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# Agentic SOC architecture: Specialized agents cut costs 5.7x — Elastic Security Labs

**[Elastic Security Labs](https://daily.dev/sources/elastic-security-labs)** · 14 min read · 0 upvotes · 0 comments

## Summary

Elastic InfoSec's production agentic SOC data from 36,822 real conversations shows specialized agents cost 5.7x less than a single agent with skills for automated alert triage ($0.69 vs $3.42 per Windows endpoint investigation). The cost gap stems from LLM call count: a skill-delegated agent makes 12 calls vs 4 for an inline-methodology agent, because on-demand skill loading triggers extra deliberation steps that each pay the full growing conversation-history cost. A matched test also found the specialized agent traced process ancestry 100% of the time vs 50% for the skill-delegated approach. The post provides a decision framework: use specialized agents for high-volume automated triage (cost control, reproducibility, auditability), use a single agent with skills for analyst-led interactive investigation where mid-conversation pivots are needed, and run both in the same deployment when your SOC does both. A consumption API endpoint lets teams measure per-agent token costs against their own alert mix before committing to an architecture.

## Full article

daily.dev links to this article rather than hosting it. Read it at the original source: <https://www.elastic.co/security-labs/agentic-soc-token-budget-architecture>

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---

Tags: [#security](https://daily.dev/tags/security), [#ai-agents](https://daily.dev/tags/ai-agents), [#elk](https://daily.dev/tags/elk)

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