Adding cheaper agents to an unchanged queue changes almost nothing







Who stays accountable































On the repetitive questions they usually get better service, because an instant correct answer beats a correct answer in six hours. The risk sits with the edge cases, which is exactly why confidence limits force anything uncertain to a human rather than letting the agent guess.
Every automated response is logged with its reasoning and sampled for quality review. A support specialist owns that review. Where a pattern emerges, the agent is corrected rather than the ticket simply being fixed.
No. The escalation detector is specifically there to catch sentiment drops and route them to a person early. Contacting a customer on a sensitive matter is on the list of things agents never do alone.
Expect low deflection in the first weeks while the knowledge base is built from your actual resolved tickets. It climbs as the knowledge maintainer accumulates material. Anyone quoting a deflection rate on day one is quoting a target.
Yes, in your instance under your access controls.