Enhancing Threat Intelligence Using AI

Originally aired:

About the Session

In today’s cybersecurity landscape, attackers are leveraging AI—shouldn’t defenders do the same? This session explores how security teams can integrate AI-driven threat intelligence into real-world defense strategies. We’ll move beyond theoretical discussions to practical applications of Large Language Models (LLMs), vector databases, and machine learning in automating threat detection, investigation, and response.

Attendees will gain technical insights into optimizing AI models for real-time attack detection, adversarial threat mitigation, and risk assessment. The session will also address ethical considerations and bias in AI-driven security models, ensuring AI is used responsibly and effectively in cybersecurity operations.

Understanding Threat Detection and Alert Management Challenges

  • Threat detection and response capabilities
  • The volume problem: How SOC analysts are overwhelmed by security alerts
  • Context switching costs during incident response
  • Impact on development velocity and security posture

AI for MDR/EDR for Security Overview

  • AI-powered capabilities specific to threat detection and alert management
  • Integration with LLMs, Vector Databases and Threat intelligence platform
  • How it processes and understands security alerts across different systems

Alert Summarization Capabilities

  • How AI MDR/EDR transforms verbose alerts into actionable intelligence
  • Natural language summaries of complex security incidents
  • Pattern recognition across seemingly unrelated alerts
  • Extracting the signal from the noise

Alert Prioritization Workflows

  • Risk-based prioritization methodology
  • Contextual enrichment of alerts with organizational data
  • Identifying the most critical threats requiring immediate attention

A key highlight will be a technical walkthrough of an AI-powered security assistant that enhances Security Operations Center (SOC) workflows—without vendor lock-in.

Target Audience: This session is primarily aimed at Security Professionals and Software Engineers, as they are responsible for designing and implementing threat detection and response systems, including applications, APIs, and LLMs and backend systems.

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Hear What Attendees Say

PwC

“Once again Saltmarch has knocked it out of the park with interesting speakers, engaging content and challenging ideas. No jetlag fog at all, which counts for how interesting the whole thing was."

Cybersecurity Lead, PwC

Intuit

“Very much looking forward to next year. I will be keeping my eye out for the date so I can make sure I lock it in my calendar."

Software Engineering Specialist, Intuit

GroupOn

“Best conference I have ever been to with lots of insights and information on next generation technologies and those that are the need of the hour."

Software Architect, GroupOn

Hear What Speakers & Sponsors Say

Scott Davis

“Happy to meet everyone who came from near and far. Glad to know you've discovered some great lessons here, and glad you joined us for all the discoveries great and small."

Web Architect & Principal Engineer, Scott Davis

Dr. Venkat Subramaniam

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Founder of Agile Developer Inc., Dr. Venkat Subramaniam

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