Sentiment analysis captures not just whether AI mentions your brand, but how it describes you: warmly, neutrally, or with caution. A hedged or lukewarm description can cost you a buyer even when you are technically recommended.
Rankry classifies the sentiment of each mention, tracks it over time per engine, and surfaces the recurring adjectives, strengths highlighted, and concerns flagged across answers. It keeps the source sentences so you can see exactly what drove a shift.
| Field | What it holds |
|---|---|
| Sentiment label | Positive, neutral, or cautious per mention. |
| Sentiment trend | How descriptions change over time. |
| Recurring strengths | What models consistently praise. |
| Recurring concerns | Caveats or doubts that keep appearing. |
| Per-engine sentiment | How tone differs across models. |
Sentiment analysis flags that two engines repeatedly describe a product as "powerful but with a steep learning curve." The team publishes onboarding content and clearer positioning, and the recurring concern fades from later answers.