# Best Retail Analytics Software

*By [Subhransu Sahu](https://research.g2.com/insights/author/subhransu-sahu)*


Retail analytics software provides retailers with an in-depth look into all aspects of their business. It equips them with detailed analytical data to make more informed and strategic decisions. The tool does so by analyzing retail key performance indicators (KPI) like the total sales volume, average transaction size, retail conversion rate, rate of return, etc. Retail analysts and managers use this tool to see how the company performs across regions and business units, often in real time.

Retail analytics software helps identify and analyze customers' data and determine which items are selling well, when items sell most, and what demographics purchase which items. It also helps study shopping patterns and uncover consumer trends with consumer packaged goods (CPG) or durable goods, enabling sales and marketing teams to formulate better sales strategies and implement effective marketing loyalty programs.

Retail analytics software integrates with other software, such as [retail POS systems](https://www.g2.com/categories/retail-pos), [retail management systems](https://www.g2.com/categories/retail-management-system), and [retail operations software](https://www.g2.com/categories/retail-operations), to gather data on a daily basis.

To qualify for inclusion in the Retail Analytics category, a product must:

- Integrate with or analyze data from various other retail software
- Help in gathering, cleansing, organizing, and analyzing retail data
- Provide real-time analytics and visualization through intelligent dashboards
- Monitor business KPIs, and enable trend prediction and retail data forecasting
- Act as a centralized database and enable the creation of enterprise-ready reports
- Be designed specifically for retail and wholesale businesses






## G2 Grid® for Retail Analytics Software
![G2 Grid® for Retail Analytics Software plotting products by satisfaction and market presence](https://www.g2.com/categories/retail-analytics/grids.png?focus%5B%5D=135686&focus%5B%5D=166253&focus%5B%5D=115969&focus%5B%5D=991&focus%5B%5D=150628&focus%5B%5D=29188&focus%5B%5D=8595&focus%5B%5D=52919)
Highlighted products: Shopify POS, Crisp Data Platform, Stackline, Board, T.M.A.S., SPS Commerce Analytics, iQmetrix Interconnected Commerce, and Omnia Retail.
Underlying data: [Grid® JSON](https://www.g2.com/categories/retail-analytics/grids.json?focus%5B%5D=shopify-shopify-pos&focus%5B%5D=crisp-data-platform&focus%5B%5D=stackline&focus%5B%5D=board&focus%5B%5D=t-m-a-s&focus%5B%5D=sps-commerce-analytics&focus%5B%5D=iqmetrix-interconnected-commerce&focus%5B%5D=omnia-retail)


## How Many Retail Analytics Software Products Does G2 Track?
**Total Products under this Category:** 228

### Category Stats (Jul 2026)
- **Average Rating**: 4.4/5 The average rating of products in this category, based on all submitted ratings
- **Top Trending Product**: Nano AI (+4.99%) - Among all products in this category, Nano AI recorded the largest rating increase compared to last month
*Last updated: July 14, 2026*


## How Does G2 Rank Retail Analytics Software Products?

**Why You Can Trust G2's Software Rankings:**

- 30 Analysts and Data Experts
- 4,100+ Authentic Reviews
- 228+ 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.


## Which Retail Analytics Software Is Best for Your Use Case?

- **Leader:** [Shopify POS](https://www.g2.com/products/shopify-shopify-pos/reviews)
- **Highest Performer:** [T.M.A.S.](https://www.g2.com/products/t-m-a-s/reviews)
- **Easiest to Use:** [Swan AI](https://www.g2.com/products/swan-ai/reviews)
- **Top Trending:** [Triple Whale](https://www.g2.com/products/triple-whale/reviews)
- **Best Free Software:** [Crisp Data Platform](https://www.g2.com/products/crisp-data-platform/reviews)


---

**Sponsored**

### Reaktion

Reaktion.com is a profit-first tracking and analytics platform built for ecommerce brands and agencies that have outgrown ROAS. Most ad platforms optimize for the data they can see. The problem is that revenue is not profit, and pixels often miss the full picture. Product costs, shipping, VAT, payment fees, discounts, refunds, repeat purchases, and new customer revenue all change whether a campaign is actually making money. Reaktion brings that commercial reality into the places where ecommerce teams already optimize, report, and make budget decisions. With Reaktion, teams can connect ecommerce, marketing, automation, organic, and affiliate data in one near real-time platform. Reaktion uses server-side tracking and first-party order data to give brands a clearer view of performance across Google Ads, Meta, TikTok, GA4, Klaviyo, Shopify, WooCommerce, Magento, BigCommerce, PrestaShop, and more. Instead of only looking at ROAS, teams can track the metrics that decide whether growth is healthy: profit, POAS, MER, new customer revenue, true CAC, refunds, on-sale revenue, product margin, customer lifetime value, attribution, and SKU-level performance. Reaktion also helps send stronger signals back to marketing platforms, so algorithms can optimize using the data that actually matters. For ecommerce teams, Reaktion acts as a profit command center. See which campaigns, channels, creatives, products, and markets are driving profitable growth. Spot where impressive revenue is quietly turning into weak margin. Understand how returns, discounts, acquisition costs, and product economics affect performance before budget is wasted. For agencies, Reaktion makes client reporting sharper and less spreadsheet-dependent. Agencies can manage multiple stores and clients from one overview, build custom reports, show profit-based performance, and give clients a clearer answer to the question that matters most: did this marketing actually make money? Key capabilities include server-side tracking, real-time dashboards, custom report building, marketing attribution, customer lifetime value analysis, profit optimization, KPI and target tracking, multi-store overview, Creative Cockpit, product analytics, mobile app access, and agency reporting. Reaktion is designed for teams that want to scale with financial clarity, not vanity metrics. Because ROAS can look great while profit leaves through the back door.



[Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list&secure%5Bcategory_id%5D=1768&secure%5Bchosen_at%5D=2026-07-14T19%3A00%3A50Z&secure%5Bdisplayable_resource_id%5D=1649&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=neighbor_category&secure%5Bplacement_resource_ids%5D%5B%5D=1649&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=1399099&secure%5Bresource_id%5D=1768&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fretail-analytics%3Fopen_modal_url%3D%252Fproducts%252Faffinity-solutions%252Fwishlists%253Fhost_path%253D%25252Fcategories%25252Fretail-analytics%2526source%253Dcategory&secure%5Btoken%5D=5ee992b46399063262cb15ae2498bfbb3c47e9e0186e49ebb7ba515bad7b3884&secure%5Burl%5D=https%3A%2F%2Freaktion.com%2F&secure%5Burl_type%5D=custom_url)

---

## What Are the Top-Rated Retail Analytics Software Products in 2026?
### 1. [Shopify POS](https://www.g2.com/products/shopify-shopify-pos/reviews)
Shopify POS is the best point-of-sale solution for retailers who sell in-store and online. Shopify POS brings in-store and online sales together, so you can create the seamless shopping experiences today's customers expect, increase sales, and drastically streamline operations. Our all-in-one POS offers hardware, payments, and software, built to support any type of retail environment. Built on the world's leading commerce platform, Shopify POS makes it easy to expand to new retail locations, international markets, and online channels. Shopify POS is trusted by major retailers like Alo Yoga, Vuori, and Glossier.


**Average Rating:** 4.4/5.0
**Total Reviews:** 353
**How Do G2 Users Rate Shopify POS?**

- **Ease of Admin:** 8.9/10 (Category avg: 8.6/10)
- **Validation
:** 8.8/10 (Category avg: 8.3/10)
- **Correction:** 8.6/10 (Category avg: 8.2/10)
- **Cleansing:** 8.3/10 (Category avg: 8.1/10)

**Who Is the Company Behind Shopify POS?**

- **Seller:** [Shopify](https://www.g2.com/sellers/shopify)
- **Company Website:** https://www.shopify.com/
- **Year Founded:** 2006
- **HQ Location:** Ottawa, ON
- **Twitter:** @Shopify (450,909 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/784652/ (28,516 employees on LinkedIn®)

**Who Uses This Product?**
- **Who Uses This:** Owner, Manager
- **Top Industries:** Retail, Apparel & Fashion
- **Company Size:** 75% Small-Business, 16% Mid-Market


#### What Are Shopify POS's Pros and Cons?

**Pros:**

- Ease of Use (34 reviews)
- Inventory Management (24 reviews)
- Integrations (18 reviews)
- Easy Setup (17 reviews)
- Order Management (17 reviews)

**Cons:**

- Expensive (16 reviews)
- Limited Features (13 reviews)
- Lack of Customization (9 reviews)
- Limited Customization (8 reviews)
- Connectivity Issues (7 reviews)


### What Do G2 Reviewers Say About Shopify POS?
*AI-generated summary from verified user reviews*

**Pros:**

- Users find Shopify POS to be incredibly **user-friendly** , making it accessible and efficient for both staff and customers.
- Users appreciate the **simple and intuitive inventory management** of Shopify POS, enhancing convenience and efficiency in operations.
- Users appreciate the **seamless channel integration** of Shopify POS, enhancing workflow and improving the e-commerce experience.
- Users find the **easy setup** of Shopify POS impressive, allowing quick adaptation for both technical and non-technical staff.
- Users appreciate the **ease of order management** with Shopify POS, seamlessly connecting online and offline sales effortlessly.

**Cons:**

- Users find Shopify POS **expensive** , especially due to high delivery costs and rising subscription fees.
- Users find the **limited features** of Shopify POS restricts customization and increases costs for small businesses.
- Users note a **lack of customization** in Shopify POS, limiting control over specific workflows and reporting options.
- Users find **customization options limited** in Shopify POS, making it difficult for complex store needs.
- Users experience significant **connectivity issues** with Shopify POS, especially during offline mode, affecting transaction reliability.

#### What Are Recent G2 Reviews of Shopify POS?

**"[Helpful Support, Reliable POS systems, and Flexible Payment options](https://www.g2.com/survey_responses/shopify-pos-review-12706183)"**

**Rating:** 4.5/5.0 stars
*— Jason L.*

[Read full review](https://www.g2.com/survey_responses/shopify-pos-review-12706183)

---

**"[Incredible Mobile POS for Trade Shows—Customizable, Tap to Pay, and Offline Ready](https://www.g2.com/survey_responses/shopify-pos-review-12763784)"**

**Rating:** 4.0/5.0 stars
*— Jordan D.*

[Read full review](https://www.g2.com/survey_responses/shopify-pos-review-12763784)

---


#### What Are G2 Users Discussing About Shopify POS?

- [What is Shopify Pos Pro?](https://www.g2.com/discussions/what-is-shopify-pos-pro)
- [What are the key features of a POS system?](https://www.g2.com/discussions/shopify-pos-what-are-the-key-features-of-a-pos-system)
- [How does Shopify integrate with POS?](https://www.g2.com/discussions/how-does-shopify-integrate-with-pos)
- [What POS works with Shopify?](https://www.g2.com/discussions/what-pos-works-with-shopify)

### 2. [Crisp Data Platform](https://www.g2.com/products/crisp-data-platform/reviews)
Crisp is the leading retail data company, connecting over 6,000 CPG brands, retailers, and distributors through a unified data-sharing platform. By delivering real-time insights across the supply chain, Crisp helps businesses optimize sales, reduce waste, and improve forecasting – driving growth, collaboration, and sustainability throughout global commerce. Our leading retail data solutions include real-time point-of-sale reporting, EDI and order intelligence, intelligent space planning, order automation, and more.


