Best Retail Intelligence Software - Page 6

How Many Retail Intelligence Software Products Does G2 Track?

Total Products under this Category: 217

Category Stats (Oct 2026)

  • Average Rating: 4.51/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Slimstock (+2.16%) - Among all products in this category, Slimstock recorded the largest rating increase compared to last month

Last updated: October 27, 2026

How Does G2 Rank Retail Intelligence Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 4,000+ Authentic Reviews
  • 217+ Products
  • Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

G2 Grid® for Retail Intelligence Software

G2 Grid® for Retail Intelligence Software plotting products by satisfaction and market presence

Highlighted products: Crisp Data Platform, Board, Dataweave, Market360, ContactPigeon, Syndigo, Stackline, and SPS Commerce Revenue Recovery.

Underlying data: [Grid® JSON](https://www.g2.com/categories/retail-intelligence/grids.json?focus%5B%5D=crisp-data-platform&focus%5B%5D=board&focus%5B%5D=dataweave&focus%5B%5D=market360&focus%5B%5D=contactpigeon&focus%5B%5D=syndigo-syndigo&focus%5B%5D=stackline&focus%5B%5D=sps-commerce-revenue-recovery)

eyos

Our AI platform enables FMCG Brands with granular market intelligence, targeted marketing automation, and data-driven sales optimization, especially in independent trade channel that attracts the majority of grocery shopping trips in the Asian markets.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate eyos?

  • Data Types: 8.3/10 (Category avg: 8.5/10)
  • Validation: 8.3/10 (Category avg: 8.3/10)
  • Correction: 6.7/10 (Category avg: 8.4/10)

Who Is the Company Behind eyos?

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of eyos?

Hivery

HIVERY is a multi-award winner pioneer of hyper-local retailing, combining artificial intelligence (AI), operations research, and human-centred design to help consumer packaged goods (CPG) manufacturers and retailers generate a return on physical space investments. HIVERY is transforming category management and retail trade promotion with innovative algorithms sourced from Australia's national science agency - CSIRO's Data61. HIVERY is venture-backed and headquartered in Sydney, Australia, with offices in the USA and Japan. HIVERY was founded on the vision that Data Has A Better IdeaTM - and we’re working together with our clients to uncover its full potential. We have 3 SaaS-based solutions 1) AI in category management The world’s first true store level strategy simulation & optimization solution. One-click, rapid, ML-driven to operationalize your category strategy. It can: 1.1. Perform rapid category scenario Simulate multiple strategic scenarios and run playbacks to evaluate business impact and assortment decisions. It will transform your Joint Business Planning (JBP) sessions (in minutes, not months) 1.2. Generate space assortment aware PSA ready planograms in minutes. Generate fully store-level executable planograms that simultaneously understand space and assortment for each store quickly 1.3. Smart store-level planograms Factor your own custom merchandising constraints, goals and brand flow rules as into HIVERY Curate’s model while seeing the impact of transferable and incremental demand when adding or removing any SKUs AI in Vending Machines HIVERY Enhance uses your existing vending management system data and our powerful AI-driven engine to enhance and optimise the mix of product, space and price for each machine in your fleet. It factors only a few data variables to make recommendations that maximise profit. AI in trade promotional optimization HIVERY Promote solution assists CPG companies in predicting the demand impact of their promotional calendar. It models several demand signals, including product catalogue, store placement, seasonality, own and cross-retailer competitor price elasticities, and generates accurate demand predictions along with a range of KPIs. Ultimately, PE will incorporate its optimisation capability to deliver an implementable promotional calendar corresponding to required business KPIs.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate Hivery?

  • Data Types: 8.3/10 (Category avg: 8.5/10)
  • Validation: 8.3/10 (Category avg: 8.3/10)
  • Ease of Setup: 10.0/10 (Category avg: 8.9/10)
  • Correction: 10.0/10 (Category avg: 8.4/10)

Who Is the Company Behind Hivery?

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of Hivery?

