Visualize Sentiment Trends Across App Store, Google Play & Amazon Reviews
See how sentiment trends across every release, not just what a single review says. AppReviewBot scores every review as it arrives and rolls the scores into a trend line, so you can watch the trajectory shift instead of reading reviews one at a time.
Trend line shifts from mostly negative to mostly positive after v4.2
Why teams watch the trend line
A leading indicator, not a lagging one
Sentiment shifts before star ratings visibly move, so you catch a dip in mood while there's still time to react — not after the rating average has already dropped.
Trend, not a single snapshot
One bad review doesn't tell you much. A sentiment trajectory across a release, price change, or outage tells you whether that moment actually moved the needle.
One timeline across every store
iOS, Google Play, and Amazon reviews all roll onto the same sentiment timeline, so you're comparing trend against trend instead of stitching stores together yourself.
Everything you need to track the shift
AI sentiment scoring per review
Every review is scored automatically as it arrives — no manual tagging, no waiting for a weekly report to know how a review landed.
Historical trend charts
Break the trend down by app, version, or date range to see exactly when the trajectory shifted and what release it lines up with.
Spike & shift alerts
Get notified the moment sentiment moves fast in either direction. Spike and shift alerts are part of the AI analysis on the Business plan.
Segment by country, keyword & rating
Slice the trend line by market, keyword, or star rating to see whether a shift is global or isolated to one segment.
Side-by-side comparison
Put two apps or two versions on the same chart to see which one's trend is actually moving in the right direction.
Same AI analysis as the Business plan
Sentiment trends are powered by the same AI analysis surfaced across the Business plan's review intelligence features.
Sentiment trends are powered by the same AI analysis surfaced across the Business plan's review intelligence features. See plans on pricing →
3-step sentiment pipeline
Reviews are scored automatically
As reviews arrive from iOS, Google Play, or Amazon, AI-driven analysis scores each one for sentiment — no setup required.
Scores roll up into a trend
Individual scores roll onto a dashboard trend line, broken out by app, version, or date range so the trajectory is easy to read at a glance.
Alerts fire on a shift
Set a sentiment threshold and get notified the moment the trend crosses it, so a shift in mood never goes unnoticed.
Want to know why sentiment moved? See the NLP toolkit →
Frequently asked questions
How is sentiment analysis different from star ratings?
A star rating is a single number a reviewer picks. Sentiment analysis scores the actual text of the review and rolls those scores into a trend line, so you can see the trajectory of how people feel shift over time — often before it shows up in the average star rating.
Does it cover Amazon reviews?
Yes. Amazon reviews are scored and plotted on the same sentiment timeline as iOS App Store and Google Play, so you get one trend view across every store you're monitoring.
Can I get alerted when sentiment drops?
Yes. Set a sentiment threshold and AppReviewBot fires a spike or shift alert the moment the trend crosses it, so you catch the shift as it's happening instead of after the fact.
Which plan includes sentiment analysis?
Per-review sentiment scoring and trend charts are available across paid plans. Spike and shift alerts are part of the AI analysis included on the Business plan — see the pricing page for the full breakdown.