**Average Rating:** 4.4/5.0
**Total Reviews:** 151
**How Do G2 Users Rate Crisp Data Platform?**

- **Ease of Admin:** 8.7/10 (Category avg: 8.6/10)
- **Validation
:** 7.4/10 (Category avg: 8.3/10)
- **Correction:** 7.1/10 (Category avg: 8.2/10)
- **Cleansing:** 7.2/10 (Category avg: 8.1/10)

**Who Is the Company Behind Crisp Data Platform?**

- **Seller:** [Crisp](https://www.g2.com/sellers/crisp)
- **Company Website:** https://www.gocrisp.com/
- **Year Founded:** 2016
- **HQ Location:** New York, NY
- **Twitter:** @Go_Crisp (93 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/gocrisp (318 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Food & Beverages, Consumer Goods
- **Company Size:** 67% Small-Business, 27% Mid-Market


#### What Are Crisp Data Platform's Pros and Cons?

**Pros:**

- Ease of Use (36 reviews)
- Customer Support (15 reviews)
- Data Accuracy (13 reviews)
- Data Comprehensiveness (12 reviews)
- Data Management (11 reviews)

**Cons:**

- Time-Consuming (8 reviews)
- Improvement Needed (7 reviews)
- Time Delays (7 reviews)
- Limited Customization (6 reviews)
- Slow Performance (6 reviews)


### What Do G2 Reviewers Say About Crisp Data Platform?
*AI-generated summary from verified user reviews*

**Pros:**

- Users value the **ease of use** of Crisp Data Platform, enjoying seamless data analysis and intuitive setup.
- Users commend the **excellent customer support** from Crisp Data Platform, enhancing their overall experience and ease of use.
- Users value the **data accuracy** of Crisp Data Platform, ensuring error-free order input and efficient data management.
- Users value the **comprehensive data capabilities** of Crisp Data Platform, enhancing analysis and insights across familiar tools.
- Users value the **robust data management options** of Crisp Data Platform, enhancing analysis and workflow efficiency.

**Cons:**

- Users find the **time-consuming processes** of the Crisp Data Platform frustrating, impacting workflow efficiency and productivity.
- Users feel that **improvement is needed** for client management and alert mechanisms on the Crisp Data Platform.
- Users express frustration with **time delays** in data processing, often causing procedural inefficiencies and disruptions.
- Users find the **limited customization** of Crisp Data Platform restrictive, hindering their ability to manage data effectively.
- Users experience **slow performance** and reliability issues with Crisp Data Platform, causing frustration during order processing.

#### What Are Recent G2 Reviews of Crisp Data Platform?

**"[Still the best and absolute must have tool for managing item distribution](https://www.g2.com/survey_responses/crisp-data-platform-review-8443579)"**

**Rating:** 5.0/5.0 stars
*— Joe S.*

[Read full review](https://www.g2.com/survey_responses/crisp-data-platform-review-8443579)

---

**"[Effortless Data Analysis with Crisp](https://www.g2.com/survey_responses/crisp-data-platform-review-12699938)"**

**Rating:** 4.5/5.0 stars
*— Ben M.*

[Read full review](https://www.g2.com/survey_responses/crisp-data-platform-review-12699938)

---



### 3. [Stackline](https://www.g2.com/products/stackline/reviews)
On a mission to fuel the future of commerce by bringing brands and customers closer together, Stackline is the first full-funnel connected commerce platform for the world’s most innovative brands. Stackline's proprietary neural networks and deep learning systems surface and visualize transformational omnichannel insights, power market-leading advertising performance, and activate every step of the shopper journey. Brand leaders, product innovators, and performance marketers trust Stackline to power profitable growth in an increasingly complex retail ecosystem. Founded in 2014 in Seattle, Stackline employs over 250 connected commerce professionals creating value for 7,000 global brands. 


**Average Rating:** 4.4/5.0
**Total Reviews:** 245
**How Do G2 Users Rate Stackline?**

- **Ease of Admin:** 8.9/10 (Category avg: 8.6/10)
- **Validation
:** 6.6/10 (Category avg: 8.3/10)
- **Correction:** 6.7/10 (Category avg: 8.2/10)
- **Cleansing:** 6.4/10 (Category avg: 8.1/10)

**Who Is the Company Behind Stackline?**

- **Seller:** [Stackline](https://www.g2.com/sellers/stackline)
- **Year Founded:** 2014
- **HQ Location:** Seattle, US
- **Twitter:** @StacklineHQ (1,882 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/stackline/ (264 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Consumer Goods, Consumer Electronics
- **Company Size:** 47% Mid-Market, 36% Enterprise


#### What Are Stackline's Pros and Cons?

**Pros:**

- Data Analysis (32 reviews)
- Insights (32 reviews)
- Ease of Use (25 reviews)
- Features (16 reviews)
- Customer Support (15 reviews)

**Cons:**

- Data Inaccuracy (12 reviews)
- Data Delays (7 reviews)
- Poor Categorization (7 reviews)
- Slow Performance (7 reviews)
- Inadequate Reporting (5 reviews)


### What Do G2 Reviewers Say About Stackline?
*AI-generated summary from verified user reviews*

**Pros:**

- Users value the **customizable data analysis** features of Stackline, enabling effective insights for better business decisions.
- Users value the **detailed data analysis** and excellent support from Stackline, enhancing their everyday decision-making process.
- Users find Stackline's **ease of use** impressive, enabling quick access to valuable business insights and metrics.
- Users appreciate the **intuitive UI** of Stackline, which simplifies training and enhances configurability across teams.
- Users commend Stackline for its **excellent customer support** , ensuring effective communication and responsive assistance at all times.

**Cons:**

- Users experience **data inaccuracies** and delays, impacting timely decision-making and limiting detailed analysis capabilities.
- Users note a **2-week data delay** which can hinder timely decision-making, though it's manageable for analysis.
- Users complain about the **poor categorization** in Stackline, limiting access to various product categories and insights.
- Users report **slow performance** with Stackline, particularly during data downloads and due to recent updates affecting speed.
- Users face challenges due to **inadequate reporting** , including delays and formatting issues that hinder effective analysis.

