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Retail and ecommerce ranking

Best AI to count physical objects in retail and ecommerce

Count, identify, or verify physical items from camera or image input. We reviewed 17 products from 12 companies on a 100-point evidence score. These 10 earned a place.

Updated Oct 20, 202617 products reviewed12 companies

Market noteScores reflect documented task fit, adoption evidence, product detail, pricing and market fit. Vendor claims remain unverified unless independently corroborated. Missing evidence indicates uncertainty, not poor product quality.

  1. 1

    AlterVision People Counting

    by AlterVision

    Explicitly converts security-camera input into people counts, excluding employees and repeat visitors, with POS/ERP integration for retail conversion analysis. The Authentic Feet case describes concrete customer use and supports adoption under the supplied evidence contract.

    Best for physical retailers measuring footfall and conversion using existing security cameras

    Task fit
    40/40
    Adoption
    10/20
    Evidence
    11/15
    Pricing
    0/15
    Market fit
    10/10
  2. 2

    Mashgin

    Computer vision identifies physical items without barcodes within a complete checkout workflow. Named customer cases describe concrete kiosk deployments, supporting adoption at the contract’s attributable-case anchor.

    Best for retailers seeking barcode-free item identification and self-checkout

    Task fit
    40/40
    Adoption
    10/20
    Evidence
    11/15
    Pricing
    0/15
    Market fit
    10/10
  3. 3

    Product Recognition

    by Tiliter

    Explicitly identifies physical items from images and returns structured operational data. Retail is a stated target industry; adoption evidence is limited to a social-following proxy.

    Best for retail businesses identifying products or labels from images when barcodes are insufficientFree trial

    Task fit
    40/40
    Adoption
    5/20
    Evidence
    11/15
    Pricing
    8/15
    Market fit
    8/10
  4. 4

    Retail Execution Verification (Planogram Compliance)

    by Clobotics

    Computer vision checks structured photo and video captures for planogram, facing, placement, and promotion compliance—a directly supported retail physical-item verification workflow. The customer reference supports only limited vendor-reported adoption.

    Best for retail field teams verifying shelf facings, placement, and promotional compliance

    Task fit
    40/40
    Adoption
    5/20
    Evidence
    11/15
    Pricing
    0/15
    Market fit
    10/10
  5. 5

    Vision-Powered Smart Cart

    by Shopic

    Computer vision identifies products added to or removed from carts and produces an on-screen bill, establishing a complete retail item-identification workflow. The vendor-hosted customer reference supports only limited adoption evidence.

    Best for grocery retailers offering automatic cart-item recognition and pay-on-cart checkout

    Task fit
    40/40
    Adoption
    5/20
    Evidence
    11/15
    Pricing
    0/15
    Market fit
    10/10
  6. 6

    RetailAI® Fresh

    by Malong LLC

    Retrofits traditional scales with AI recognition for fruits, vegetables, grains and nuts, including bagged goods.

    Best for fresh-product identification at grocery self-service scales

    Task fit
    39/40
    Adoption
    0/20
    Evidence
    12/15
    Pricing
    0/15
    Market fit
    10/10
  7. 7

    mAsh

    by mAy-I

    Analyzes CCTV to count people and measure visitor movement, behavior and pop-up effectiveness; Korean PIPA compliance is listed.

    Best for visitor counting for store and pop-up performance analysis

    Task fit
    36/40
    Adoption
    0/20
    Evidence
    12/15
    Pricing
    0/15
    Market fit
    10/10
  8. 8

    Antara Core

    by icetana AI

    People and vehicle counting within video-surveillance capabilities directly supports the task, while explicit mall targeting establishes retail fit. Concrete capabilities are supplied, but a complete counting workflow is not documented.

    Best for malls seeking private, on-premises people and vehicle countingFree trial

    Task fit
    30/40
    Adoption
    5/20
    Evidence
    8/15
    Pricing
    8/15
    Market fit
    8/10
  9. 9

    AllGoVision Edge Analytics

    by AllGoVision Technologies Pvt. Ltd.

    Provides counting features on Axis-camera edge analytics and explicitly lists retail intelligence. The company reports installations in 30+ countries, and a free trial is available.

    Best for counting alongside retail video-surveillance analyticsFree trial

    Task fit
    28/40
    Adoption
    6/20
    Evidence
    11/15
    Pricing
    3/15
    Market fit
    9/10
  10. 10

    Shelf AI

    by Focal Systems

    AI product scanning and computer-vision shelf digitization support the physical-item identification task in retail. Concrete capabilities are described, but detailed inputs, outputs, and operating limits are not supplied.

    Best for brick-and-mortar retailers monitoring shelf products and availability

    Task fit
    30/40
    Adoption
    5/20
    Evidence
    8/15
    Pricing
    0/15
    Market fit
    10/10

We reviewed 17 candidate products from 12 companies and published 10 positions. Totals include duplicate company entries and products removed during task, market and evidence review. Each company holds at most one position.