SuperSOC: Conversations with the People Shaping the Future of Security Operations

Making AI Useful in the SOC: Data, Metrics & Human Skills ft. Dr. Anton Chuvakin @Google Cloud

Qevlar AI Season 1 Episode 2

AI promises to transform security operations but how much of that is actually happening today? In this episode, Ahmed Achchak (CEO of Qevlar AI) talks with Dr. Anton Chuvakin, Security Advisor at Office of the CISO at Google Cloud, to explore the real, measurable ways AI can improve your SOC and the hard limits many organizations overlook.

You’ll discover:

  • Where AI reliably adds value in security operations today and where it doesn’t.
  • Why poor data, not weak models, is the biggest blocker to AI success in SOCs.
  • The key metrics and KPIs that matter when evaluating AI’s effectiveness.
  • What human skills will grow in importance in AI-augmented SOCs and which ones matter less.

Agenda:

00:00 – Introduction: Can AI actually help the SOC?

01:06 – Why “AI SOC” is a misleading term

02:27 – The real reason AI won't run the SOC anytime soon

03:49 – Why better AI doesn’t solve bad data

04:18 – Measuring AI’s impact: productivity vs. autonomy

05:54 – Why GenAI improvements aren't enough without better processes

07:12 – Should you track AI’s accuracy?

08:18 – What AI should actually improve in SOC workflows

08:46 – The human skill that matters most in AI-augmented SOCs

10:01 – What SOC skill might matter less in the future

11:08 – Fire Round: Advice Anton repeats but nobody listens to

12:12 – The SOC transformation most organizations keep postponing

13:46 – Why many SOCs are still struggling with cloud in 2025

15:14 – Wrap-up: What Anton finds surprising about today’s SOCs


Follow Dr. Anton Chuvakin on LinkedIn:

https://www.linkedin.com/in/chuvakin/

Dr. Chuvakin’s blog “Anton On Security”:

https://medium.com/anton-on-security


Follow Ahmed on LinkedIn:

https://www.linkedin.com/in/ahmed-achchak-872554109/

Stay tuned for Qevlar AI updates:

https://www.linkedin.com/company/qevlar/

Curious to learn how Qevlar AI can automate your alert investigation so your team can focus on the alerts that matter?

Head to: https://www.qevlar.com/