The hardest conversations in a busy inbox are not the ones that are loud. They are the ones that are quietly going wrong while the team works through the queue in order. HellouOne's new customer sentiment feature is built for the supervisor who needs to find those conversations in seconds. It shows a mood dot on every conversation card, adds mood and priority chips, and gives sentiment its own page under Reports.
Where you will see it
A mood dot on every conversation card. Scanning the inbox list, you can see at a glance which conversations are calm and which are not, without opening any of them.
Mood and priority chips. Inside a conversation, chips show the current mood and the priority, so whoever picks it up knows how to open.
Reports > Sentiment. A dedicated report that shows how customers feel over time, so a change in mood across a week stands out from a single bad day.
The mood comes from HellouOne's AI classifications, the small model that reads every incoming message. Sentiment is one of the things it reads, which means the dot updates as the conversation moves: a customer who started annoyed and ended satisfied shows that journey, and a customer who is getting more frustrated with each reply shows that too.
Why supervisors asked for this
In a team of six agents handling WhatsApp, web chat and email, a supervisor cannot read every thread. What they can do is decide where to spend their attention. Sentiment turns that decision from a guess into a glance. An unhappy customer in a long queue is the one most likely to leave, to post a review, or to escalate, and the one where a quick intervention from a senior person pays off most. With the dot visible on the card, the supervisor jumps to that conversation first, reads the chips, and decides whether to coach the agent, take it over, or let it run.
The priority chip works with the mood. A frustrated customer with a low-stakes question and a calm customer with an urgent one both deserve attention, but of different kinds. Seeing both chips side by side keeps the team from treating every unhappy message as a fire and every polite one as fine.
What the report adds
The inbox view is about now. Reports > Sentiment is about patterns. Over a week or a month, it shows whether customers are, on balance, happier or less happy with the service, and lets the team connect that to what changed: a new AI agent prompt, a product issue, a holiday rush. It is also a fair way to talk about quality with the team, because it reflects what customers expressed rather than what a reviewer thought of a sample of chats.
Sentiment also helps with staffing decisions that are otherwise made on gut feel. If negative mood clusters on Monday mornings or on one channel, that is a scheduling or a content problem you can fix, not a mystery. And because the dot reflects what the customer expressed rather than how long the conversation lasted, a short, sharp complaint gets the attention it deserves instead of hiding behind a low message count.
How to use it in HellouOne
Sentiment is on wherever AI classifications are on, which is from the Growth tier upward and in the free trial. A simple routine works well: at the start of a shift, sort or scan the inbox for negative mood dots and open those first; during the day, use the chips to brief whoever takes over a conversation; at the end of the week, open Reports > Sentiment and look for the days or channels that moved. Pair it with the reply check, which holds risky drafts, so an unhappy customer is not met with a reply that makes things worse. And if a supervisor wants a quick answer, LIA can read the sentiment report and summarise it in the admin chat.
