Niche research
Calorie & nutrition trackers
Every one of the 29,852 reviews has its own label and complete text below. Choose an app, topic, rating, or search for an exact phrase.
29,852
source reviews in niche
95
apps in corpus
8/8
patterns translated
100%
reviews carry a label
Per-review labelling
47.9% have a specific topic; ambiguous texts are not over-interpreted
29,852 / 29,852
Detailed app labelling
Additional themes formed independently inside each individual product
28 / 95
Evidence threshold and limitations →
Complete niche corpus
All apps and reviews
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 95 of 95
- AteMate Food Journal (Ate)500 reviewsevery review labelledclear and easy workflow · the app helps achieve the intended result · subscription and paid restrictions
- BitePal: Food Calorie Tracker500 reviewsevery review labelledsubscription and paid restrictions · the app helps achieve the intended result · inaccurate results and incorrect data
Bowelle - The IBS tracker500 reviewsdeep topicssimple, easy daily tracker · data to share with the doctor · free version lacks features and customization- Calorie Counter +500 reviewsevery review labelledclear and easy workflow · subscription and paid restrictions · the app helps achieve the intended result
- Calorie Counter by fatsecret500 reviewsevery review labelledclear and easy workflow · the app helps achieve the intended result · stable and reliable performance
Carb Manager: Keto & Macro Log500 reviewsdeep topicssubscription and paywall · recipes · weight loss results and health tracking- Carbon - Macro Coach & Tracker500 reviewsevery review labelledclear and easy workflow · subscription and paid restrictions · the app helps achieve the intended result
- Cronometer: Calorie Counter500 reviewsevery review labelledclear and easy workflow · subscription and paid restrictions · the app helps achieve the intended result
Daily Tracker Journal & Diary500 reviewsdeep topicsveteran do-everything tracker for anything in life · advertised as free but actually gated behind a paid subscription · used as a health log for weight, medication, blood pressure, workouts- Eat This Much - Meal Planner500 reviewsevery review labelledsubscription and paid restrictions · clear and easy workflow · the app helps achieve the intended result
- Eato®: Calorie Tracker500 reviewsevery review labelledsubscription and paid restrictions · trial charges and refunds · inaccurate results and incorrect data
- FastEasy: Intermittent Fasting500 reviewsevery review labelledsubscription and paid restrictions · trial charges and refunds · clear and easy workflow
- Fooducate: Nutrition Coach500 reviewsevery review labelledsubscription and paid restrictions · clear and easy workflow · crashes, freezes and errors
- Foodvisor - AI Calorie Counter500 reviewsevery review labelledsubscription and paid restrictions · the app helps achieve the intended result · clear and easy workflow
- Happy Scale500 reviewsevery review labelledclear and easy workflow · the app helps achieve the intended result · stable and reliable performance
Lose It! – Calorie Counter500 reviewsdeep topicstracking helped lose weight · bugs and crashes after updates · ads and aggressive upselling- MacroFactor - Macro Tracker500 reviewsevery review labelledclear and easy workflow · subscription and paid restrictions · the app helps achieve the intended result
- My Diet Coach - Weight Loss500 reviewsevery review labelledsubscription and paid restrictions · clear and easy workflow · the app helps achieve the intended result
- My Macros+ | Macro Tracker500 reviewsevery review labelledsubscription and paid restrictions · clear and easy workflow · inaccurate results and incorrect data
MyFitnessPal: Calorie Counter500 reviewsdeep topics2026 redesign made the food diary harder to use · basic features locked behind premium paywall · calorie tracking helps reach weight loss goals- mySymptoms Food Diary500 reviewsevery review labelledclear and easy workflow · the app helps achieve the intended result · subscription and paid restrictions
- Nutrition Tracker: Foodnoms500 reviewsevery review labelledclear and easy workflow · subscription and paid restrictions · the app helps achieve the intended result
- RP Diet Coach & Planner500 reviewsevery review labelledsubscription and paid restrictions · clear and easy workflow · the app helps achieve the intended result
- Stupid Simple Keto Diet App500 reviewsevery review labelledclear and easy workflow · subscription and paid restrictions · the app helps achieve the intended result
WeightWatchers Program500 reviewsdeep topicsfood tracking and accountability · macros and calories · recipes and meal ideas- Yuka - Food & Cosmetic Scanner500 reviewsevery review labelledthe app helps achieve the intended result · clear and easy workflow · subscription and paid restrictions
- Zero: Fasting & Food Tracker500 reviewsevery review labelledsubscription and paid restrictions · trial charges and refunds · crashes, freezes and errors
- AI Calorie Tracker by Yazio499 reviewsevery review labelledsubscription and paid restrictions · gamification turns a 10-second action into a chore and pushes out the efficiency crowd · crashes, freezes and errors
BetterMe: Health Coaching499 reviewsdeep topicsshort home workouts easy to follow · billing fraud and refund refusal · personal coaching and accountability- Calo: AI Food Calorie Counter499 reviewsevery review labelledclear and easy workflow · the app helps achieve the intended result · subscription and paid restrictions
