Customer Sentiment
Quick answer
Customer sentiment is the overall tone, positive, negative or neutral, of how customers talk about a brand across public channels such as reviews, social posts and community threads. It is usually tracked as a trend over time rather than a single snapshot, since any one post can be an outlier.
Why it matters
Raw mention volume alone does not say whether a brand is in a good or bad spot; a busy month full of complaints looks the same, by count, as a busy month full of praise. Sentiment is the layer that turns a mention count into something closer to an actual read on how customers feel, and a sustained negative shift is usually a better early warning than any single support ticket. It is also less prone to being skewed by the loudest few customers, since it looks at the overall mix rather than any one voice.
How to measure it
Classify each mention as positive, negative or neutral, either automatically or by sampling manually, and track the mix over time rather than reacting to any single mention. A sudden shift in the ratio across a short window is worth investigating immediately; a slow, sustained drift over weeks is the pattern worth raising at a regular review instead of chasing day to day. Comparing a brand's sentiment mix against named competitors over the same period also shows whether a dip is specific to the brand or affecting the whole category.
Example
A note-taking app's support team feels like complaints have gotten worse lately, based on the handful of tickets they personally see, but a broader sentiment check across public mentions shows the actual ratio of negative to positive mentions has stayed flat for months. The team realizes the feeling came from a few memorable tickets, not a real shift, and looks elsewhere for the root of a recent drop in signups instead. The actual cause turns out to be a pricing page change that had nothing to do with sentiment at all.
Frequently asked questions
Is customer sentiment the same as a Net Promoter Score?
No. NPS comes from a direct survey question asked to customers; sentiment is inferred from what people say unprompted in public, which captures a different, often larger group than the ones who respond to a survey.
How often should sentiment be checked?
Weekly is enough to see a real trend without reacting to daily noise, though a sudden spike in negative mentions is worth checking as soon as it appears rather than waiting for the next scheduled review.
Can sentiment be wrong about a specific mention?
Yes, especially with sarcasm or niche slang, which is why the useful signal is the overall trend across many mentions rather than trusting the label on any single one.
Related terms
Related
MarketHQ tracks brand mentions across communities, news, blogs, social and AI answers, and turns them into gap analysis and action plans.