🛡️Trust & Ethics

How Over-Optimized AI Feels Like Manipulation

The uncanny support valley. When efficiency optimizations backfire.

Quick Answer

For search, voice, and "just tell me what to do".

AI optimized purely for metrics like containment, handle time, or deflection can feel manipulative to customers. When they sense AI is designed to prevent human contact rather than help, trust collapses. The solution is optimizing for customer outcomes, not just efficiency.

Key Takeaways:

  • Customers sense when AI serves business over them
  • Metric optimization can backfire
  • Trust requires genuine helpfulness
  • Manipulation detection is instinctive
  • Outcome optimization beats efficiency optimization

Playbook

1

Audit AI for manipulation patterns

2

Reframe metrics around customer outcomes

3

Design AI to genuinely serve customer needs

4

Test for customer perception of intent

5

Balance efficiency with trust

Common Pitfalls

  • Pure containment optimization
  • AI designed to prevent human contact
  • Ignoring customer perception of AI intent
  • Short-term metrics over long-term relationship

Metrics to Track

Customer perception of AI helpfulness

Trust in AI intent

Relationship metrics post-AI interaction

Long-term customer value

FAQ

How do I know if my AI feels manipulative?

Ask customers directly, read complaints carefully, test with fresh perspectives, and watch for frustration patterns. If customers feel blocked rather than helped, your AI may be optimized wrong.

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Next: browse the hub or explore AI Operations.

Salarsu - Consciousness, AI, & Wisdom | Randy Salars