#### What Are Recent G2 Reviews of Stackline?

**"[The Single Best Resource for Amazon Intgelligence](https://www.g2.com/survey_responses/stackline-review-11162046)"**

**Rating:** 4.5/5.0 stars
*— Michael B.*

[Read full review](https://www.g2.com/survey_responses/stackline-review-11162046)

---

**"[Integrating Stackline into our Walmart eCommerce strategy has been transformative](https://www.g2.com/survey_responses/stackline-review-11209155)"**

**Rating:** 5.0/5.0 stars
*— Sarah K.*

[Read full review](https://www.g2.com/survey_responses/stackline-review-11209155)

---


#### What Are G2 Users Discussing About Stackline?

- [What is Stackline used for?](https://www.g2.com/discussions/what-is-stackline-used-for)

### 4. [Board](https://www.g2.com/products/board/reviews)
Board is the Enterprise Planning Platform built to accelerate business performance and enable continuous planning with greater forecast accuracy to drive confident, aligned decisions. Its fully integrated planning solution spans the entire enterprise, delivering value for financial and operational planning in one unified platform. Using internal data and expert-curated external indicators, Board provides real-time visibility into your business. Board offers the most flexible, collaborative and adaptive user experience, powering executive dashboards and analytic capabilities that allows clear explanation and interpretation delivered through generative AI. This allows organizations to respond in an agile manner: capitalize on opportunities, optimize resources and mitigate risks.


**Average Rating:** 4.4/5.0
**Total Reviews:** 301
**How Do G2 Users Rate Board?**

- **Ease of Admin:** 8.1/10 (Category avg: 8.6/10)
- **Validation
:** 10.0/10 (Category avg: 8.3/10)
- **Correction:** 10.0/10 (Category avg: 8.2/10)
- **Cleansing:** 8.3/10 (Category avg: 8.1/10)

**Who Is the Company Behind Board?**

- **Seller:** [Board International](https://www.g2.com/sellers/board-international)
- **Company Website:** https://www.board.com
- **Year Founded:** 1994
- **HQ Location:** Chiasso, Ticino
- **Twitter:** @BoardSoftware (27,073 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/98246/ (932 employees on LinkedIn®)

**Who Uses This Product?**
- **Who Uses This:** Software Engineer, Software Developer
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 57% Mid-Market, 40% Enterprise


#### What Are Board's Pros and Cons?

**Pros:**

- Ease of Use (26 reviews)
- Flexibility (21 reviews)
- Features (20 reviews)
- Efficiency (18 reviews)
- Customization (16 reviews)

**Cons:**

- Slow Performance (9 reviews)
- Learning Curve (8 reviews)
- Missing Features (8 reviews)
- Poor Visualization (8 reviews)
- Complexity (7 reviews)


### What Do G2 Reviewers Say About Board?
*AI-generated summary from verified user reviews*

**Pros:**

- Users appreciate the **ease of use** of Board, thanks to its intuitive dashboard and low/no code approach.
- Users value the **flexibility** of Board, effortlessly tailoring it to various business needs while integrating essential functions.
- Users appreciate the **centralized access to information** in Board, which simplifies document management and enhances focus on decisions.
- Users value the **efficiency** of Board, significantly reducing time spent on administrative tasks and enhancing decision-making.
- Users appreciate the **flexible customization** of Board, allowing tailored solutions for diverse business needs and insights.

**Cons:**

- Users experience **slow performance** with Board, particularly when managing complex data and large datasets, impacting overall efficiency.
- Users find the **learning curve steep** for Board, with complex setups and advanced features requiring time and training.
- Users note the **missing features** like "exclude" options in layouts, which hinder full functionality and usability.
- Users note **poor visualization** in Board, citing minor inefficiencies in dashboard design compared to other tools.
- Users find **Board's complexity** challenging, especially for new users, requiring extensive training and time to utilize effectively.

#### What Are Recent G2 Reviews of Board?

**"[Insightful Yet Challenging for Forecasting](https://www.g2.com/survey_responses/board-review-13069480)"**

**Rating:** 4.5/5.0 stars
*— Verified User*

[Read full review](https://www.g2.com/survey_responses/board-review-13069480)

---

**"[Almost Unlimited Flexibility Across Data Models, Workflows, and Reports](https://www.g2.com/survey_responses/board-review-12625234)"**

**Rating:** 4.5/5.0 stars
*— Peter T.*

[Read full review](https://www.g2.com/survey_responses/board-review-12625234)

---


#### What Are G2 Users Discussing About Board?

- [What is Board used for?](https://www.g2.com/discussions/what-is-board-used-for) - 1 upvote

### 5. [T.M.A.S.](https://www.g2.com/products/t-m-a-s/reviews)
T.M.A.S. is a powerful People Counting & Analytics Software Platform. Connect our People Counter devices to get visitor & customer foot traffic trends for your Retail store(s), libraries, museum, university, churches, events, casinos, and any other type of "real-world" places. We offer in-depth analysis features, automated counting, specialized tools for Retailers, and the ability to monitor & control occupancy in real-time for any type of buildings, and/or specific rooms.


**Average Rating:** 4.6/5.0
**Total Reviews:** 57
**How Do G2 Users Rate T.M.A.S.?**

- **Ease of Admin:** 8.7/10 (Category avg: 8.6/10)
- **Validation
:** 7.2/10 (Category avg: 8.3/10)
- **Correction:** 7.6/10 (Category avg: 8.2/10)
- **Cleansing:** 7.0/10 (Category avg: 8.1/10)

**Who Is the Company Behind T.M.A.S.?**

- **Seller:** [SMS Storetraffic](https://www.g2.com/sellers/sms-storetraffic)
- **Year Founded:** 1972
- **HQ Location:** St-Jean-sur-Richelieu, CA
- **Twitter:** @SMSStoretraffic (388 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/sms-store-traffic (15 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Retail, Libraries
- **Company Size:** 60% Small-Business, 33% Mid-Market


#### What Are T.M.A.S.'s Pros and Cons?

**Pros:**

- Ease of Use (11 reviews)
- Customer Support (10 reviews)
- Reporting (9 reviews)
- Setup Ease (6 reviews)
- Data Accuracy (4 reviews)

**Cons:**

- Inadequate Reporting (3 reviews)
- Complexity (2 reviews)
- Data Inaccuracy (2 reviews)
- Difficult Setup (2 reviews)
- Confusing Instructions (1 reviews)


### What Do G2 Reviewers Say About T.M.A.S.?
*AI-generated summary from verified user reviews*

**Pros:**

- Users find T.M.A.S. **very easy to use** , making implementation and accessing vital information seamless and efficient.
- Users rave about the **outstanding customer support** from T.M.A.S., ensuring a seamless and reassuring experience.
- Users find the **customizable and user-friendly reporting** of T.M.A.S. invaluable for tracking and analyzing attendance data.
- Users commend the **extremely easy setup** of T.M.A.S., allowing for quick implementation without professional assistance.
- Users value the **reliable accuracy** of T.M.A.S., enabling informed decisions for improved operational efficiency.

