# ShelfWatch — Image Recognition for Retail > Retail shelf image recognition for stock, compliance, and planogram analysis. (iPhone/iPad app by ParallelDots, Inc..) - Source: https://appshunter.io/ios/app/shelfwatch/id1498946973 (this page in markdown: same URL + `.md`) - Developer: [ParallelDots, Inc.](https://appshunter.io/developer/1418510183) - Category: Business, Utilities - Price: Free - Rating: 1.35/5 from 20 App Store ratings · 10 written reviews indexed - Age rating: 4+ - Requires: iOS 13.0 · 27 MB - Languages: English - Released: 2020-02-27 - Data updated: 2026-08-14 - Monetization: subscription - User reviews in markdown: https://appshunter.io/ios/app/shelfwatch/id1498946973/reviews.md ## What is ShelfWatch? ParallelDots' state-of-the-art mobile application, ShelfWatch is built on leading-edge image recognition algorithms to identify products on the retail shelf. ShelfWatch allows merchandisers and sales reps to take a photo of the retail shelf, upload it to ParallelDots cloud and quickly get an actionable report on immediate corrective actions to be taken in the store ShelfWatch delivers the following KPIs in the mobile report: 1. Share of Shelf 2. Out of Stock 3. Planogram Compliance 4. Point of Sales Materials presence and compliance Key features of ShelfWatch are: - Integration with route plans - Questionnaires and surveys - Offline blur and angle detection in photos - Image stitching - Historical store data Note: To use the ParallelDots ShelfWatch mobile app with your business data, you must have an annual subscription of ParallelDots ShelfWatch, with mobile services enabled by our customer success team. ## Key features - Image recognition for product identification - Share of Shelf analysis - Out of Stock detection - Planogram compliance checks - Point of Sales material monitoring - Offline photo processing ## Recent user reviews (10 of 10) All indexed reviews: https://appshunter.io/ios/app/shelfwatch/id1498946973/reviews.md ### 1/5 — If I could give 0. I would. *2025-09-15* Worst retail app I have ever used and I’ve done it all. ### 1/5 — Not good *2025-02-23* I installed the app on my phone for work and then my phone started glitching. I have a iPhone 11. I deleted it from my phone and it doesn’t glitch anymore. ### 1/5 — Absolute nightmare to use *2024-02-07* I’m a digital native, and I can’t get this app to work about 95 percent of the time. I download it for a required job, try it for a project or two, then inevitably give up, take my usual photos in my usual work app, complain about this app in the comments, turn in the work and delete this from my phone. Until the next time. ### 1/5 — Zero if possible - worst retail app - invasive *2023-12-13* This is the worst retail app, the built-in retail apps that each merchandising company uses from their own platform are 1 million times better. Literally the absolute worst. it also tracks your phone every minute as soon as I do a job that needs it I delete it. ### 1/5 — Worst app ever *2023-10-11* I don’t know what this app is supposed to do that’s any Better than a picture we could take . It tracks ur location always kills your battery. Every time I have to use it for work I delete till the next time I need it . Retailers / merch companies would be better off not to pay for this service (if they do)for any integration to their systems and just have reps submit pics. ### 1/5 — Glitchy *2023-03-13* I have spent many hours trying g to get this app to work so I can turn in my jobs. I’ve lost 12 hours and my friend e time so far. ### 1/5 — How does this even exist? *2022-12-18* This is by far the worst app on my phone. I don’t know in what bizarro world some company actually thought this would be a great app (looking at you Procter & Gamble) to use for capturing data. There must have been money under the table because this app is straight trash. ### 1/5 — Less than the bare minimum *2022-07-21* The app does not even correctly format to my iPhone 13, there’s a white bar at the top and then it’s cuts off the app at the bottom of my phone. I also do not get any of my regular camera features to use while using this app, so I can’t do things like zoom in or out. For me, the camera is unnaturally