Real‑world snippets
★★★★★ Fantastic battery life and the keyboard feels premium. Support was quick to respond.
★★☆☆☆ Color is off vs pictures and shipping took too long — packaging was damaged.
Transform unstructured feedback into product insights — aspect‑level sentiment, themes and actions for your catalog.
Import from marketplaces and your shop; detect language and deduplicate.
Identify topics (battery, fit, delivery) and score sentiment per aspect.
Cluster recurring pain points and raise alerts for spikes.
Update PDP copy/specs, add FAQs, inform support; validate via A/B tests.
| Aspect | Positive share | Trend |
|---|---|---|
| Battery | up strongly | |
| Delivery | up slightly | |
| Packaging | flat | |
| Color | down slightly |