App review research guides

Compare feedback on the same task and keep conflicting experiences visible.

Distinguish a request for a new capability from a complaint about an existing one.

Turn a recurring frustration into a question you can test.

Look for specific tasks users value behind the five-star ratings.

Separate complaints about price, paywalls and access to features.

Compare tools against the research you need to do.

Choose a storefront and define which reviews belong in your sample.

Explore how much time 200 reviews covered for each of 24 US App Store apps.

Group equivalent feedback while preserving the original wording.

Decide whether tone or a specific product issue answers your question.

Use a prompt and check its claims against individual reviews.

Weigh supporting and conflicting reviews before choosing what to investigate.

Record each excerpt, its source and the theme it supports.

Open the source rows in a spreadsheet and preserve the original text.

Track new feedback and inspect the evidence behind a change.