# ParallelDots ShelfWatch Reviews **Vendor:** Parallel Dots **Category:** [Image Recognition Software](https://www.g2.com/categories/image-recognition) **Average Rating:** 4.6/5.0 **Total Reviews:** 17 ## About ParallelDots ShelfWatch ParallelDots is a leading image recognition AI solution company. It provides the product ShelfWatch for FMCG/CPG companies and retailers globally, helping them optimize their in-store execution and maximize their sales ShelfWatch has a proven model to deliver higher ROI than other retail Image Recognition solutions owing to its superior technology that is fast to set up, is accurate and affordable to scale. ShelfWatch helps brands keep track of their store KPIs and measure their perfect store programme. Its easy to operate. Sales reps' capture the image of the SKUs on shelves with their mobiles and upload it to the ParallelDots cloud servers. The AI then provides them with real-time analysis of the store KPIs. This helps speed up the entire audit process by quickly generating actionable insights. ## ParallelDots ShelfWatch Pros & Cons **What users like:** - Users benefit from the **automation features** of ParallelDots ShelfWatch, enhancing shelf compliance and boosting brand visibility. (1 reviews) - Users value the **timely and professional communication** from ParallelDots ShelfWatch, enhancing their overall experience. (1 reviews) - Users value the **cost efficiency** of ParallelDots ShelfWatch, benefiting from rapid updates and seamless integrations. (1 reviews) - Users value the **customization options** of ParallelDots ShelfWatch, enhancing integration with other systems and ongoing feature updates. (1 reviews) - Users value the **easy integration with data management systems** , which enhances overall efficiency and adaptability. (1 reviews) - Users value the **ease of use** of ParallelDots ShelfWatch, facilitating seamless integration and quick adaptability. (1 reviews) - Easy Integrations (1 reviews) - Features (1 reviews) - Team Collaboration (1 reviews) - Time Management (1 reviews) **What users dislike:** - Users face challenges with **inaccurate recognition** , leading to frequent product detection errors and frustrations. (1 reviews) - Users often experience **lagging issues** with the interface, which can hinder their overall effectiveness with ShelfWatch. (1 reviews) - Users report experiencing **slow performance** due to delays in data refreshing, impacting their efficiency with ShelfWatch. (1 reviews) ## ParallelDots ShelfWatch Reviews ### 1. SW is the spark of a revolutionary way of working **Rating:** 5.0/5.0 stars **Reviewed by:** Cosmin V. | South Eastern Europe Area Technology Manager - Trade, Enterprise (> 1000 emp.) **Reviewed Date:** February 17, 2025 **What do you like best about ParallelDots ShelfWatch?** I like the destination and the fact that every quarter is getting faster and receives new features. I like that this can be integrated to other systems **What do you dislike about ParallelDots ShelfWatch?** The long learning process that the fact that this is not collaborative/crowdsourced **What problems is ParallelDots ShelfWatch solving and how is that benefiting you?** The strategic placement of products is paramount. In certain industries, while shelf density is high, product differentiation is diminishing. Consequently, the category is evolving into a critical asset, and a sophisticated software solution can significantly enhance business impact with remarkable efficiency. ### 2. Great system/tool, but many difficulties in getting correct numbers **Rating:** 2.0/5.0 stars **Reviewed by:** Marie Louise L. | Activation Deployment Manager , Mid-Market (51-1000 emp.) **Reviewed Date:** February 17, 2025 **What do you like best about ParallelDots ShelfWatch?** Great system and tool that allows compliancy reinforcement with the accounts. **What do you dislike about ParallelDots ShelfWatch?** Unfortunately, the system cannot detect our products correctly and we've experienced many erros. **What problems is ParallelDots ShelfWatch solving and how is that benefiting you?** Calculating Planogram compliancy, Share of Shelf and Out of Stock ### 3. Transforming Retail Execution with AI **Rating:** 5.0/5.0 stars **Reviewed by:** Magnus K. | Digital Transformation Analyst, Enterprise (> 1000 emp.) **Reviewed Date:** February 13, 2025 **What do you like best about ParallelDots ShelfWatch?