invent.ai AI-Decisioning Platform

𝗜𝗻𝘃𝗲𝗻𝘁.𝗮𝗶 𝗲𝗻𝗮𝗯𝗹𝗲𝘀 𝗶𝗻𝘁𝗲𝗹𝗹𝗶𝗴𝗲𝗻𝘁 𝗿𝗲𝘁𝗮𝗶𝗹 𝗱𝗲𝗰𝗶𝘀𝗶𝗼𝗻𝗶𝗻𝗴 𝘁𝗵𝗮𝘁 𝗱𝗿𝗶𝘃𝗲𝘀 𝗿𝗲𝘃𝗲𝗻𝘂𝗲 𝗴𝗿𝗼𝘄𝘁𝗵, 𝗺𝗮𝗿𝗴𝗶𝗻 𝗶𝗺𝗽𝗿𝗼𝘃𝗲𝗺𝗲𝗻𝘁 𝗮𝗻𝗱 𝗶𝗻𝘃𝗲𝗻𝘁𝗼𝗿𝘆 𝗽𝗿𝗼𝗱𝘂𝗰𝘁𝗶𝘃𝗶𝘁𝘆. Invent.ai’s AI-decisioning platform turns hundreds of internal and external demand signals into real-time, revenue-optimized decisions across forecasting, planning, inventory and pricing, automatically executing them across the merchandise lifecycle for meeting customer demand. Retailers see measurable financial gains within months, including comp growth, EBIT improvement and increased revenue, all validated with machine learning and historical data analyses. Invent.ai’s AI-decisioning platform includes: 𝗙𝗼𝗿𝗲𝗰𝗮𝘀𝘁𝗶𝗻𝗴 Delivers more accurate, revenue-focused forecasts with intelligent decisioning that helps demand planners continuously adapt as (hundreds of) demand signals evolve. Invent.ai combines long- and short-term demand forecasting, demand sensing, open-to-buy forecasting and financial planning—helping retailers improve forecast accuracy, align inventory to demand and plan with confidence across all product portfolio management needs: top-down, bottom-up and middle-out. 𝗣𝗹𝗮𝗻𝗻𝗶𝗻𝗴 Transforms planning from static, rules-based processes into clear, explainable and actionable decisions. Invent.ai supports assortment, collection, item and range planning as part of supply chain management, along with size and pack optimization, clustering and buy planning—helping retailers balance customer demand, financial targets and operational constraints, growing despite market trends while also reducing manual effort. 𝗜𝗻𝘃𝗲𝗻𝘁𝗼𝗿𝘆 Optimizes inventory placement and flow across every channel. Invent.ai enables intelligent allocation, replenishment, transfers, rebalancing, omni-fulfillment optimization, phantom inventory mitigation and returns positioning—helping retailers reduce over- and under-stocking, improve availability and increase inventory productivity. 𝗣𝗿𝗶𝗰𝗶𝗻𝗴 Protects margin and improves sell-through with intelligent pricing decisions across the product lifecycle, invent.ai supports competitive pricing, dynamic pricing, promotion optimization and markdown optimization—allowing retailers to respond to market conditions in real time while maximizing revenue and profitability. Invent.ai is an advanced AI-decisioning platform, built around the end-to-end demand planning process. We create more efficient and accurate product assortment, sales forecasts, product lines and more with our proprietary AI technology with a strong root in retail analytics. Our history and statistical forecasting that protects retail margin at every level is key to effective demand planning, inventory management and pricing needs.

Average Rating: 4.0/5.0

Total Reviews: 1

Who Is the Company Behind invent.ai AI-Decisioning Platform?

Who Uses This Product?

  • Company Size: 100% Medium

What Do G2 Reviewers Say About invent.ai AI-Decisioning Platform?

AI-generated summary from verified user reviews

Pros
  • Users value the forecasting accuracy of invent.ai, making it ideal for small and medium-sized businesses.
  • Users value the single and straightforward solution for inventory management, making operations easier for small to medium businesses.
  • Users value the time-saving capabilities of Invent.ai, streamlining demand forecasting and order fulfillment efficiently.
Cons
  • Users find the lack of integrated Import and Export Management and EDI support limiting for industry communication.

What Are Recent G2 Reviews of invent.ai AI-Decisioning Platform?

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Label Insight

Label Insight helps consumers understand what is in the products they use and consume and provides product transparency through data science.

Average Rating: 3.0/5.0

Total Reviews: 1

Who Is the Company Behind Label Insight?

  • Seller: Label Insight
  • Year Founded: 1923
  • HQ Location: Chicago, US
  • Twitter: @labelinsight
    1,091 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    30,396 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Medium

What Are G2 Users Discussing About Label Insight?

Limitless Insights

Limitless provides a location aware data platform that combines location store & social data in a light to no touch cloud platform. By combining location and sales data limitless connects the customer in store to their transactions. Also digitising the customer experience and driving digital campaigns to physical redemption.

Average Rating: 3.5/5.0

Total Reviews: 1

How Do G2 Users Rate Limitless Insights?

  • Ease of Setup: 8.3/10 (Category avg: 8.9/10)

Who Is the Company Behind Limitless Insights?

Who Uses This Product?

  • Company Size: 100% Small

What Are G2 Users Discussing About Limitless Insights?

