{"dataset":{"name":"What App Store reviewers praise and complain about, app by app: coded reviews of dictation and transcription apps","title":"Dictation App Reviews: What Users Say About Each App","question":"What do the App Store reviews of each dictation, transcription and voice notes app praise and complain about?","url":"https://yapapp.cc/data/app-review-themes","measure":{"label":"Share of the app's reviews","unit":"percent of the app's reviews","short":"%","decimals":1},"dimensions":[{"key":"app","label":"App"},{"key":"theme","label":"Theme","values":["Recognition accuracy","Names and special words","Punctuation and formatting","Languages and accents","Speed and delay","Reliability","Privacy and data","Offline and on-device use","Price and subscription","Length and usage limits","Setup and permissions","Works in other apps","AI rewriting","Background noise","Battery and resources","Voice commands and editing","Time saved","Health and accessibility","Customer support"]},{"key":"polarity","label":"Reported as","values":["Problem","Praise"]},{"key":"segment","label":"Kind of app"},{"key":"documents","label":"Reviews coded"},{"key":"count","label":"Reviews with the theme"},{"key":"low","label":"95% interval, low"},{"key":"high","label":"95% interval, high"},{"key":"years","label":"Reviews dated"}],"include":"Every app in our market registry with at least 30 of its App Store reviews about dictation or speech to text coded: the reviews shown on its public App Store pages in seven English-speaking storefronts (US, UK, Canada, Australia, India, Ireland, New Zealand), each coded as a whole against the same codebook as the study of all reviews.","exclude":"Apps with fewer than 30 coded reviews about dictation, reviews about something else (set aside), Hacker News comments and Bluesky posts (a comment found by an app's name often weighs several apps), themes no review of the app states, and our own app.","method":"Reviews are gathered by code from each app's public App Store pages, then each one is coded as a whole by a researcher against the published codebook (themes, and whether each is reported as a problem, praised or only mentioned) before anything is counted; a second researcher codes a fixed 10% sample of all documents independently and the agreement per theme is published with the study. For each app and theme, the share of its coded reviews that report a problem with it or praise it is calculated by code, with the count, the number of reviews and the 95% Wilson score interval.","limitations":"Apple shows a selection of reviews on an app's page (often long and helpful ones), not a random sample, and unhappy reviewers write more. With 30 to 63 reviews per app the 95% intervals are wide, often 15 to 25 points: a difference between two apps means little unless their intervals do not overlap. Reviews can be years old and describe an earlier version of the app. The coding is done by a language model following written rules, so single reviews can be miscoded.","sources":0,"updated":"2026-10-27","license":"https://creativecommons.org/licenses/by/4.0/","credit":"Yap (2026). What App Store reviewers praise and complain about, app by app: coded reviews of dictation and transcription apps [Data set]. https://yapapp.cc/data/app-review-themes"},"rows":[{"row":"AI rewriting: praise","value":54.5,"low":38,"high":70.2,"as_written":"54.5","unit":"percent of the app's reviews","app":"Letterly","theme":"AI rewriting","polarity":"Praise","segment":"Voice notes apps","documents":33,"count":18,"years":"2024 to 2026","conversion":null,"claim":"Of the 33 App Store reviews of Letterly about dictation that we coded, 18 (54.5 percent) praise ai rewriting.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-voices-2026-10-app-letterly-ai-editing-praise","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-27"},{"row":"Recognition accuracy: problems","value":51.4,"low":35.9,"high":66.6,"as_written":"51.4","unit":"percent of the app's reviews","app":"Transcribe Audio to Text 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Transcribe (transcribe.com) about dictation that we coded, 22 (44.0 percent) report a problem with recognition accuracy.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-voices-2026-10-app-transcribe-com-accuracy-problem","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-27"},{"row":"Price and subscription: problems","value":43.2,"low":28.7,"high":59.1,"as_written":"43.2","unit":"percent of the app's reviews","app":"Transcribe Audio to Text Notes","theme":"Price and subscription","polarity":"Problem","segment":"Transcription apps","documents":37,"count":16,"years":"2020 to 2026","conversion":null,"claim":"Of the 37 App Store reviews of Transcribe Audio to Text Notes about dictation that we coded, 16 (43.2 percent) report a problem with price and 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Simon Says about dictation that we coded, 12 (36.4 percent) praise time saved.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-voices-2026-10-app-simon-says-productivity-praise","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-27"},{"row":"Reliability: problems","value":35.9,"low":22.7,"high":51.6,"as_written":"35.9","unit":"percent of the app's reviews","app":"Superwhisper","theme":"Reliability","polarity":"Problem","segment":"Dictation apps","documents":39,"count":14,"years":"2024 to 2026","conversion":null,"claim":"Of the 39 App Store reviews of Superwhisper about dictation that we coded, 14 (35.9 percent) report a problem with 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Store reviews of Live Transcribe (Mighty Fine Apps) about dictation that we coded, 18 (35.3 percent) report a problem with price and subscription.","quote":null,"where_in_source":null,"fact_url":"https://yapapp.cc/facts/m-voices-2026-10-app-live-transcribe-mighty-fine-price-problem","source_title":null,"source_publisher":null,"source_year":null,"source_url":null,"source_doi":null,"checked":"2026-10-27"},{"row":"Price and subscription: problems","value":34.2,"low":21.2,"high":50.1,"as_written":"34.2","unit":"percent of the app's reviews","app":"Notta","theme":"Price and subscription","polarity":"Problem","segment":"Transcription apps","documents":38,"count":13,"years":"2023 to 2026","conversion":null,"claim":"Of the 38 App Store reviews of Notta about dictation that we coded, 13 (34.2 percent) report a problem with price and 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