**Cons:**

- Users find the **inadequate reporting** feature overwhelming and suggest a simpler, more tailored subscription option.
- Users note the **overcomplicated interface** may confuse some, suggesting a need for simplification to enhance usability.
- Users experience **data inaccuracy** with T.M.A.S., as reported counts can be inconsistent and unreliable.
- Users find the **difficult setup** of T.M.A.S. challenging, despite helpful customer service for initial configuration.
- Users find the **confusing instructions** of T.M.A.S. frustrating, hampering their ability to utilize the product effectively.

#### What Are Recent G2 Reviews of T.M.A.S.?

**"[Automated Reporting That Makes Visitor Data Collection Effortless](https://www.g2.com/survey_responses/t-m-a-s-review-12608003)"**

**Rating:** 5.0/5.0 stars
*— Verified User in Museums and Institutions*

[Read full review](https://www.g2.com/survey_responses/t-m-a-s-review-12608003)

---

**"[Turning Foot Traffic Data into Action](https://www.g2.com/survey_responses/t-m-a-s-review-12401251)"**

**Rating:** 4.0/5.0 stars
*— Gus M.*

[Read full review](https://www.g2.com/survey_responses/t-m-a-s-review-12401251)

---


#### What Are G2 Users Discussing About T.M.A.S.?

- [What is T.M.A.S. used for?](https://www.g2.com/discussions/what-is-t-m-a-s-used-for)

### 6. [SPS Commerce Analytics](https://www.g2.com/products/sps-commerce-analytics/reviews)
SPS Analytics is a decision optimization platform that transforms fragmented retail sales, inventory, and item performance data into a clear, connected foundation teams can act on. It enables suppliers and brands to improve forecasting, inventory allocation, promotions, pricing, and retailer collaboration with trusted, decision-ready insight.


**Average Rating:** 4.5/5.0
**Total Reviews:** 25
**How Do G2 Users Rate SPS Commerce Analytics?**

- **Ease of Admin:** 9.6/10 (Category avg: 8.6/10)
- **Correction:** 5.0/10 (Category avg: 8.2/10)

**Who Is the Company Behind SPS Commerce Analytics?**

- **Seller:** [SPS Commerce](https://www.g2.com/sellers/sps-commerce)
- **Company Website:** https://www.spscommerce.com
- **Year Founded:** 1987
- **HQ Location:** Minneapolis, MN
- **LinkedIn® Page:** https://www.linkedin.com/company/15345/ (3,351 employees on LinkedIn®)
- **Ownership:** NASDAQ:SPSC

**Who Uses This Product?**
- **Top Industries:** Apparel & Fashion, Sporting Goods
- **Company Size:** 37% Enterprise, 33% Mid-Market



#### What Are Recent G2 Reviews of SPS Commerce Analytics?

**"[Decision-Ready Retail Visibility That Speeds Insights and Forecasting](https://www.g2.com/survey_responses/sps-commerce-analytics-review-12972329)"**

**Rating:** 5.0/5.0 stars
*— Verified User in Retail*

[Read full review](https://www.g2.com/survey_responses/sps-commerce-analytics-review-12972329)

---

**"[Effortless Setup, Excellent Support, Needs Billing Improvements](https://www.g2.com/survey_responses/sps-commerce-analytics-review-12973685)"**

**Rating:** 4.0/5.0 stars
*— Caden M.*

[Read full review](https://www.g2.com/survey_responses/sps-commerce-analytics-review-12973685)

---



### 7. [Omnia Retail](https://www.g2.com/products/omnia-retail/reviews)
Seamlessly automate pricing strategies with Omnia, blending business rules and advanced Machine Learning and AI algorithms with ease. Our new Pricing Strategy Tree™ feature offers total flexibility and transparency, allowing you to adjust or replicate existing approaches and providing full visibility across your pricing landscape. Omnia’s enterprise platform is scalable, enabling you to manage millions of product assortments across multiple markets and channels globally while localising pricing strategies. Whether your assortment includes hundreds or millions of products, Omnia offers a robust dynamic pricing tool and a dedicated team to execute your pricing strategy. Our pricing software is also designed for brands selling through retail partners and those managing their own direct-to-consumer (D2C) channels. Omnia empowers you to maintain a competitive edge by keeping track of your product's prices and understanding market dynamics. Curious? Click Request a Demo to get started. PriceTracer is a subsidiary product of Omnia Retail


**Average Rating:** 4.4/5.0
**Total Reviews:** 99
**How Do G2 Users Rate Omnia Retail?**

- **Ease of Admin:** 8.5/10 (Category avg: 8.6/10)

**Who Is the Company Behind Omnia Retail?**

- **Seller:** [Omnia Retail](https://www.g2.com/sellers/omnia-retail-eee40c60-49a1-4873-b7a8-44c18500d565)
- **Company Website:** https://www.omniaretail.com
- **Year Founded:** 2012
- **HQ Location:** Amsterdam , Noord-Holland
- **Twitter:** @OmniaRetail (85 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/10269253/ (48 employees on LinkedIn®)

**Who Uses This Product?**
- **Who Uses This:** Pricing Manager
- **Top Industries:** Retail, Consumer Electronics
- **Company Size:** 43% Mid-Market, 26% Small-Business


#### What Are Omnia Retail's Pros and Cons?

**Pros:**

- Customer Support (16 reviews)
- Helpful (12 reviews)
- Ease of Use (10 reviews)
- Pricing Optimization (10 reviews)
- Dynamic Pricing (4 reviews)

**Cons:**

- Missing Features (5 reviews)
- Limited Customization (3 reviews)
- Complexity (2 reviews)
- Difficult Learning Process (2 reviews)
- Expensive (2 reviews)


### What Do G2 Reviewers Say About Omnia Retail?
*AI-generated summary from verified user reviews*

**Pros:**

- Users commend the **exceptional customer support** from Omnia, benefiting from prompt assistance and valuable guidance.
- Users appreciate the **helpful support** from the Omnia team, facilitating smooth implementation and complex problem solving.
- Users find Omnia Retail to have a **user-friendly interface** and appreciate its easy setup and implementation.
- Users value the **effective pricing optimization** of Omnia Retail, allowing quick adjustments and competitive market responses.
- Users value the **dynamic pricing capabilities** of Omnia Retail, optimizing their strategies for a competitive edge.

