TrackGap Research · How it works · About
Public snapshots

46 apps across 3 tracks, ranked by complaint rate

18,145 recent App Store reviews read. Each track is ranked against its own median — we never mix them. Updated 19 Sep 2026.

Complaint rate = the share of an app's App Store ratings that are 1–2 stars, taken from Apple's own published star distribution across every rating it has ever received.
It is deliberately not counted inside our written sample: that sample is pulled most-negative-first, so counting 1–2 stars within it would produce a number that contradicts the app's own star average — the first thing anyone checks. The sample is used only for the category breakdown: among people who wrote a complaint, what kind it is.
Two numbers, two different denominators, never mixed into one sentence. These pages are public and verifiable — the method is disclosed on each one. What we do not publish is the detail: phrase clusters, row-level classification, and named head-to-heads go only to the company they're about.

The ranking

Field service 21 apps · median 7.4%

#1 ServiceTitan FieldCrashes & stability bugs (57) · Slow performance (15) 36.2% 4.89× #2 Angi for ProsSubscription & cancellation (59) · billing (45) 22.9% 3.09× #3 CleansterPro: For Pro Cleanersbilling (57) · Unresponsive support (14) 20.9% 2.82× #4 Thumbtack for ProfessionalsSubscription & cancellation (94) · Pricing / value (59) 12.4% 1.68× #5 Vagaro ProCrashes & stability bugs (117) · Missing features (30) 11.7% 1.58× #6 Booksy Biz: Booking & PaymentsUnresponsive support (55) · billing (47) 9.8% 1.32× #7 BuildertrendCrashes & stability bugs (20) · Sign-in problems (17) 9.7% 1.31× #8 Motive DriverCrashes & stability bugs (56) · Unresponsive support (40) 8.9% 1.20× #9 Workiz Field Service SoftwareSubscription & cancellation (12) · Crashes & stability bugs (9) 8.3% 1.12× #10 Fleetio Go - Fleet ManagementCrashes & stability bugs (16) · Missing features (5) 7.5% 1.01× #11 LawnStarter for ProvidersMissing features (15) · billing (11) 7.4% 1.00× #12 FastField: Field Service FormsCrashes & stability bugs (9) · Missing features (5) 6.7% 0.91× #13 Housecall Pro: Field ServiceCrashes & stability bugs (75) · Unresponsive support (40) 6.4% 0.86× #14 Lawn Love for ProvidersPricing / value (11) · billing (7) 6.3% 0.85× #15 Homeaglow for CleanersUnresponsive support (39) · Crashes & stability bugs (33) 5.4% 0.73× #16 Joist: Estimate Invoice MakerPricing / value (48) · billing (36) 3.8% 0.51× #17 JobNimbus: All-In-One Roof AppConfusing interface (6) · regression (6) 3.1% 0.42× #18 Samsara DriverCrashes & stability bugs (45) · regression (16) 2.6% 0.35× #19 Contractor+ Invoice & EstimateCrashes & stability bugs (6) · Sign-in problems (3) 2.4% 0.32× #20 Jobber Field Service SoftwareCrashes & stability bugs (23) · Missing features (19) 2.1% 0.28× #21 Goldie: Appointment SchedulerCrashes & stability bugs (12) · regression (10) 1.9% 0.26×

AI companion & wellbeing 14 apps · median 6.5%

#1 Character AI: Chat, Talk, TextToo many ads (110) · Sign-in problems (77) 14.3% 2.20× #2 CHAI: Social AI Platform- ChatPricing / value (92) · regression (77) 12.9% 1.98× #3 Pi, your personal AICrashes & stability bugs (20) · regression (8) 11.9% 1.83× #4 PolyBuzz: Chat with CharactersToo many ads (104) · Sign-in problems (29) 10.5% 1.62× #5 Replika - AI Companion ChatPricing / value (53) · Subscription & cancellation (41) 10.0% 1.54× #6 Jupi - AI Chat & Friend GamePricing / value (57) · Missing features (24) 7.1% 1.09× #7 Nomi: AI Companion with a SoulPricing / value (7) · Subscription & cancellation (7) 6.8% 1.05× #8 Woebot: The Mental Health AllyCrashes & stability bugs (24) · Sign-in problems (22) 6.2% 0.95× #9 Talkie Lab - AI PlaygroundCrashes & stability bugs (43) · Too many ads (40) 5.1% 0.78× #10 Sonia: AI for Mental HealthPricing / value (4) · Missing features (2) 4.3% 0.66× #11 Ash - AI for Mental HealthCrashes & stability bugs (17) · Missing features (12) 4.2% 0.65× #12 Kindroid: Your Personal AISubscription & cancellation (14) · Pricing / value (11) 3.2% 0.49× #13 Tolan: Your Friendly GuidePricing / value (39) · Subscription & cancellation (36) 3.2% 0.49× #14 Wysa: Mental Wellbeing AICrashes & stability bugs (10) · Missing features (9) 1.2% 0.18×

Shift work & scheduling 11 apps · median 3.8%

#1 UKG ReadySign-in problems (118) · Crashes & stability bugs (58) 10.6% 2.79× #2 WorkJamSign-in problems (110) · Crashes & stability bugs (80) 6.7% 1.76× #3 QuickBooks WorkforceCrashes & stability bugs (110) · regression (78) 6.0% 1.58× #4 MyToastSign-in problems (20) · Crashes & stability bugs (14) 5.6% 1.47× #5 Square TeamCrashes & stability bugs (90) · regression (47) 4.8% 1.26× #6 Deputy: Shift Schedule MakerCrashes & stability bugs (18) · Missing features (7) 3.8% 1.00× #7 Breakroom Chat & SchedulingMissing features (3) · Crashes & stability bugs (1) 3.7% 0.97× #8 Shyft - Shift Swap, Scheduleregression (40) · Crashes & stability bugs (28) 2.6% 0.68× #9 Restaurant365Crashes & stability bugs (36) · Sign-in problems (27) 2.0% 0.53× #10 TimeClock Plus ClockCrashes & stability bugs (18) · Sign-in problems (5) 1.7% 0.45× #11 Legion Workforce EngagementCrashes & stability bugs (49) · Sign-in problems (20) 1.2% 0.32×

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