Why Data Quality Dictates Security Operations Success
CSO Online, Monday, August 17th, 2026
Controlled experiments find enriched network telemetry outperforms basic logs across SOC investigation benchmarks.
CSO Online examines whether SOC performance depends more on the large language model deployed or on the quality of the security data it consumes. The question matters as AI takes on more SOC workflows including threat triage, indicator extraction and incident report generation.
Academic studies have offered conflicting answers. Controlled experiments covered in the article show that enriched network telemetry dramatically outperforms basic logs across investigation benchmarks.
The conclusion is that data enrichment yields more improvement than model upgrades for security operations.