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Episode 6
AI & Technology

From AI Hype to Audit-Ready HR

AI is racing ahead. Most HR teams are being told to “do more with it,” but very few feel confident turning intent into safe, explainable practice.

Martyn Redstone is the founder of Eunomia HR and an advisor to HR teams on AI governance, skills and responsible implementation. In this episode, he shares how to move from pilots to policies, so you can innovate at speed without risking compliance, fairness or brand trust.

With Martyn Redstone
51mins

“HR has to be the bastion because every form of AI transformation touches people… HR needs to take the leadership… set the direction, the guardrails and own the strategy.”

Martyn Redstone
Martyn Redstone
Founder, Eunomia HR

Boards want AI in HR now. Regulators want AI-driven people decisions explained. Most HR teams are caught between the two, running pilots without the policies to back them.

We sat down with Martyn Redstone (founder of Eunomia HR, with 20 years in the space and nine working hands-on with AI) to work through how HR sets guardrails first, what it should never automate, and how to test vendor tools before they reach candidates.

 

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In this episode

Watch or listen now for practical steps for leaders who need fast results and defensible decisions, while keeping a great experience for candidates and employees alike.

  • A guardrails-first checklist you can put in motion quickly to stay audit-ready and unblock delivery
  • A simple risk lens for automation: decision execution (good to automate) vs. decision making (keep a human in the loop)
  • Clear reasons to avoid LLM CV screening decisions, and where they do add value (content, comms, personalization)
  • Language you can use with boards and auditors to evidence fairness and control without heavy jargon
  • …and so much more!

Recorded in October 2025. Since then, the EU has moved the AI Act’s deadline for high-risk systems, including AI used in employment decisions, to December 2027.

Key takeaways
Set guardrails before you build. An AI use policy, a vendor strategy and clear acceptable use rules tell teams how to innovate, so they can move at speed. Guardrails added after the fact stall projects.
Separate decision execution from decision making. Automating tasks people have already decided is low risk and high value. Anything that decides someone’s employment, from hiring to promotion, should keep a human making the call.
Large language models generate text. They aren’t built to screen people. In Martyn’s testing, CV rankings shifted from one day to the next and more than half of CVs were never assessed. Ask vendors how their system makes a decision, and for their tests on rank drift and repeatability.

This episode's guest

Martyn Redstone avatar

Martyn Redstone

Founder, Eunomia HR