Picture the start of a normal shift. Tickets are piling up. One customer needs a refund exception. Another is stuck in an integration step that is documented, but…
In enterprise environments, AI hallucinations in customer support are not quirky model artefacts. They are operational failures. Unlike marketing copy or brainstorming tools, customer support operates inside legal,…
Canned responses have a branding problem. In many support teams, the phrase “canned reply” is shorthand for robotic, impersonal, low-effort service. Customers associate them with copy-paste apologies, irrelevant…
If you’re one of the 800 million weekly users of ChatGPT, you probably use it to write code or text, or to design images and videos. It’s become…
The best support teams route smarter, so that the right customers get the right level of help with the least possible effort. That efficiency doesn’t come from treating…
AI support automation sits in the middle of your customer data, identity workflows, and operational actions. The right diligence is not a 200-question checkbox exercise. It is a…
Recent research has shown that education chatbots can handle student support queries outside the classroom (administrative and services-oriented intents), because those flows are repeatable and high-frequency. However, modern…
Churn rarely looks like churn while it is forming. By the time a customer cancels, the underlying story is weeks old: low activation, stalled adoption, repeated friction, and…
Salesforce has become the system of record for customer support in many mid-market and enterprise organizations. Over time, it accumulates a large and valuable knowledge base containing FAQs,…
The landscape of US customer support is undergoing a fundamental shift. For years, CS Ops managers have relied on ticket deflection as the primary measure of success. However,…