Operations · Beginner · about 16 minutes

Customer service for a small team — replies, patterns and the escalation line

You answer the same eight questions every week. Replies are slow because you are doing other things. Angry customers wait longest because you avoid opening those messages.

You need

142 complaints over two months, kitchenware D2C. Fields: date, product, complaint text, delivery pincode, courier.

Tool

Any assistant, with voice samples and your policies

You get

1. CLUSTERS BY CAUSE — Delivered damaged (48) · Late delivery (31) · Product not as expected (24) · Wrong item (14) · Product fault (12) · Other (13).

Time saved

Reply drafting from 6 minutes to about 1. Monthly clustering takes 20 minutes and routinely finds a fix worth far more.