Concept · Customer experience · 2025

Murmur

A conversational support layer that knows when to answer, when to ask, and when to hand over to a person.

Product
Murmur — concept product
Services
AI productConversational UIPrototyping
Status
Concept — self-initiated study

The question

Most AI assistants are optimised to always respond. In support, a confident wrong answer costs more than a short wait for a human.

The approach

We explored retrieval-grounded responses with explicit confidence states in the interface, plus a hand-over pattern that carries full context to a human agent.

Where it landed

An interaction prototype and evaluation harness for testing escalation behaviour.