Aaron Jewitt

Aaron Jewitt

Principal Security Analyst

Articles by Aaron Jewitt

Inside Elastic InfoSec's agentic SOC: How we cut AI agent LLM calls by 60%

We run fourteen AI agents that triage Elastic InfoSec alerts. They were taking 19 LLM calls to do work that needed 8. Here's the five-step optimization loop we run across the fleet, plus the prompt template you can use with any AI assistant.

Aaron Jewitt

Inside Elastic InfoSec's agentic SOC: When to inline your agent's skills for a 5× cost reduction

We tested two agentic SOC architectures in parallel across 36,822 real Agent Builder conversations. One won by 5.7x: a specialized workflow triaging alerts for $0.69 each, against $3.42 for a single agent juggling 14 Skills. The data and the decision framework are both below.

Aaron Jewitt

How Elasticsearch ES|QL COMPLETION turns noisy curl and wget rules into high-fidelity cloud security alerts

Elastic InfoSec tested this detection rule pattern on their own cloud fleet, filtering noisy curl and wget events with deterministic logic and LLM triage so only genuine threats reach an analyst.

Aaron Jewitt

Inside Elastic InfoSec's agentic SOC: cutting alert triage from 30 minutes to under 3

Elastic's InfoSec team built AI agents on Elastic Workflows that investigate every alert and assemble the case before an analyst ever opens it.

Aaron Jewitt

How Elastic Infosec Optimizes Defend for Cost and Performance

This article details the internal Elastic Infosec team's process to optimize our endpoint data collection using Event Filtering and Advanced Policy Settings in Elastic Defend.

Aaron Jewitt

Automating detection tuning requests with Kibana cases

Learn how to automate detection rule tuning requests in Elastic Security. This guide shows how to add custom fields to Cases, create a rule to detect tuning needs, and use a webhook to create a frictionless feedback loop between analysts and detection engineers.

Aaron Jewitt