**Cons:**

- Users find the **missing features** in Omnia Retail frustrating, particularly with template usage and pricing complexities.
- Users find **limited customization** in Omnia Retail, hindering feature requests and optimal use of the tool's potential.
- Users find the **complexity of certain requirements** challenging, complicating setup and demand for attention to workarounds.
- Users find the **difficult learning process** of Omnia Retail time-consuming and challenging for effective implementation.
- Users find the **pricing to be relatively high** , indicating that Omnia Retail may not be cost-effective for everyone.

#### What Are Recent G2 Reviews of Omnia Retail?

**"[Great pricing tool, with commitment from the people of Omnia & always available for questions!](https://www.g2.com/survey_responses/omnia-retail-review-7318424)"**

**Rating:** 4.0/5.0 stars
*— David J.*

[Read full review](https://www.g2.com/survey_responses/omnia-retail-review-7318424)

---

**"[A Flexible and Supportive Pricing Partner That Grows with You](https://www.g2.com/survey_responses/omnia-retail-review-11155727)"**

**Rating:** 4.5/5.0 stars
*— Brend K.*

[Read full review](https://www.g2.com/survey_responses/omnia-retail-review-11155727)

---


#### What Are G2 Users Discussing About Omnia Retail?

- [Which advantages do dynamic pricing tools offer?](https://www.g2.com/discussions/which-advantages-do-dynamic-pricing-tools-offer) - 1 comment
- [What is dynamic pricing strategy?](https://www.g2.com/discussions/what-is-dynamic-pricing-strategy) - 1 comment
- [What are dynamic pricing tools?](https://www.g2.com/discussions/what-are-dynamic-pricing-tools) - 1 comment
- [What is Omnia pricing?](https://www.g2.com/discussions/what-is-omnia-pricing) - 1 comment

### 8. [iQmetrix Interconnected Commerce](https://www.g2.com/products/iqmetrix-interconnected-commerce/reviews)
iQmetrix is the only provider of Interconnected Commerce software solutions for telecom retail. Interconnected Commerce is a complete set of software and technologies that are modular, flexible, and have telecom-specific capabilities, enabling telecom retailers to provide an uplifting experience for their customers. We empower telecom retailers to transact, activate, and fulfill products, as well as operate their business, and unify the online and in-store experiences. We interconnect the entire industry, bridging carriers, retailers, manufacturers, and a huge ecosystem of vendors and external system integrations. For 26 years, we’ve been passionate about helping the leading brands in telecom to grow by providing best-in-class software, services, and expertise that enables them to adapt and thrive. Our solutions powered $17BN in sales last year, handling more than 53 million invoices and more than 26 million activations, and are used by hundreds of thousands of telecom retail professionals across almost 800 clients. iQmetrix is a privately held software-as-a-service (SaaS) company with employees in Canada, the U.S., India, and Europe. For more information, please visit www.iqmetrix.com.


**Average Rating:** 4.0/5.0
**Total Reviews:** 48
**How Do G2 Users Rate iQmetrix Interconnected Commerce?**

- **Ease of Admin:** 7.5/10 (Category avg: 8.6/10)
- **Validation
:** 10.0/10 (Category avg: 8.3/10)
- **Correction:** 10.0/10 (Category avg: 8.2/10)
- **Cleansing:** 10.0/10 (Category avg: 8.1/10)

**Who Is the Company Behind iQmetrix Interconnected Commerce?**

- **Seller:** [iQmetrix](https://www.g2.com/sellers/iqmetrix)
- **Year Founded:** 1999
- **HQ Location:** Vancouver, BC
- **Twitter:** @iQmetrix (4,953 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/53866/ (255 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Retail, Telecommunications
- **Company Size:** 47% Enterprise, 29% Mid-Market



#### What Are Recent G2 Reviews of iQmetrix Interconnected Commerce?

**"[Innovative Solutions and Outstanding Optimization Support](https://www.g2.com/survey_responses/iqmetrix-interconnected-commerce-review-12045659)"**

**Rating:** 4.5/5.0 stars
*— Anubhuti G.*

[Read full review](https://www.g2.com/survey_responses/iqmetrix-interconnected-commerce-review-12045659)

---

**"[Easiest Retail Inventory and Point of Sale Management System EVER](https://www.g2.com/survey_responses/iqmetrix-interconnected-commerce-review-9699055)"**

**Rating:** 5.0/5.0 stars
*— Verified User in Retail*

[Read full review](https://www.g2.com/survey_responses/iqmetrix-interconnected-commerce-review-9699055)