- Fasting Tracker & Diet App499 reviewsevery review labelledclear and easy workflow · a needed feature is missing · the app helps achieve the intended result
- HitMeal－Calorie & Food Tracker499 reviewsevery review labelledsubscription and paid restrictions · clear and easy workflow · trial charges and refunds
- Intermittent Fasting Tracker -499 reviewsevery review labelledsubscription and paid restrictions · clear and easy workflow · the app helps achieve the intended result
- Keto Diet App － Carb Tracker499 reviewsevery review labelledclear and easy workflow · subscription and paid restrictions · the app helps achieve the intended result
- Keto diet app－Low carb manager499 reviewsevery review labelledsubscription and paid restrictions · clear and easy workflow · data, history or progress disappears
- Lifesum: AI Calorie Counter499 reviewsevery review labelledsubscription and paid restrictions · inaccurate results and incorrect data · clear and easy workflow
Noom Weight Loss, Food Tracker499 reviewsdeep topicspsychology-based eating approach and real weight loss results · app crashes and loading failures · fraudulent charges and impossible subscription cancellation
Calorie Counter - MyNetDiary498 reviewsdeep topicsreal weight loss results · barcode and AI meal scanner · generous free tier- Habit Tracker498 reviewsevery review labelledsubscription and paid restrictions · the app helps achieve the intended result · clear and easy workflow
- Nutrition Coach: Food tracker497 reviewsevery review labelledsubscription and paid restrictions · the app helps achieve the intended result · clear and easy workflow
- Polar Beat: Running & Fitness497 reviewsevery review labelledcrashes, freezes and errors · a needed feature is missing · clear and easy workflow
- VeSync493 reviewsevery review labelledclear and easy workflow · stable and reliable performance · the app helps achieve the intended result
- Diet & Meal Planner by GetFit486 reviewsevery review labelledsubscription and paid restrictions · trial charges and refunds · clear and easy workflow
1st Phorm481 reviewsdeep topicsa personal coach drives real results · free access vanished and the subscription got much pricier · everything you need lives in one app- Calorie Counter & Food Tracker422 reviewsevery review labelledsubscription and paid restrictions · clear and easy workflow · the app helps achieve the intended result
- Calorie Counter - Calory AI400 reviewsevery review labelledsubscription and paid restrictions · clear and easy workflow · the app helps achieve the intended result
- Calorie Counter PRO MyNetDiary400 reviewsevery review labelledclear and easy workflow · subscription and paid restrictions · the app helps achieve the intended result
Calorie Counter: Food Tracker389 reviewsdeep topicscalorie tracking as a daily habit · subscription is impossible to cancel and charges keep coming · inaccurate food database, barcode scanner and glitches
Food & Macro Tracker By Fittur366 reviewsdeep topicsweight loss and motivation · crashes and data loss · billing and subscription- Healthify: AI Calorie Tracker305 reviewsevery review labelledsubscription and paid restrictions · the app helps achieve the intended result · clear and easy workflow
- MenuFit - Healthy Eating Out304 reviewsevery review labelledsubscription and paid restrictions · trial charges and refunds · clear and easy workflow
- ZOE Health: AI Meal Tracker300 reviewsevery review labelledclear and easy workflow · subscription and paid restrictions · the app helps achieve the intended result
MacroFactor Workouts - Tracker253 reviewsdeep topicssmart auto-progression of weight, reps and rir · exercise video demos and library · complex interface and building a custom program- SnapCalorie AI Calorie Counter250 reviewsevery review labelledclear and easy workflow · the app helps achieve the intended result · subscription and paid restrictions
- Food Diary See How You Eat Log232 reviewsevery review labelledsubscription and paid restrictions · clear and easy workflow · the app helps achieve the intended result
CalBot: AI Calorie Tracker200 reviewsdeep topicsfree features vs paid subscription · accuracy of AI calorie recognition · weight loss and real results- Calories and nutrition tracker199 reviewsevery review labelledclear and easy workflow · the app helps achieve the intended result · inaccurate results and incorrect data
- MacrosFirst - Macro Tracker199 reviewsevery review labelledclear and easy workflow · the app helps achieve the intended result · subscription and paid restrictions
- calorie.ai - Calorie Tracker189 reviewsevery review labelledclear and easy workflow · the app helps achieve the intended result · crashes, freezes and errors
- DietAI: Calorie Counter & Diet175 reviewsevery review labelledsubscription and paid restrictions · crashes, freezes and errors · the app helps achieve the intended result
- MyDiabetes: Sugar & Meal Log173 reviewsevery review labelledsubscription and paid restrictions · trial charges and refunds · clear and easy workflow
Smart - Food Score Calculator172 reviewsdeep topicsfree weight watchers alternative · restaurant menu database · product barcode scanner- Diabetes food tracker - Gococo163 reviewsevery review labelledsubscription and paid restrictions · the app helps achieve the intended result · clear and easy workflow
