Cybersecurity & RiskData & AITechnology & Cybersecurity
Retrieval and ranking for cyberattack surface management
Balbix
The challenge
With huge volumes of inventory items and security widgets to review, Balbix needed a faster, automated way to classify assets and summarize attack surface risk for security teams.
Our approach
We developed and deployed a retrieval and ranking system using all-MiniLM to efficiently classify inventory items, and led widget summarization for cyberattack surface management, giving security teams faster, clearer visibility into risk.
Results
- Automated classification of large volumes of inventory items
- Faster, clearer attack surface summaries for security teams
- Reusable retrieval and ranking architecture for future risk-management features
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