---



### 9. [Swan AI](https://www.g2.com/products/swan-ai/reviews)
Swan AI is an advanced, AI-driven platform specifically designed for the retail sector, aiming to enhance customer engagement, loyalty, and promotional strategies. By leveraging real-time data and artificial intelligence, Swan AI empowers retailers to drive revenue growth and improve profit margins through personalized customer interactions and data monetization. Key Features and Functionality: - Customer Data Platform (CDP): Swan AI offers a real-time unified view of customers, enabling precise segmentation and personalized marketing efforts. This holistic understanding allows retailers to tailor strategies to individual needs, enhancing customer satisfaction and conversion rates. - Promotion Engine: The platform includes a robust promotions engine that allows for the creation and management of targeted campaigns across multiple channels, including SMS, email, push notifications, and in-app messages. Retailers can utilize over 20 pre-built promotion templates, conduct A/B testing, and make real-time adjustments to optimize campaign performance. - Journey Orchestration: Swan AI's journey builder enables the automation of multichannel campaigns, guiding customers through personalized experiences from onboarding to loyalty. With intelligent triggers and actions, retailers can engage customers at optimal moments, reducing churn and enhancing retention. - E-Receipts: The platform supports the generation of digital receipts, offering customers a convenient and eco-friendly alternative to paper receipts. E-receipts can be customized to include personalized offers, product recommendations, and quick review links, turning a standard transaction into an opportunity for further engagement. - Loyalty Programs: Swan AI facilitates the creation of flexible and scalable loyalty programs with features like points engines, tier management, and real-time rewards. These programs are designed to drive consistent customer engagement and increase repeat purchases. - Omni-Channel Engagement: The platform ensures seamless communication across various channels, including WhatsApp, email, and in-app messages. Retailers can create automated, personalized content to engage customers throughout their lifecycle, enhancing the overall shopping experience. Primary Value and Solutions Provided: Swan AI addresses several critical challenges faced by retailers: - Enhanced Customer Engagement: By providing real-time insights and personalized interactions, the platform helps retailers build stronger relationships with their customers, leading to increased loyalty and repeat business. - Optimized Promotions: The intelligent promotions engine allows for data-driven strategies that minimize revenue leakage and improve customer satisfaction, resulting in higher conversion rates and improved margins. - Data Monetization: Swan AI enables retailers to unlock additional revenue streams by monetizing customer data through insights-as-a-service models offered to suppliers. - Operational Efficiency: The platform's automation capabilities reduce manual efforts in campaign management, allowing marketing teams to focus on strategic initiatives and innovation. In summary, Swan AI empowers retailers to harness the full potential of their data, delivering personalized customer experiences, optimizing promotional efforts, and driving sustainable revenue growth.


**Average Rating:** 4.6/5.0
**Total Reviews:** 21
**How Do G2 Users Rate Swan AI?**

- **Ease of Admin:** 9.3/10 (Category avg: 8.6/10)
- **Validation
:** 8.6/10 (Category avg: 8.3/10)
- **Correction:** 9.4/10 (Category avg: 8.2/10)
- **Cleansing:** 8.9/10 (Category avg: 8.1/10)

**Who Is the Company Behind Swan AI?**

- **Seller:** [Loyalytics Consulting](https://www.g2.com/sellers/loyalytics-consulting)
- **Year Founded:** 2015
- **HQ Location:** Bengaluru, Karnataka
- **LinkedIn® Page:** https://www.linkedin.com/company/10303976 (75 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Retail
- **Company Size:** 43% Enterprise, 38% Mid-Market


#### What Are Swan AI's Pros and Cons?

**Pros:**

- Ease of Use (7 reviews)
- Easy Setup (7 reviews)
- Data Segmentation (6 reviews)
- Intuitive (6 reviews)
- Automation Efficiency (5 reviews)

**Cons:**

- Dashboard Issues (2 reviews)
- Improvement Needed (2 reviews)
- Learning Curve (2 reviews)
- Limited Customization (2 reviews)
- Template Issues (2 reviews)


### What Do G2 Reviewers Say About Swan AI?
*AI-generated summary from verified user reviews*

**Pros:**

- Users find Swan AI's **ease of use** significant, appreciating its intuitive daily operations and supportive onboarding process.
- Users find the **easy setup** of Swan AI helpful for quick integration and efficient workflow establishment.
- Users value the **dynamic segmentation capabilities** of Swan AI, enabling insightful decision-making and enhanced customer engagement.
- Users highlight the **intuitive design** of Swan AI, making daily use effortless and integration seamless with existing workflows.
- Users benefit from the **automation efficiency** of Swan AI, streamlining customer segmentation and enhancing marketing processes.

**Cons:**

- Users find that **dashboard customization issues** limit flexibility, though improvements have been noted in recent updates.
- Users feel that **dashboard customization needs improvement** , seeking more flexibility to fit their unique workflows and preferences.
- Users note a **steep learning curve** with Swan AI, requiring time to fully grasp its extensive features.
- Users find **limited customization** options for dashboards in Swan AI, hindering alignment with unique team needs.
- Users find the **template issues** in Swan AI limit dashboard customization, affecting alignment with internal workflows.

#### What Are Recent G2 Reviews of Swan AI?

**"[SWAN Helped Us Engage, Retain, and Grow Smarter](https://www.g2.com/survey_responses/swan-ai-review-11426790)"**

**Rating:** 4.5/5.0 stars
*— Ricca S.*

[Read full review](https://www.g2.com/survey_responses/swan-ai-review-11426790)

---

**"[SWAN Delivers End-to-End Value For Us](https://www.g2.com/survey_responses/swan-ai-review-11529599)"**

**Rating:** 4.0/5.0 stars
*— Rifqi Z.*

[Read full review](https://www.g2.com/survey_responses/swan-ai-review-11529599)

---



### 10. [Intellicus](https://www.g2.com/products/intellicus/reviews)
Intellicus helps organizations put their data to work and helps business leaders gain actionable insights. Driven by AI, auto ML and sophisticated machine learning models, Intellicus helps CXOs use data to accelerate their growth. Intellicus Technologies tailor solutions based on your needs, instead of retrofitting them to ‘customizable’ one-size-fits-all solutions. Intellicus offers end-to-end data integration through ETL, integrating sophisticated databases, ERP solutions, legacy systems, telephony, ACDs till flat file systems into a data warehouse that becomes the single source of truth. Intellicus’ self-serve reporting, OLAP capabilities and interactive analytics dashboards allow users to drill down & drill up, zoom out or slice-and-dice data to create a 360-degree view of the business. Auto-ML based what-if predictions deliver power and agility to small and large enterprises so that they can make business critical decisions based on science. Ready to take the next step in your digital transformation? Write to marketing@intellicus.com today


**Average Rating:** 4.6/5.0
**Total Reviews:** 119
**How Do G2 Users Rate Intellicus?**

- **Ease of Admin:** 8.8/10 (Category avg: 8.6/10)
- **Validation
:** 8.7/10 (Category avg: 8.3/10)
- **Correction:** 8.8/10 (Category avg: 8.2/10)
- **Cleansing:** 9.0/10 (Category avg: 8.1/10)

