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Trace Margin

Expert Q&A

1. Which first workflow is ready—and what would make you advise against AI?

Trace Margin research deskSection 06Page 4 of 24Last updated

Proposed lead: Brad Cleveland, with the buyer’s COO and frontline supervisor.

Why it matters: Cleveland’s recent ICMI analysis recommends starting with what customers are trying to accomplish, including where human judgement remains essential and which problems should be removed rather than automated. That is a useful challenge to a supplier-led pilot. (icmi.com)

Question to put to the expert:

If a service business asks how to handle after-hours customer calls, what evidence would make you recommend an AI answering service rather than better routing, an answering service staffed by people or a stronger callback process?

A strong answer should cover:

  • A narrowly defined task, permitted actions and explicit exclusions.
  • Evidence of eligible demand, not simply total call volume.
  • Accessible operational records against which success can be checked.
  • Human coverage during the actual pilot hours—not assumed office-hours availability.
  • Conditions for pilot now, prepare first and do not automate yet.

Evidence to request: A one-page workflow map, baseline dispositions, permissions list and named fallback owner.

Follow-up that tests the answer: What is one attractive-looking workflow you would reject, and which missing prerequisite changes your decision?

Expert quote: [Reserved for an approved interview quotation.]