** Improves overall shelf compliance, boosting brand visibility. It enables me to semi-automate tracking of KPIs during Retail audit. **What do you dislike about ParallelDots ShelfWatch?** The end-user notifications when succeeding in uploading a photo has potential to be improved. **What problems is ParallelDots ShelfWatch solving and how is that benefiting you?** Enables real-time tracking of our retail execution performance. ### 4. Retail Audit made easy **Rating:** 5.0/5.0 stars **Reviewed by:** Saurabh B. | Program Manager, Enterprise (> 1000 emp.) **Reviewed Date:** February 10, 2025 **What do you like best about ParallelDots ShelfWatch?** Improves overall shelf compliance, boosting brand visibility. **What do you dislike about ParallelDots ShelfWatch?** Improve to make it self explanatory for the field force, so that training time can be reduced. **What problems is ParallelDots ShelfWatch solving and how is that benefiting you?** Provides data-driven insights for improving shelf visibility. ### 5. Research Technology Manager, USA **Rating:** 5.0/5.0 stars **Reviewed by:** steven z. | Research Technology Manager, USA, Mid-Market (51-1000 emp.) **Reviewed Date:** February 05, 2025 **What do you like best about ParallelDots ShelfWatch?** They always handle my requests in a timely & professional manner. **What do you dislike about ParallelDots ShelfWatch?** The Interface can be a bit laggy sometimes. **What problems is ParallelDots ShelfWatch solving and how is that benefiting you?** They process my Eye-Tracking data ### 6. Continuously updating and adapting **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Consumer Goods | Enterprise (> 1000 emp.) **Reviewed Date:** February 06, 2025 **What do you like best about ParallelDots ShelfWatch?** Easy to use. Responsive team. Easy to integrate with our internal data management systems. Quick to adapt with changes. **What do you dislike about ParallelDots ShelfWatch?** Sometimes data can take some time to refresh **What problems is ParallelDots ShelfWatch solving and how is that benefiting you?** Image recognition to understand asset usage and compliance. Tracking on shelf availability of products ### 7. Now I get a much better visibility for our products in-store **Rating:** 5.0/5.0 stars **Reviewed by:** Sandeep S. | Sales IT manager, Small-Business (50 or fewer emp.) **Reviewed Date:** February 22, 2022 **What do you like best about ParallelDots ShelfWatch?** The insights shared by ShelfWatch are on SKU level. Also, we could track performance by every store and field user. ParallelDots offers excellent capability in tracking customizable KPIs from primary shelf to secondary displays. **What do you dislike about ParallelDots ShelfWatch?** Maybe they can improve the user interface of their app. But that’s just the design. When it comes to work, ShelfWatch is working well for me **What problems is ParallelDots ShelfWatch solving and how is that benefiting you?** We had low visibility for our products in-store and it was quite challenging to filter performance by every store. By using ShelfWatch we could track a variety of customizable KPIs and thus improve our compliance scores at every store leading to better visibility of our products. ### 8. ParallelDots is a great company and offers an excellent customer support system **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Food & Beverages | Mid-Market (51-1000 emp.) **Reviewed Date:** February 28, 2022 **What do you like best about ParallelDots ShelfWatch?** This tool is very easy and quick to set-up. ParallelDots provides a dedicated project management team which makes the set-up process seamless and effortless. **What do you dislike about ParallelDots ShelfWatch?** No, I like it. The customer support team is really agile which responds efficiently to any issue **What problems is ParallelDots ShelfWatch solving and how is that benefiting you?** We are using Manual Workforce survey through a tool.The results are not very exact when Surveys were Manually done.We did pilot with ShelfWatch where the project management team coordinated efficiently by giving us regular updates and feedback and helped us in taking timely remedial action and we are looking at rolling this out soon. ### 9. 