Review Digest

Find out what customers keep praising and complaining about.

GitHub
CSV needs a text/review column; rating (1-5, /10 or /100) and date are optional

Aspect sentiment

Share of positive vs negative mentions per aspect (sentence-level, with negation handling).

Rating distribution

AI executive summary

Sends a stratified sample of reviews plus the local stats to the AI.

Distinctive words

in 4-5 star reviews

in 1-2 star reviews

Weighted log-odds ratio with an informative prior (Monroe et al.).

Suspicious reviews

Reviews

Ratings and sentiment by month

Aspect sentiment by month

net = (positive − negative) / mentions

Detected shifts

In negative reviews

In positive reviews

vsLoad samples to get two fictional products to compare.

Aspect by aspect

Reply queue