How to spot them

Signature behaviours:

Rejects the new – Avoids AI tools, sticks to what’s manual and familiar.
Leads with intuition – Trusts gut feel and experience over data.
Asks the tough questions – Pushes back on ethics, reliability, and value.
Resists change – Slows or blocks AI-related projects and policies.
Defends human judgement – Believes AI can’t match real-world know-how.

What this means for you:

  • They’re the keepers of quality and caution.
  • They offer essential pushback, the kind that stops bad AI decisions.
  • But left unmanaged, their scepticism can spread quietly and stall progress.
  • Ignore their concerns and you risk a full team backlash.

The Challenges They Create

⚠️ Trust Gap – They don’t believe AI is reliable or built for their work.
⚠️ Change Fatigue – AI feels like another new thing in a long list of disruptions.
⚠️ Quiet Resistance – They won’t shout, but they’ll slow things down from the inside.
⚠️ Expertise Protection Mode – If AI feels like a threat, they’ll guard their methods even harder.

What to do

Channel their energy:

  • Show how AI supports, not replaces, their judgement.
  • Start with low-risk, familiar tasks to build comfort.
  • Use co-creation, not top-down rollout. Bring them into decisions.

Align their impact:

  • Link AI to improving quality, not just speed.
  • Highlight how AI can free up their time to focus on what they do best.
  • Frame AI as a craft-enhancer, not a cost-cutter.

Guide their influence:

  • Give them a platform to ask smart questions, don’t shut them down.
  • Help them become a mentor in blending tradition with innovation.
  • Pair them with early adopters for balanced rollout energy.

What Success Looks Like

✔️ They contribute to AI plans, not just comment from the sidelines.
✔️ They champion AI use where it adds value to human expertise.
✔️ They model cautious optimism, helping others feel safe to try.
✔️ They preserve quality while adapting to new tools. The best of both worlds.


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