Automation & Scale

Using AI to Absorb Uncertainty So Humans Can Show Care

Emotional bandwidth preservation. Protecting human capacity for meaningful interactions.

Quick Answer

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

AI can handle the uncertain, ambiguous early stages of support interactions—gathering context, identifying issues, checking information—so that when humans engage, they have clarity and can focus entirely on showing care and solving problems.

Key Takeaways:

  • Uncertainty consumes emotional bandwidth
  • AI can gather context before human engagement
  • Clear handoffs enable focused human care
  • Information gathering is automatable
  • Human energy should go to human moments

Playbook

1

Identify uncertainty points in support flow

2

Design AI to gather context and clarify issues

3

Create structured handoffs with clear information

4

Reserve human engagement for defined moments

5

Build AI pre-processing for complex issues

Common Pitfalls

  • AI interrogation that frustrates customers
  • Incomplete information gathering
  • Delayed human engagement that builds frustration
  • Over-relying on AI for what needs human judgment

Metrics to Track

Context completeness at handoff

Agent preparation time

Human interaction quality scores

Customer effort score

FAQ

Won't customers be frustrated by AI 'gatekeeping'?

Not if AI is helpful rather than blocking. Frame AI as gathering information to help faster, provide easy human access, and ensure the AI interaction adds value rather than just filtering.

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Next: browse the hub or explore AI Operations.

Salarsu - Consciousness, AI, & Wisdom | Randy Salars