Customer friction

Customer effort score measures how hard customers say it was to get their issue resolved, usually on a seven-point scale asked immediately after contact. Effort predicts loyalty more reliably than satisfaction, because a customer can be satisfied with an outcome yet exhausted by the process of reaching it.

Transfer rate is the percentage of contacts moved from the first agent or queue to another agent, team, or queue before resolution. A warm transfer includes context passed directly between agents; a cold transfer drops the customer into a new queue with no handoff, often forcing them to repeat information. Elevated transfer rates usually signal routing misconfiguration, gaps in skill-based mapping, or missing knowledge access rather than individual agent fault. Each transfer represents an unresolved first contact, so transfer rate moves inversely with first contact resolution and inflates average handle time across the interaction chain. Example: 80 transfers out of 1,000 calls yields an 8% transfer rate.

First contact resolution is the share of issues fully resolved during a customer’s first interaction, with no follow-up contact about the same problem. It correlates strongly with satisfaction and cost, but only when measured over a defined reopen window rather than at ticket close.

IVR is an automated telephony system that plays recorded or synthesized prompts and routes callers based on their input. Touch-tone (DTMF) menus require keypad presses. Directed dialogue lets callers speak from a limited list of options. Natural language or conversational IVR interprets open-ended speech to identify intent. Success is typically measured by containment rate: the share of calls resolved without a human agent. Deep menu trees are a common source of customer friction, causing repeat prompts and abandoned calls. OnClarity’s AI agents work across chat and voice, handling voice interactions conversationally.