Lumina

Lumina is an inventory planning system for scaling consumer brands. Fashion brands use it for merchandising and inventory planning; CPG brands use it for supply chain and inventory planning. Lumina brings sales, stock, purchase order and product data into one place. From that data it produces demand forecasts, replenishment recommendations and purchase orders across direct-to-consumer, wholesale and retail channels. Planning rules such as lead times, minimum order quantities, seasonality and stock cover targets are configured for each brand, so every forecast and order follows the same logic. Lumina sits on top of an ERP or inventory management system as the planning layer: Lumina plans, projects and reports, and the ERP transacts. For brands without an ERP, its stock ledger can act as a lightweight inventory system of record. Finance stays in the accounting software. Users can ask questions of their data in plain English and run Lumina from Claude.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate Lumina?

  • Validation: 10.0/10 (Category avg: 8.3/10)
  • Ease of Setup: 10.0/10 (Category avg: 8.9/10)

Who Is the Company Behind Lumina?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Lumina?

Noogata

Noogata’s AI eCommerce platform empowers CPGs and digital brands with strategic insights and competitive intelligence to outperform competitors on Amazon. With a powerful AI growth assistant, it’s now simple for eCommerce professionals or teams, to discover and extract relevant insights, take action and measure performance growth across your digital shelf. The world's first AI assistant for Amazon delivers insights, competitive alerts and growth-focused recommendations in one simple feed. For large teams, Noogata lets you plan, strategize, assign tasks and take action in one platform. Today, anyone can grow their Amazon business with the power of AI. No guesswork, no stress, only the insights that make a positive impact. Unlock the power of AI for Amazon growth: - Get insights and strategies you can act on to positively impact your brand - Locate competing brands and monitor market share for your digital shelf - Optimize product content to drive organic conversion and increase visibility - Capitalize on search trend opportunities ahead of your competitors - Understand how your product contends against relevant competing products - Reverse engineer advertising strategies to increase ROI and reduce ACoS Discover how you can unlock sales hyper-growth, improve digital shelf performance and grow your Amazon business with the power of AI.

Average Rating: 5.0/5.0

Total Reviews: 3

Who Is the Company Behind Noogata?

  • Seller: Noogata
  • Year Founded: 2019
  • HQ Location: New York, US
  • LinkedIn® Page: www.linkedin.com
    9 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 67% Medium, 33% Small

What Are Recent G2 Reviews of Noogata?

Norna Analytics

Take the chance to see the World�s most powerful analytics platform for fashion retail. We excel at price, discount and assortment analytics, and we track the bestselling products of your competitors. Powered by Norna�s massive AI models.

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind Norna Analytics?

What Are Recent G2 Reviews of Norna Analytics?

Pallet

Pallet is an AI-powered, unified retail management platform designed to streamline the complexities of modern commerce. From restaurants and grocery stores to pharmacies and specialty retail, Pallet empowers businesses to orchestrate their entire ecosystem—integrating both front-of-house customer experiences and back-of-house operations into a single, intuitive interface. By consolidating fragmented workflows into one seamless digital backbone, Pallet enables operators to drive efficiency, reduce overhead, and scale with confidence. Whether managing real-time inventory, optimizing service delivery, or leveraging AI-driven insights, Pallet provides the tools retailers need to thrive in an increasingly connected marketplace. To learn more about Pallet, visit: www.palletnow.co

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate Pallet?

  • Ease of Setup: 10.0/10 (Category avg: 8.9/10)

Who Is the Company Behind Pallet?

  • Seller: Pallet
  • Year Founded: 2022
  • HQ Location: Bengaluru East, IN
  • LinkedIn® Page: www.linkedin.com
    10 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of Pallet?

Rakuten Intelligence

Rakuten Intelligence lets you zoom into your online retail strategy. Get a closer look at the online shopper, faster.

Average Rating: 4.8/5.0

Total Reviews: 2

How Do G2 Users Rate Rakuten Intelligence?

  • Ease of Setup: 10.0/10 (Category avg: 8.9/10)

Who Is the Company Behind Rakuten Intelligence?

  • Seller: Rakuten Advertising
  • Year Founded: 1996
  • HQ Location: San Mateo, CA
  • Twitter: @rakutenadvert
    15,748 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    868 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Large, 50% Small

What Are Recent G2 Reviews of Rakuten Intelligence?

What Are G2 Users Discussing About Rakuten Intelligence?

Retailer iQ

Quotient’s Retailer iQ (RiQ) technology platform powers the digital loyalty programs, retail media solutions, and digital promotions for leading grocery, drug, and dollar retailers. RiQ helps give shoppers the personalization they want for better digital experiences, and gives retailers the insights they need for significantly improved store performance metrics.

Average Rating: 3.5/5.0

Total Reviews: 1

How Do G2 Users Rate Retailer iQ?

  • Data Types: 5.0/10 (Category avg: 8.5/10)
  • Validation: 5.0/10 (Category avg: 8.3/10)
  • Ease of Setup: 5.0/10 (Category avg: 8.9/10)
  • Correction: 5.0/10 (Category avg: 8.4/10)

Who Is the Company Behind Retailer iQ?

Who Uses This Product?