- Stupid Simple Macro Tracker150 reviewsevery review labelledsubscription and paid restrictions · clear and easy workflow · the app helps achieve the intended result
- CalDiet - Food Analysis Pal141 reviewsevery review labelledsubscription and paid restrictions · the app helps achieve the intended result · inaccurate results and incorrect data
- Fitia: Calorie Counter & Diet140 reviewsevery review labelledsubscription and paid restrictions · trial charges and refunds · the app helps achieve the intended result
Arise: AI Food Calorie Counter128 reviewsdeep topicsa simple calorie counter that helps you lose weight and stick with it · food database and barcode scanner get it wrong or can't find items · bugs and glitches, the app loses data and won't open- FitHub - AI Calorie Tracker119 reviewsevery review labelledsubscription and paid restrictions · inaccurate results and incorrect data · data, history or progress disappears
MyPlate: Calorie Counter118 reviewsdeep topicscant log anything without a subscription · paid but access never unlocked · old features gone, interface confusing- Diet & Food Tracker: EatWell110 reviewsevery review labelledsubscription and paid restrictions · the app helps achieve the intended result · trial charges and refunds
StrongrFastr Diet+Fitness AI104 reviewsdeep topicseasy calorie tracking that delivers real weight loss · crashes, lockouts and music cut off during workouts · workouts that feel like a personal trainer- 8fit Workouts & Meal Planner100 reviewsevery review labelledsubscription and paid restrictions · a needed feature is missing · trial charges and refunds
- Calorie Counter by Pro Tracker100 reviewsevery review labelledsubscription and paid restrictions · clear and easy workflow · the app helps achieve the intended result
- Value Diary - Weight Loss Diet100 reviewsevery review labelledsubscription and paid restrictions · clear and easy workflow · stable and reliable performance
Cal AI - Calorie Tracker99 reviewsdeep topicsreal weight loss results and positive experience · no free tier, paywall complaints · crashes, bugs, poor support and broken integrations- Nutritionix Track99 reviewsevery review labelledclear and easy workflow · crashes, freezes and errors · data, history or progress disappears
Amino: AI Calorie Tracker98 reviewsdeep topicsaccuracy and ease of photo calorie tracking · free with no subscription · points, rewards and migration from the old amino app- Pro Cal - AI Calorie counter98 reviewsevery review labelledsubscription and paid restrictions · trial charges and refunds · clear and easy workflow
Mealo: Pocket AI Fitness Coach96 reviewsdeep topicsinstant calorie counting from a photo · workout tracking alongside ai coach tips · accuracy of ai calorie and portion estimates
Capy Diet: Fun Calorie Counter88 reviewsdeep topicsforced subscription with no free version · capybara companion and gamification keep users motivated · bugs in calorie tracking, dates and updates
Lean: AI Macro Tracker88 reviewsdeep topicsaggressive billing and subscriptions · food scanner and database accuracy · calorie tracking helps you lose weight
Baby Tracker.86 reviewsdeep topicsapp crashes and loses data · lullabies and sleep music · subscription hard to cancel, charged without warning
SNAQ - Diabetes Food Tracker84 reviewsdeep topicsfood to glucose insight via CGM integration · subscription and free trial feel deceptive · missing food data and measurement units- CaloCare: AI Calorie Counter71 reviewsevery review labelledsubscription and paid restrictions · clear and easy workflow · inaccurate results and incorrect data
- Calorie Deficit Calculator71 reviewsevery review labelledcrashes, freezes and errors · clear and easy workflow · subscription and paid restrictions
CalZen AI Food Calorie Counter65 reviewsdeep topicslove it and recommend to everyone · paid subscription with no free trial · accuracy of calorie counting from food photos- SnapCal: AI Calorie Counter64 reviewsevery review labelledsubscription and paid restrictions · inaccurate results and incorrect data · crashes, freezes and errors
Macro Tracker - Keto Diet App62 reviewsdeep topicssimplicity, no ads or subscription · cannot edit or delete a logged food entry · app fails to calculate and glitches on screen- Kalo - AI Calorie Tracking61 reviewsevery review labelledsubscription and paid restrictions · the app helps achieve the intended result · saving, exporting or sharing the result fails
- ControlMyWeight50 reviewsevery review labelledclear and easy workflow · crashes, freezes and errors · login, signup and account access
- EatWise - Meal Reminder50 reviewsevery review labelledan update broke a familiar workflow · crashes, freezes and errors · excessive or broken notifications
- Welmi - Calorie Counter & Diet50 reviewsevery review labelledsentiment labels without speculation
- AI Calorie Counter - Appediet49 reviewsevery review labelledsubscription and paid restrictions · the app helps achieve the intended result · ads disrupt the experience
Intermittent Fasting Hero Diet42 reviewsdeep topicssimple and free to use · crashes, glitches and loses fasting progress · intrusive ads despite ad-free claims- Macro Calculator By Fittur40 reviewsevery review labelledinaccurate results and incorrect data · a needed feature is missing · clear and easy workflow
Across the niche
What repeats across different apps
This is a separate analysis layer: every story has at least 8 signals and appears across at least 3 competitors. Signals may overlap and do not represent market share.