10 **Rating:** 5.0/5.0 stars **Reviewed by:** Nilendu M. | Project Consultant , Mid-Market (51-1000 emp.) **Reviewed Date:** July 13, 2021 **What do you like best about ParallelDots ShelfWatch?** One of the best tool in the market for tracking retail execution **What do you dislike about ParallelDots ShelfWatch?** It has been working well for us and we are satisfied with the tool **What problems is ParallelDots ShelfWatch solving and how is that benefiting you?** It is difficult to track competitor with the manual check of retail audit. We had a very large number of data but couldn't dilrive the right output. Selfwatch had helped us in useing that data effectively and getting them optimum insights about market intelligence. ### 10. Shelfwatch app is a perfect tools which simple and convenient for team **Rating:** 4.0/5.0 stars **Reviewed by:** Nay Lin A. | Senior Manager - Trade Marketing, Small-Business (50 or fewer emp.) **Reviewed Date:** June 15, 2021 **What do you like best about ParallelDots ShelfWatch?** I like ShelfWatch as it is a very convenient and easy to use tool for field reps. Our workforce adapted to this new tool very quickly and the training offered to the users by ShelfWatch made the process efficient. **What do you dislike about ParallelDots ShelfWatch?** We haven't faced any issue yet using this tool. **What problems is ParallelDots ShelfWatch solving and how is that benefiting you?** ShelfWatch has helped us replace the traditional method of retail audit with digitized tracking of retail execution. Our salesforce has witnessed increased sales coverage, improved compliance scores and increased productivity leading to better incentives. ### 11. Customizable as per my needs **Rating:** 5.0/5.0 stars **Reviewed by:** Nishaad P. | Manager - New Country Development, Mid-Market (51-1000 emp.) **Reviewed Date:** June 15, 2021 **What do you like best about ParallelDots ShelfWatch?** This tool is highly customizable, and ParallelDots’ project management team is very responsive to our customization needs. **What do you dislike about ParallelDots ShelfWatch?** No issues. It's a good tool, and customer support is prompt **What problems is ParallelDots ShelfWatch solving and how is that benefiting you?** Retail execution involves a lot of complex factors to be calculated. With ShelfWatch, we could customize the platform per our needs and track our data in depth with great flexibility. ### 12. ShelfWatch offers great accuracy numbers. **Rating:** 5.0/5.0 stars **Reviewed by:** Siddhant R. | Assistant Under Training, Enterprise (> 1000 emp.) **Reviewed Date:** June 08, 2021 **What do you like best about ParallelDots ShelfWatch?** ShelfWatch is affordable at scale, especially when you look at the high accuracy it offers when compared to other vendors. Also ParallelDots’ customer support is very prompt. **What do you dislike about ParallelDots ShelfWatch?** Nothing to dislike here. It's an efficient tool for me. **What problems is ParallelDots ShelfWatch solving and how is that benefiting you?** It is helping me achieve better accuracy in measuring my retail execution KPIs. My shelf KPIs compliance have improved by quite a margin. ### 13. It worked great for us. **Rating:** 4.5/5.0 stars **Reviewed by:** Verified User in Retail | Small-Business (50 or fewer emp.) **Reviewed Date:** June 20, 2021 **What do you like best about ParallelDots ShelfWatch?** This tool has an image capturing guide in the application along with real time photo quality feedback which helped in taking good quality images by field reps. **What do you dislike about ParallelDots ShelfWatch?** It's working well for us till now. We are satisfied. **What problems is ParallelDots ShelfWatch solving and how is that benefiting you?** We were facing out of stock issues which meant low visibility of our products on the retail shelf. After deploying this tool, we were able to solve this problem as our compliance scores improved and sales were lifted within a short span of time. ### 14. Great tool for image recognition **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Food & Beverages | Small-Business (50 or fewer emp.) **Reviewed Date:** June 14, 2021 **What do you like best about ParallelDots ShelfWatch?** The amount of data required to train the entire system was minimal and the results were very promising **What do you dislike about ParallelDots ShelfWatch?