AI Foundry

AI Cybersecurity Assessment Assistant

Automated security report analysis with RAG + GPT-4 risk scoring

Client / Partner

InfoSec Professional, Middle East

Duration

4 weeks

Client Rating

5.0/5.0

The Challenge

A cybersecurity professional needed to automate the analysis of hundreds of Qualys vulnerability reports — manually reviewing each report took hours, and risk scoring was inconsistent across analysts.

Our Solution

  • Built an Azure AI Foundry RAG pipeline with Prompt Flow orchestration
  • Ingested Qualys reports via Azure Data Factory with Document Intelligence OCR
  • Created vector embeddings using text-embedding-ada-002 indexed in Azure AI Search
  • Implemented GPT-4-powered risk scoring engine with Critical/High/Medium/Low classification
  • Generated automated remediation recommendations and executive summary reports
  • Added RBAC, Azure Key Vault secrets management, and Azure Monitor logging

Solution Architecture

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Results & Impact

70% reduction in manual security analysis time
Consistent, auditable risk scoring across all vulnerability reports
Automated executive summary generation for stakeholder reporting
Secure, compliant architecture with role-based access controls

Technology Stack

Azure AI FoundryAzure OpenAI (GPT-4)Azure AI SearchAzure Data FactoryDocument IntelligencePower BIAzure Key VaultAzure Monitor

I had good experience through working with your expertise and your thoughtful approach to handling the issues during the project. Your way to handle the issues gives me the opportunity to work towards and out of the box.

Ghiada

InfoSec Professional, Middle East

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