ShelfWatch vs Clobotics Retail
Price, ratings, monetisation and update history for both apps, side by side — with what reviewers say about each.
ShelfWatch
This app uses advanced image recognition to analyze retail shelves. Merchandisers can capture shelf photos to receive reports on stock levels, compliance, and product placement for immediate store improvements.
- Image recognition for product identification
- Share of Shelf analysis
- Out of Stock detection
- Planogram compliance checks
- Point of Sales material monitoring
- Offline photo processing
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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.
Clobotics Retail
Enhance retail execution and boost sales with advanced computer vision. Field users can capture shelf images, receive instant analytics, and get actionable reports for immediate corrective actions. Optimize share of shelf, out-of-stock situations, and planogram compliance.
- Computer vision shelf analysis
- Image stitching functionality
- Instant mobile reports
- Actionable corrective actions
- Share of shelf tracking
- Out-of-stock detection
- Planogram compliance checks
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It provides accurate and comprehensive market data and analytics, aiming to significantly improve retail execution efficiency and boost sales revenue. Consumer goods manufacturers and retailers will be more equipped than ever to gain control and optimization at all points of sales. Clobotics’ mobile application is built on advanced computer vision algorithms designed specifically for retail. With Clobotics Retail Execution Assistant, field users can take images of the ambient shelves, coolers and secondary displays using our built-in stitching functionality, have them sent to our Clobotics Cloud and receive actionable mobile reports with immediate corrective actions within seconds. Clobotics provides a wide range of reports, not only for sales representatives, but also for supervisors, category managers, BI analysts and so on, supporting the calculation of different kinds of customized KPIs, including but not limited to share of shelf, out of stock, planogram compliance and POSMs detection.
Screenshots
Verdict
The clearest difference is monetization model: Clobotics Retail at free against ShelfWatch's subscription. Clobotics Retail also leads on review sentiment (10% vs 0%). ShelfWatch's advantage is iOS requirement (13.0 vs 15.0). On price, rating, ratings volume and update cadence there is nothing between them.
Scored on Price · Rating · Positive reviews · Number of ratings · Update frequency · Ads · In-app purchases · Monetization · Best chart rank · Devices · Requires iOS
Both are free to download. Neither carries in-app purchases, so what you see is what you pay.
Clobotics Retail holds the better App Store score, 1.6 against 1.4. Both are backed by a comparable volume of ratings — 20 and 58 respectively. Written reviews point the same way: 0% of ShelfWatch's written reviews are positive against 10% of Clobotics Retail's.
ShelfWatch ships an update every 3 weeks, Clobotics Retail fortnightly. The most recent releases landed on September 21, 2026 and September 13, 2026 respectively.
| Parameter | ShelfWatch | Clobotics Retail |
|---|---|---|
| Price | Free | Free |
| Rating | 1.4 (20 ratings) | 1.6 (58 ratings) — better |
| Positive reviews | 0.0% of reviews | 9.7% of reviews — better |
| Number of ratings | 20 | 58 — better |
| Update frequency | Every 3 weeks | Fortnightly — better |
| Ads | No | No |
| In-app purchases | No | No |
| Monetization | Subscription | Free — better |
| Devices | iPhone, iPad, iPod | iPhone, iPad, iPod |
| Requires iOS | 13.0 — better | 15.0 |
| Further details — not scored | ||
| Size | 27 MB | 131 MB |
| Age rating | 4+ | 4+ |
| Developer | ParallelDots, Inc. | Clobotics corporation |
Customer experience
ShelfWatch
Clobotics Retail
In-app purchases
ShelfWatch
No in-app purchases
Clobotics Retail
No in-app purchases









