Cybersecurity Where You Are (audio)
Cybersecurity Where You Are (audio)

Episode 198: AI Privacy from a Risk-Based Perspective

29 July 2026 30:49 Center for Internet Security

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About this episode

In episode 198 of Cybersecurity Where You Are, Sean Atkinson discusses artificial intelligence (AI) and privacy from a risk-based cybersecurity perspective. Together, he explores how organizations and individuals can assess AI risk, apply governance frameworks, evaluate third-party AI services, and balance innovation with due diligence.

Here are some highlights from our episode:

  • 00:41. Framing the conversation around AI, privacy, and risk-based controls
  • 02:22. Due diligence and ethical considerations around AI products and services
  • 03:14. Data minimization and transparency as foundations for AI privacy
  • 04:46. Privacy impact assessments as a way to understand AI data collection and use
  • 05:42. AI governance and the tension between implementation velocity and risk management
  • 10:08. The use of existing data flows and controls in AI assessments
  • 11:57. Algorithmic transparency and the challenge of understanding AI decision making
  • 13:47. Standards, frameworks, and data sovereignty in AI privacy governance
  • 15:12. Encryption, anonymization, tokenization, and federated learning as privacy safeguards
  • 16:40. The need to shift stakeholder input left in AI development and deployment lifecycles
  • 19:13. Building literacy around security, data management, privacy, and AI risk
  • 23:40. The value of cross-functional and written assessment criteria for AI risk
  • 26:21. A call to action for keeping pace with AI privacy and and innovation risk

Resources

  • CIS Controls v8.1.2 AI Security Guidance Workbook
  • Episode 105: Context in Cyber Risk Quantification
  • Service Provider Management Policy Template for CIS Control 15
  • EU AI Act: first regulation on artificial intelligence
  • AI Risk Management Framework
  • IAPP AI Governance Center
  • Episode 120: How Contextual Awareness Drives AI Governance
  • Secure by Design v1.1 A Guide to Assessing Software Security Practices
  • Reasonable Cybersecurity

If you have some feedback or an idea for an upcoming episode of Cybersecurity Where You Are, let us know by emailing[email protected].

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