--- title: ShelfMatch Reviews meta_title: 'ShelfMatch Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter reviews by the users' company size, role or industry to find out how ShelfMatch works for a business like yours. aggregate_rating: rating_value: 5.0 review_count: 2 scale: '5' date_modified: '2026-09-28' parent_category: name: Retail url: https://www.g2.com/categories/retail ---

ShelfMatch Reviews & Product Details

Pricing

Pricing provided by ShelfMatch.

Enterprise Subscription

Custom Quote Available.
Other Per Year

API Pricing

Custom Quote Available.

ShelfMatch Reviews (2)

Reviews

ShelfMatch Reviews (2)

5.0
2 reviews
Search reviews
Filter Reviews
Clear Results
G2 reviews are authentic and verified.
MZ
Mike Z.
VP Trade marketing
Enterprise (> 1000 emp.)
"Retail tech IT specialist with 20+ years of experience"
5/5
What do you like best about ShelfMatch?

ShelfMatch has been a game-changer for our retail operations. The platform’s AI-powered shelf analytics and real-time product matching capabilities eliminated the guesswork from our merchandising strategy. We now get instant insights into out-of-stock risks, planogram compliance, and competitor pricing—all in one dashboard. The “Shelf Health Score” feature is genius; it quantifies shelf performance in seconds, helping us prioritize store-level actions.

What truly impressed us was the accuracy of their image recognition technology. Our field teams upload shelf photos via the mobile app, and ShelfMatch detects gaps, misplacements, and even pricing errors with uncanny precision. This has reduced manual audits by 70% and improved our on-shelf availability by 25% in just three months. Review collected by and hosted on G2.com.

What do you dislike about ShelfMatch?

While ShelfMatch’s API is refreshingly straightforward to integrate, developers might crave more granular documentation for edge cases—adding code samples for less common endpoints would streamline troubleshooting. The rate limits on the base pricing tier could be restrictive for high-volume users scaling rapidly, though upgrading plans is seamless. Lastly, while the pricing model is transparent, a ‘pay-as-you-go’ option would benefit startups with unpredictable API call patterns. That said, these are minor trade-offs for a service that otherwise delivers reliability and hassle-free scaling. Review collected by and hosted on G2.com.

Aleksandr S.
AS
Aleksandr S.
Director of Business Development
Mid-Market (51-1000 emp.)
"Powerful tool for image recognition, allowing to digitalise Perfect Store concept"
5/5
What do you like best about ShelfMatch?

IR accuracy, speed of reaction, data collected, easy to use, customer support, ease of integration Review collected by and hosted on G2.com.

What do you dislike about ShelfMatch?

nothing to mention here These guys are really cool! Review collected by and hosted on G2.com.

There are not enough reviews of ShelfMatch for G2 to provide buying insight. Below are some alternatives with more reviews:

1
Claude Logo
Claude
4.7
(1,882)
Claude is an AI assistant from Anthropic that helps people and teams get work done through conversation, coding, delegated tasks, and collaboration. Available on desktop, web, and mobile, Claude is built on a family of frontier models (Claude Mythos, Opus, Sonnet, and Haiku) that range from the most capable to the most cost-effective, so teams can match intelligence to the task. Key Features and Functionality: - Chat: Collaborate with Claude on writing, analysis, research, and problem solving, with file uploads, projects that keep context across conversations, memory, web search, and artifacts for real-time documents and code. - Code: Build software with Claude Code, a coding agent that plans, writes, edits, tests, and debugs across large codebases, available in the terminal, desktop app, web, and mobile, with native GitHub and IDE integrations. - Cowork: Delegate multi-step tasks to Claude in plain language. Claude works across local files, connected apps, and the desktop, and returns finished documents, spreadsheets, presentations, and organized folders. An open plugin system bundles skills, data connectors, and workflows. - Tag: Bring Claude into Slack and other team tools. Tag Claude into any channel or thread and it drafts, analyzes, and answers in context, using shared documents and channel memory. - Specialized products: Claude Security (vulnerability detection and patch suggestions for security teams), Claude Design (designs, prototypes, and presentations from natural language), and Claude Science (an AI workbench for scientific research). - Connectors and extended context: Connect Claude to the tools and data teams already use, including the Model Context Protocol, and analyze large documents and codebases with long context and extended thinking. - Enterprise-grade security: Claude Enterprise includes Single Sign-On (SSO), role-based permissions, audit logs, and custom data retention controls. Primary Value and User Solutions: Claude gives individuals and organizations one assistant for everyday knowledge work, software development, and delegated tasks. Employees get faster research, writing, analysis, and coding. Teams collaborate with Claude where they already work. Enterprises get the administrative controls and security needed to deploy AI across the business.
2
Square Point of Sale Logo
Square Point of Sale
4.6
(1,225)
Square provides small and large businesses the tools they need to run and grow their business. Accept debit and credit cards anywhere with your iPhone, Android, iPad or our POS system.
3
Shopify POS Logo
Shopify POS
4.4
(381)
Retail POS for unifying in-store and online sales
4
Roboflow Logo
Roboflow
4.7
(161)
Extract, transform, load for computer vision. Your datasets in every format. Balanced, labeled, versioned.
5
Google Cloud Vision API Logo
Google Cloud Vision API
4.4
(142)
Google Cloud Vision API enables developers to understand the content of an image by encapsulating powerful machine learning models in an easy to use REST API. Leveraging our API, developers can quickly build applications able to classify images into thousands of categories (e.g., "sailboat", "lion", "Eiffel Tower"), detect individual objects and faces within images, build metadata on image catalog, moderate offensive content, enable new marketing scenarios through image sentiment analysis, and more.
6
SingleInterface Logo
SingleInterface
4.7
(130)
SingleInterface is a SaaS solution for multi-location enterprises to build a digital presence of their physical business locations. In the last six years, it has evolved into everything local, from Listing & Review management across Search, Social Platforms, Maps, Apps, Voice assistants, Local directories, and more, to building and managing high-performance Hyperlocal targeted advertising campaigns at scale, and also efficiently managing store-level inventory across digital platforms.
7
Clover Logo
Clover
3.8
(109)
Clover is a comprehensive, cloud-based point-of-sale (POS) system designed to streamline business operations across various industries, including restaurants, retail, eCommerce, and service sectors. By integrating payment processing, inventory management, and customer engagement tools into a single platform, Clover empowers businesses to manage daily tasks efficiently from anywhere, at any time. Its customizable solutions cater to businesses of all sizes, offering a range of devices and applications tailored to specific operational needs. Key Features and Functionality: - Versatile Payment Processing: Accepts all major credit and debit cards, mobile wallets, and contactless payments, ensuring a seamless transaction experience for customers. - Comprehensive Inventory Management: Organizes and tracks inventory in real-time, helping businesses maintain optimal stock levels and reduce losses. - Customer Relationship Management (CRM): Stores customer information, tracks purchase histories, and facilitates targeted marketing campaigns to enhance customer loyalty. - Employee Management: Manages staff schedules, sets individual permissions, and monitors sales performance to optimize team productivity. - Real-Time Reporting: Provides live sales data and customizable reports, enabling informed decision-making and performance tracking. - Online Ordering Integration: Supports in-house, pickup, and delivery orders, expanding sales channels and improving customer convenience. - App Market Access: Offers a wide range of third-party applications to extend functionality, including tools for accounting, marketing, and more. Primary Value and Solutions Provided: Clover addresses the complexities of modern business management by offering an all-in-one POS solution that simplifies operations, enhances customer experiences, and drives growth. By consolidating essential business functions into a single, user-friendly platform, Clover reduces the need for multiple disparate systems, thereby saving time and reducing operational costs. Its scalability ensures that as businesses grow, Clover can adapt to evolving needs, providing a reliable foundation for long-term success.
8
HitPay Logo
HitPay
4.6
(98)
With HitPay payment gateway, you can accept local and international payment methods including bank transfers, e-wallets, credit cards, Buy Now Pay Later, and more, all in one integration. HitPay provides a full suite of payment solutions — which include Shopify and WooCommerce plugins, payment links, invoicing, recurring billing, POS terminals, POS software, and payment APIs. Merchants can easily reconcile all HitPay-enabled online and in-person payments on the easy-to-use dashboard.
9
Dataloop Logo
Dataloop
4.4
(88)
An end-to-end cloud-based annotation platform, with embedded tools and automations for producing high-quality datasets more efficiently.
10
LS Retail Logo
LS Retail
4.4
(87)
LS Retail is an end-to-end retail management system that gives retailers all the functionalities to manage business operations efficiently from head-office to POS terminals no matter which industry you are in.
Show More

Pricing Options

Pricing provided by ShelfMatch.

Enterprise Subscription

Custom Quote Available.
Other Per Year

API Pricing

Custom Quote Available.

Commissions

Custom Quote Available.