inApp

Niche research

Sobriety & quitting

Every one of the 6,607 reviews has its own label and complete text below. Choose an app, topic, rating, or search for an exact phrase.

6,607

source reviews in niche

29

apps in corpus

0/8

patterns translated

100%

reviews carry a label

Per-review labelling

74.9% have a specific topic; ambiguous texts are not over-interpreted

6,607 / 6,607

Detailed app labelling

Additional themes formed independently inside each individual product

22 / 29

Evidence threshold and limitations →

Complete niche corpus

All apps and reviews

29 / 29

Every review is labelled. “Deep topics” are formed inside one app; “category topics” use strict cross-category rules and an honest sentiment label for ambiguous remainder.

Showing 29 of 29

  1. QuitNow!333 reviews
    deep topicsprogress tracker and motivation · bugs, login and lost data · paid subscription and pro
  2. Sober SideKick: Quit Addiction332 reviews
    deep topicscommunity that keeps you from feeling alone in sobriety · 24/7 online AA and NA meetings · first hours in the app, still getting a feel for it
  3. Quit smoking for good - Kwit321 reviews
    every review labelledthe app helps achieve the intended result · subscription and paid restrictions · clear and easy workflow
  4. Clean Day — Sobriety Counter317 reviews
    every review labelledsubscription and paid restrictions · crashes, freezes and errors · the app helps achieve the intended result
  5. Quit Vaping303 reviews
    deep topicsprogress and savings trackers · community support · bugs and glitches
  6. Sunflower - Quit Any Addiction302 reviews
    every review labelledthe app helps achieve the intended result · subscription and paid restrictions · trial charges and refunds
  7. 12 Steps Guide300 reviews
    every review labelledclear and easy workflow · the app helps achieve the intended result · subscription and paid restrictions
  8. Days Since: Quit Habit Tracker300 reviews
    deep topicssimple interface that does exactly what it promises · visible progress keeps them motivated and accountable · tracker for sobriety and quitting addictions
  9. Nomo - Sobriety Clocks300 reviews
    deep topicsthe counter keeps them motivated and accountable · community and support resources · free with no ads or subscriptions
  10. Reframe: Drink Less & Thrive300 reviews
    deep topicshelps you drink less or quit · surprise renewal charges · unresponsive support and glitches
  11. Smoke Free - Quit Smoking Now300 reviews
    deep topicsmotivation and accountability · money and health in numbers · community and coach
  12. Sunnyside: Drink Less Alcohol300 reviews
    deep topicstracking plus non-judgmental coaching helps you drink less · annual-only plan charged without warning · pushy texts you can't unsubscribe from
  13. Twenty-Four Hours a Day300 reviews
    deep topicsyears-long morning ritual anchoring sobriety · phone replaces the paper book, always accessible · post-update glitches, paywall and minor technical gripes
  14. My Spiritual Toolkit AA Steps299 reviews
    deep topicsdaily anchor for sobriety · nightly inventory shared with sponsor · prayers and daily readings at hand
  15. I Am Sober298 reviews
    deep topicssobriety tracker keeps people genuinely motivated and clean · paywall on basic features annoys users · helps people stop self-harming
  16. Sober Time - Sobriety Counter297 reviews
    deep topicsday counter and milestones keep motivation · ads are too frequent and long · gambling ads and harmful partners shown to people in recovery
  17. My Last Cigarette296 reviews
    every review labelledthe app helps achieve the intended result · clear and easy workflow · stable and reliable performance
  18. Puff Count: Quit Vaping Now252 reviews
    every review labelledsubscription and paid restrictions · trial charges and refunds · the app helps achieve the intended result
  19. Sober Me: Tools for Recovery203 reviews
    deep topicsbig book and prayers always at hand · crashes and bugs after updates · missing texts and typos in the book
  20. Drinker's Helper - Drink Less190 reviews
    deep topicsa long quiz, then a surprise subscription · group chat, from warm support to dead or bot like groups · the sobriety streak tracker resets and cannot be edited
  21. Loosid Recovery & Sober App136 reviews
    deep topicssober community and support · signup blocked by broken location or birthday field · bugs and app crashes
  22. NewForm: Recovery & Wellbeing134 reviews
    deep topicscommunity and sobriety change lives · in-person events: yoga, hikes, sports · broken: freezes, cannot log in or sign up
  23. Sobriety Counter Stop Drinking132 reviews
    deep topicsads overrun the app · the tracker helps people stay sober · bugs and missing tracking features
  24. Sober: Recovery Tracker124 reviews
    deep topicsmotivation and sobriety support · day counter glitches and lost data · app freezes and crashes
  25. AA Big Book Ultimate Companion89 reviews
    deep topicsspiritual support and gratitude for the Big Book · audiobook and speaker recordings for listening on the go · paywall despite AA's free spirit
  26. Quit Drinking57 reviews
    deep topicsmotivation to quit drinking · health and money saved stats · missing tracker features
  27. This Naked Mind Companion App50 reviews
    deep topicsthe program changes your relationship with alcohol · cant log in, bugs, confusing redesign · community and coaches provide support
  28. AA Audio Companion for Alcoholics Anonymous23 reviews
    every review labelledsubscription and paid restrictions · the app helps achieve the intended result
  29. Day Counter & Tracker - Since19 reviews
    deep topicssimple motivating tracker · price, ads and technical bugs