** Sometimes the app consumes a good amount of battery life **Recommendations to others considering ParallelDots ShelfWatch:** Its almost good. **What problems is ParallelDots ShelfWatch solving and how is that benefiting you?** Incentivising the store owners based on their performance was difficult as measuring quality of execution was a challenge. This tool solved our problem by guiding us with an in-depth check of what's happening in a store. ### 15. ShelfWatch greatly increase the productivity for our field reps **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Food & Beverages | Enterprise (> 1000 emp.) **Reviewed Date:** June 10, 2021 **What do you like best about ParallelDots ShelfWatch?** ShelfWatch has a very user-friendly interface and is convenient to track the performance of field reps. **What do you dislike about ParallelDots ShelfWatch?** The features are very simple and easy to understand **What problems is ParallelDots ShelfWatch solving and how is that benefiting you?** It was a bit difficult to incentivise the field reps as we could not track their performance efficiently. ShelfWatch helped us increase the productivity of our salesforce as they now spent less time in a store eventually leading to more time to sell. ### 16. A complete solutions for our on field users **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Retail | Small-Business (50 or fewer emp.) **Reviewed Date:** June 10, 2021 **What do you like best about ParallelDots ShelfWatch?** Shelfwatch has served as an ideal tool to correctly measure the execution of our new product launches and also find out the effectiveness of our promotional campaigns. **What do you dislike about ParallelDots ShelfWatch?** My experience is good so far.it is slow sometimes . That's all. **What problems is ParallelDots ShelfWatch solving and how is that benefiting you?** Our products faced stiff competition from local and challenger brands.shelfwatch has enabled to track our visibility vs competitor brands.it was useful for brand performance well in store. ### 17. ParallelDots has managed to create a very affordable and accurate tool **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Food & Beverages | Mid-Market (51-1000 emp.) **Reviewed Date:** June 19, 2021 **What do you like best about ParallelDots ShelfWatch?** ShelfWatch is a cost-effective solution and is affordable at scale. It gives better results and ROI as compared to the manual approach we used for tracking our retail execution. **What do you dislike about ParallelDots ShelfWatch?** Everything is working fine for me. No complaints. **Recommendations to others considering ParallelDots ShelfWatch:** no **What problems is ParallelDots ShelfWatch solving and how is that benefiting you?** The manual approach of retail auditing was expensive and unreliable. ShelfWatch is an affordable alternative. It's image recognition is accurate and reliable. ## ParallelDots ShelfWatch Discussions - [What is ParallelDots ShelfWatch used for?](https://www.g2.com/discussions/what-is-paralleldots-shelfwatch-used-for) - [Good, Its use to capture snap for execution with location](https://www.g2.com/discussions/good-its-use-to-capture-snap-for-execution-with-location) - 1 upvote - [View ParallelDots ShelfWatch pricing details and edition comparison](https://www.g2.com/products/paralleldots-shelfwatch/reviews?section=pricing&secure%5Bexpires_at%5D=2026-05-26+20%3A47%3A09+-0500&secure%5Bsession_id%5D=ec57b302-105f-4a8f-899f-c3e248cf387c&secure%5Btoken%5D=b8d51f9a0fcd2070d5c744922a8bbbf9a4f85dd0d545c82cb31c40e3ef43868f&format=llm_user) ## ParallelDots ShelfWatch Features **Planning** - Strategy - Activities - Territory Management **Recognition Type** - Emotion Detection - Object Detection - Text Detection - Motion Analysis - Scene Reconstruction - Logo Detection - Explicit Content Detection - Video Detection **Execution** - Collaboration - Field Execution - Data Collection **Facial Recognition** - Facial Analysis - Face Comparison **Performance** - Team - Retailer - Compliance **Labeling** - Model Training - Bounding Boxes - Custom Image Detection **Deployment** - Integrations ## Top ParallelDots ShelfWatch Alternatives - [Claude](https://www.g2.com/products/claude-2025-12-11/reviews) - 4.6/5.0 (295 reviews) - [YOOBIC](https://www.g2.com/products/yoobic/reviews) - 4.6/5.0 (163 reviews) - [Axonify](https://www.g2.com/products/axonify/reviews) - 4.7/5.0 (162 reviews)