Context-Driven Vulnerability Prioritization: How to Reduce Risk, Not Just Findings
by James Walta, VP of Product//2 min read/

Severity scores tell you how bad a vulnerability could be in theory. They don't tell you whether your organization is actually exposed. In this 30-minute session, Brinqa’s VP of Product James Walta breaks down the prioritization gap, and what it takes to close it.
WHAT YOU'LL LEARN
Vulnerability prioritization fails when it's built on incomplete data and static severity scores. This session covers the framework security teams are using to move beyond volume and make risk decisions grounded in real-world context.
- Why severity-based prioritization produces the wrong target list, and what to use instead
- How data orchestration and decision orchestration work together to drive consistent outcomes
- The role of business context, including asset criticality, data sensitivity, and ownership attribution, in building dynamic risk profiles
- How one organization reduced critical remediation time by 80% by focusing on what actually mattered
- How AI attribution and deduplication fill context gaps without sacrificing transparency or trust
ABOUT THE SESSION
Every vulnerability program deals with volume. New findings come in daily, CVSS scores pile up, and teams are left deciding what to fix first without enough signal to make that call confidently.
The answer isn't more tooling. It's better context.
In this SANS Solutions Fest session, James Walta, VP of Product at Brinqa, walks through a practical framework for context-driven exposure management, covering how to build a unified data foundation, enrich findings with business context, and drive automated prioritization that security teams can actually trust.
The session includes a live product walkthrough showing how data orchestration and decision orchestration work in practice, with a real case study illustrating what the shift looks like in measurable terms.


