Added Nov 5, 2026
ParallelDots
PaidImage recognition for retail shelf audits at consumer goods brands
What is ParallelDots?
ParallelDots makes ShelfWatch, a computer vision system that reads photos of store shelves to check stock, planogram compliance and price tags for consumer goods brands. Field teams snap a shelf and get execution insights back in about a minute.
ShelfWatch recognizes individual SKUs on shelves, coolers and end caps, then rolls the results into dashboards from region down to single store, covering availability, share of shelf, planogram matching and promotional materials. The mobile app rejects blurry or tilted photos, works offline and offers augmented reality scan-and-go audits.
Other products include Saarthi for training image recognition models on new SKUs within hours, a fixed ShelfWatch Camera that watches a shelf continuously, and SmartGaze for automated gaze coding in eye-tracking research. Solutions target personal care, packaged food, dairy, OTC pharma and beverage brands.
Features
- Shelf image recognition
- Planogram and price compliance
- Shelf analytics dashboards
- Fast training for new SKUs
- Offline audits
- Fixed shelf camera
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Organization
ParallelDots
Listed by kitio.ai · unverified owner
Pricing
- Pricing model
- Paid
- Paid options from
- Not listed
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Pros and cons
Pros
- Built for in-store retail execution
- New products can be added in hours
- Works without a network connection
Cons
- Pricing only through sales
- Aimed at large CPG brands
- Needs field teams to capture photos
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Q&A
What is ParallelDots?
ParallelDots makes ShelfWatch, a computer vision system that reads photos of store shelves to check stock, planogram compliance and price tags for consumer goods brands. Field teams snap a shelf and get execution insights back in about a minute.
Can ShelfWatch work in stores with poor connectivity?
Yes. The app can recognize products offline, so audits can be completed where there is little or no network.
How quickly can new products be recognized?
ParallelDots says its Saarthi platform can set up recognition for new SKUs within about 48 hours from shelf photos.
How much does ParallelDots cost?
ParallelDots is paid.
Is there a free version of ParallelDots?
No. ParallelDots is a paid tool.
What are the main features of ParallelDots?
Shelf image recognition, Planogram and price compliance, Shelf analytics dashboards, Fast training for new SKUs, Offline audits, Fixed shelf camera.
Who makes ParallelDots?
ParallelDots is made by ParallelDots.
What are the best alternatives to ParallelDots?
Popular alternatives include Everseen, Voyado, Netradyne.