ShelfWatch vs IRI
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.
IRI
This app allows field service representatives to scan product barcodes in grocery stores. The collected data helps assess and improve product and store performance, offering job independence and flexible work.
- Scan product barcodes
- Collect in-store product data
- Assess product performance
- Improve store performance
- Job independence
- Flexible weekly work
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Having been to the grocery store, you know it’s packed with products! ScanScape goes into these types of stores to collect information on the products it sells. Using a mobile phone app, our Field Service Representatives scan barcodes throughout the store for products on display and in-aisle. This data is then used to assess, compare and improve product and store performance. Being an FSR offers job independence and flexible weekly work.
Screenshots
Verdict
The clearest difference is rating: IRI at 3.1 against ShelfWatch's 1.4. IRI also leads on monetization model (free vs subscription) and review sentiment (29% vs 0%). On price, ratings volume, update cadence and ads 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.
IRI holds the better App Store score, 3.1 against 1.4. Both are backed by a comparable volume of ratings — 20 and 21 respectively. Written reviews point the same way: 0% of ShelfWatch's written reviews are positive against 29% of IRI's.
Both ship on a similar rhythm, roughly every 3 weeks. The most recent releases landed on September 21, 2026 and July 7, 2026 respectively.
| Parameter | ShelfWatch | IRI |
|---|---|---|
| Price | Free | Free |
| Rating | 1.4 (20 ratings) | 3.1 (21 ratings) — better |
| Positive reviews | 0.0% of reviews | 28.6% of reviews — better |
| Number of ratings | 20 | 21 — better |
| Update frequency | Every 3 weeks | Every 3 weeks |
| Ads | No | No |
| In-app purchases | No | No |
| Monetization | Subscription | Free — better |
| Devices | iPhone, iPad, iPod — better | iPhone, iPod |
| Requires iOS | 13.0 — better | 14.7 |
| Further details — not scored | ||
| Size | 27 MB | 35 MB |
| Age rating | 4+ | 4+ |
| Developer | ParallelDots, Inc. | Circana, Inc. |
Customer experience
ShelfWatch
IRI
In-app purchases
ShelfWatch
No in-app purchases
IRI
No in-app purchases
