Catch sentiment shifts before they hit your rating.

Your App Store or Google Play rating is an average. It moves slowly because it is diluted by thousands of historical reviews. By the time the number drops visibly, the damage has been accumulating for weeks.

Sentiment in recent reviews is a leading indicator. A cluster of negative reviews about a specific issue, a new version that breaks a workflow, a competitor launching a feature you lack — these show up in review text long before the star average reflects them.

Why star ratings lag

Consider an app with 50,000 lifetime ratings averaging 4.3 stars. Even if every review this week is 1 star, the overall average barely moves. The store rating is a trailing indicator by design. It tells you where you have been, not where you are heading.

Sentiment analysis of recent reviews is different. It looks at the language, not just the star, and it only considers the most recent window of feedback. A shift in tone shows up immediately.

What nsight measures

Every nsight report includes a sentiment score from 0 to 100, a trend direction (improving, stable, or declining), and a risk level. These are computed from the text of up to 150 recent reviews, not from the star average.

• Sentiment score — a single number that captures overall user feeling, weighted by review recency.
• Trend direction — whether sentiment is moving up, holding steady, or sliding down.
• Risk level — a qualitative flag (low, medium, high) based on the severity and concentration of negative feedback.

The category breakdown (performance, usability, features, stability) helps you pinpoint which dimension is driving the shift. A sentiment drop caused by stability issues needs a different response than one caused by a missing feature.

Continuous monitoring with Pulse

A single report gives you a snapshot. Pulse gives you ongoing awareness. On the Pro plan, Pulse monitors your tracked apps with two check cycles:

When Pulse detects a meaningful change, you get an email notification. No need to check a dashboard. The signal comes to you.

What to do when you see a shift

A sentiment shift is a signal, not a diagnosis. Here is a practical response sequence:

• Generate a fresh report to get the current picture with scored categories and prioritized issues.
• Read the critical issues to understand what is driving the drop.
• Check the personas to see which user segments are most affected.
• Run a comparison if you suspect a competitor move is pulling users away.
• Use the action plan to prioritize the response in your next sprint.

The goal is to respond while the issue is contained, before it spreads to the broader user base and drags down the store rating.

Getting started

You can generate your first sentiment analysis free on the free tier (2 reports per month). Pulse monitoring requires the Pro plan, which also unlocks higher report limits and PDF export.