zoomed in and it makes it really difficult to take photos while I am working. These should be addressed immediately and are really features that should be included as the bare minimum. The user experience is not friendly and really quite confusing. ### 1/5 — 0-star isn’t an option… *2022-07-18* One of the world’s least user-friendly apps. Not worth the headache to use it. I’ll be refusing further job assignments requiring this app. ### 1/5 — Shelf Watch *2021-03-16* This ap dies by work. Can’t even sign in to register . It’s frustrating for me. I’m DeafBlind, looking for an app to help me with food shopping. ## Frequently asked questions about ShelfWatch ### What is ShelfWatch used for? ShelfWatch uses image recognition to analyze retail shelves. It provides reports on Share of Shelf, Out of Stock items, Planogram Compliance, and Point of Sales Material presence, helping businesses make immediate corrective actions in stores. ### Does ShelfWatch require a subscription? Yes, to use ShelfWatch with your business data, an annual subscription to ParallelDots ShelfWatch is required, with mobile services enabled by their customer success team. ### What kind of reports does ShelfWatch provide? ShelfWatch delivers actionable reports on key performance indicators including Share of Shelf, Out of Stock status, Planogram Compliance, and the presence and compliance of Point of Sales Materials. ### Can ShelfWatch be used offline? Yes, ShelfWatch features offline blur and angle detection in photos, allowing for image processing even without an immediate internet connection. ### What devices does ShelfWatch support? ShelfWatch is supported on iPhone, iPad, and iPod devices. ### How often is ShelfWatch updated? The latest version of ShelfWatch is 5.0.6, and it was last updated on January 18, 2026. This indicates a commitment to ongoing development and improvements. ### What is the user rating for ShelfWatch? ShelfWatch has a rating of 1.4 stars from 20 ratings. This suggests that while the app has core functionalities, user satisfaction may be an area for improvement. ### Does ShelfWatch have ads? No, ShelfWatch does not contain advertisements. The app is free to download and use, with its functionality tied to a business subscription. ## Version history (last 5 releases) ### 5.0.7 — 2026-08-13 Improvement and Bug Fixes ### 5.0.6 — 2026-01-18 Improvement and Bug Fixes ### 5.0.5 — 2025-11-23 Improvement and Bug Fixes ### 5.0.4 — 2025-09-18 Improvement and Bug Fixes ### 5.0.3 — 2025-07-21 Improvement and Bug Fixes ## Apps similar to ShelfWatch | App | Rating | Price | Category | | --- | --- | --- | --- | | [1Hub Mobile](https://appshunter.io/ios/app/1hub-mobile/id1436085599) | 1.7 (215) | Free | Business | | [IRI - Data Collection](https://appshunter.io/ios/app/iri-data-collection/id1599573538) | 3.1 (21) | Free | Business | | [ONE by Movista](https://appshunter.io/ios/app/one-by-movista/id954914456) | 2.3 (141) | Free | Business | | [SASR Workforce Solutions](https://appshunter.io/ios/app/sasr-workforce-solutions/id1574444104) | 1.9 (29) | Free | Business | | [PrismONE](https://appshunter.io/ios/app/prismone/id6482297705) | 1.8 (56) | Free | Business | | [Clobotics Retail](https://appshunter.io/ios/app/clobotics-retail/id1589652732) | 1.6 (56) | Free | Business | ## More apps by ParallelDots, Inc. - [CIGWA](https://appshunter.io/ios/app/cigwa/id1561725052) - [ODIN Shelf Recognition](https://appshunter.io/ios/app/odin-shelf-recognition/id1569661812) - [ShelfWatch Plus](https://appshunter.io/ios/app/shelfwatch-plus/id6448231091) - [ShelfRadar by ParallelDots](https://appshunter.io/ios/app/shelfradar-by-paralleldots/id6748274309) All apps by ParallelDots, Inc.: https://appshunter.io/developer/1418510183 ## Related topics [shelfwatch](https://appshunter.io/ios/topics/shelfwatch) · [retailer portal](https://appshunter.io/ios/topics/retailer-portal) · [shelf image recognition](https://appshunter.io/ios/topics/shelf-image-recognition) --- *Data collected daily from the US App Store and indexed by [AppsHunter](https://appshunter.io/). User reviews are verbatim App Store reviews. Ratings, prices and chart positions refresh continuously; this snapshot is from 2026-08-14.*