
Review Theme Mapping
Cluster verbatims into named themes with tone labels so category and care teams share one vocabulary.
View detailsEngagements
Practical analytics work that ties review tone to the moments shoppers decide to buy, hesitate, or leave.
We work with catalogue, customer-care, and trading teams who already collect reviews but struggle to see which tones move conversion. Each engagement produces charts, annotated verbatims, and a spoken walkthrough your stakeholders can take into the next trading meeting.

Cluster verbatims into named themes with tone labels so category and care teams share one vocabulary.
View detailsA timed reading of your review corpus with sentiment scores placed beside the funnel steps where conversion softens.
View detailsPoster-style charts and speaker notes that translate sentiment findings for board, brand, and operations audiences.
View details