  • Company Size: 100% Small

STOREE

STOREE was founded with the desire to help every retailer maximize the value of every product in any store across the chain, and to pioneered a new way of management to the industry. We developed an automated data-driven task management tool named Store-E, which explicitly designed for retailers to guides all managers to excellence. The platform is based on an algorithm that is autonomously detecting, forecasting, and alerting on incidents that impact revenues, on a store level, and dramatically enhancing performance. It empowers the HQ to set the right rules and manage an unlimited number of stores and employees remotely, centralize all communications, tasks, and insights into one personalized news feed, and guarantee all store are track fulfilling its potentia

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind STOREE?

What Are Recent G2 Reviews of STOREE?

SymphonyAI Retail/CPG

SymphonyAI Retail/CPG is the only provider of end-to-end, integrated AI-powered Merchandising, Marketing, and Supply Chain Solutions for Retailers & CPG Manufacturers. Simply put, we are Retail.

Average Rating: 4.2/5.0

Total Reviews: 12

How Do G2 Users Rate SymphonyAI Retail/CPG?

  • Data Types: 10.0/10 (Category avg: 8.5/10)
  • Ease of Setup: 8.3/10 (Category avg: 8.9/10)

Who Is the Company Behind SymphonyAI Retail/CPG?

  • Seller: SymphonyAI
  • Year Founded: 2017
  • HQ Location: Palo Alto, California
  • Twitter: @SymphonySummit
    470 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    2,087 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Information Technology and Services
  • Company Size: 50% Small, 33% Large

What Are Recent G2 Reviews of SymphonyAI Retail/CPG?

Workcloud Inventory Visibility

Zebra Workcloud Inventory Visibility is a self-scan model that delivers much greater inventory accuracy compared with thirdparty vendors. It’s also easier to plan for and manage since you aren’t depending on another company – and a lot more costeffective. Receive expert support at every step and address any issues that arise with safeguards and audit trails. Key benefits realized by some of our customers: - 1-2% sales lift from reduction of inaccuracies and miscounts with automated scanning and in-progress auditing to drive in-stocks and sellthrough - Up to 50% reduced costs from leveraging your existing frontline teams instead of paying for third-party labor Ensure that inventory aligns with demand and fix inefficiencies with our Inventory Visibility solution, part of our Inventory Optimization suite. The suite of solutions helps you gain the inventory visibility and control needed to plan your inventory and improve loss prevention. Zebra (NASDAQ: ZBRA) provides the tools to help businesses grow with asset visibility, connected frontline workers and intelligent automation. The company operates in more than 100 countries, and our customers include over 80% of the Fortune 500. Designed for the frontline, Zebra’s award-winning portfolio includes hardware, software, and services, all backed by our 50+ years of innovation and global partner ecosystem. Learn more: https://www.zebra.com/us/en/software/workcloud-solutions/workcloud-inventory-optimization-suite/workcloud-inventory-visibility.html

Average Rating: 4.8/5.0

Total Reviews: 2

How Do G2 Users Rate Workcloud Inventory Visibility?

  • Data Types: 8.3/10 (Category avg: 8.5/10)
  • Validation: 8.3/10 (Category avg: 8.3/10)
  • Ease of Setup: 7.5/10 (Category avg: 8.9/10)
  • Correction: 8.3/10 (Category avg: 8.4/10)

Who Is the Company Behind Workcloud Inventory Visibility?

  • Seller: Zebra Technologies
  • Year Founded: 1969
  • HQ Location: Lincolnshire, IL
  • Twitter: @ZebraTechnology
    33,009 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    11,791 employees on LinkedIn®
  • Ownership: NASDAQ:ZBRA

Who Uses This Product?

  • Company Size: 100% Large

What Do G2 Reviewers Say About Workcloud Inventory Visibility?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the flexibility and customizable reporting of Workcloud Inventory Visibility for managing inventory events effectively.
  • Users value the excellent and customizable reporting of Workcloud Inventory Visibility for effective inventory management.
  • Users appreciate the customizable reporting of Workcloud Inventory Visibility, making training and event management effortless.
  • Users value the easy-to-use dashboards of Workcloud Inventory Visibility, simplifying training and event management for teams.
  • Users find easy usability in Workcloud Inventory Visibility, making training and event management seamless for teams.
Cons
  • Users struggle with the inability to drill down from the dashboard, hindering effective data analysis and visibility.
  • Users highlight the navigation difficulty due to the lack of drill-down capabilities from the dashboard.

What Are Recent G2 Reviews of Workcloud Inventory Visibility?

Ailet: Retail Execution

End-to-end IR solution for precise retail execution and real-time analytics

Who Is the Company Behind Ailet: Retail Execution?

Subhransu Sahu
SS
Researched and written by Subhransu Sahu
Updated October 21, 2026