**Who Is the Company Behind Intellicus?**

- **Seller:** [Intellicus Technologies](https://www.g2.com/sellers/intellicus-technologies)
- **Company Website:** https://www.intellicus.com
- **Year Founded:** 2004
- **HQ Location:** Los Gatos, CA
- **Twitter:** @Intellicus (277 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/intellicus-technologies (241 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 59% Mid-Market, 23% Enterprise


#### What Are Intellicus's Pros and Cons?

**Pros:**

- Reporting (20 reviews)
- Ease of Use (19 reviews)
- Data Analysis (17 reviews)
- Dashboard Customization (14 reviews)
- User Interface (14 reviews)

**Cons:**

- Difficult Learning (17 reviews)
- Learning Curve (17 reviews)
- Complex Usability (16 reviews)
- Learning Difficulty (10 reviews)
- Complexity (9 reviews)


### What Do G2 Reviewers Say About Intellicus?
*AI-generated summary from verified user reviews*

**Pros:**

- Users benefit from **real-time dashboards** in Intellicus, enhancing performance tracking and streamlining report generation.
- Users value the **ease of use** of Intellicus, enhancing their experience with seamless data handling and reporting.
- Users find Intellicus offers **insightful data analysis** with advanced analytics and user-friendly dashboards for effective decision-making.
- Users appreciate the **effective dashboard customization** in Intellicus, enhancing speed and detail in performance metrics.
- Users value the **intuitive user interface** of Intellicus, facilitating easy dashboard creation and report customization.

**Cons:**

- Users find Intellicus requires **difficult learning** curves and comprehensive training, especially for those without coding backgrounds.
- Users find Intellicus' interface to be **overwhelming at first** , especially those without a coding background.
- Users often find the **complex usability** of Intellicus challenging, especially when configuring advanced workflows or scripting.
- Users find the **learning difficulty** challenging, especially those with non-coding backgrounds who require more time to adapt.
- Users find the **setup complexity** of Intellicus challenging, requiring database knowledge and expertise for advanced features.

#### What Are Recent G2 Reviews of Intellicus?

**"[Excellent for Data Engineering and Visualization](https://www.g2.com/survey_responses/intellicus-review-11985902)"**

**Rating:** 5.0/5.0 stars
*— Abhishek D.*

[Read full review](https://www.g2.com/survey_responses/intellicus-review-11985902)

---

**"[A Powerful BI & Reporting Platform](https://www.g2.com/survey_responses/intellicus-review-7654115)"**

**Rating:** 5.0/5.0 stars
*— Jaswanth S.*

[Read full review](https://www.g2.com/survey_responses/intellicus-review-7654115)

---


#### What Are G2 Users Discussing About Intellicus?

- [What is Intellicus used for?](https://www.g2.com/discussions/what-is-intellicus-used-for) - 1 comment, 1 upvote

### 11. [Dataweave](https://www.g2.com/products/dataweave/reviews)
DataWeave is a SaaS-based digital commerce enablement platform providing digital shelf analytics and dynamic pricing solutions for global consumer brands and retailers. The company’s digital commerce enablement and channel optimization platform enables global consumer brands and retailers to accelerate sales growth, expand market share and compete profitably at scale. With more and more digital channels launching, DataWeave’s customers leverage the company's proprietary technology to gain superior performance measurement capabilities across each of their online channels that in turn help them in making smarter and faster decisions. The unique capabilities delivered through DataWeave’s platform provide customers with the right KPIs – including price competitiveness, content quality and benchmarking, product availability, promotion performance, search & media share of voice, rating and review analysis – on a real-time basis, driving increased sales and market share while empowering clients to compete profitably. The platform is language-agnostic which is critical in facilitating DataWeave to serve global accounts.


**Average Rating:** 4.4/5.0
**Total Reviews:** 82
**How Do G2 Users Rate Dataweave?**

- **Ease of Admin:** 7.9/10 (Category avg: 8.6/10)

**Who Is the Company Behind Dataweave?**

- **Seller:** [DataWeave](https://www.g2.com/sellers/dataweave)
- **Year Founded:** 2011
- **HQ Location:** Bangalore
- **Twitter:** @dataweavein (1,030 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/2256618/ (236 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Retail, Consumer Goods
- **Company Size:** 51% Enterprise, 34% Mid-Market


#### What Are Dataweave's Pros and Cons?

**Pros:**

- Customer Support (3 reviews)
- Ease of Use (2 reviews)
- Features Variety (2 reviews)
- Communication (1 reviews)
- Competitive Analysis (1 reviews)

**Cons:**

- Filtering Issues (1 reviews)
- Inadequate Tracking (1 reviews)
- Tracking Issues (1 reviews)


### What Do G2 Reviewers Say About Dataweave?
*AI-generated summary from verified user reviews*

**Pros:**

- Users commend the **excellent customer support** of Dataweave, ensuring timely assistance and effective communication throughout their experience.
- Users commend the **ease of use** of Dataweave, facilitating quick navigation and efficient data management.
- Users value the **wide variety of features** in Dataweave, enhancing their ability to track and analyze data effectively.
- Users commend the **excellent communication** from the Dataweave team, enhancing support and problem resolution.
- Users value the **accurate and timely competitive insights** from Dataweave, praising their organized support and efficient onboarding.

**Cons:**

- Users experience **filtering issues** with unmatched products, making it challenging to find exact matches effectively.
- Users report **inadequate tracking** of carousel images in Dataweave, leading to frustration with content management.
- Users experience **limited tracking issues** with the images carousel, affecting their ability to navigate effectively.

#### What Are Recent G2 Reviews of Dataweave?

**"[Best-in-Class Customer Success and Smooth Issue Handling](https://www.g2.com/survey_responses/dataweave-review-13054749)"**

**Rating:** 5.0/5.0 stars
*— Rohit J.*

[Read full review](https://www.g2.com/survey_responses/dataweave-review-13054749)

---

**"[Extensive Ecommerce Coverage with Fast, High-Quality Support](https://www.g2.com/survey_responses/dataweave-review-12959624)"**

**Rating:** 5.0/5.0 stars
*— Rahul J.*

[Read full review](https://www.g2.com/survey_responses/dataweave-review-12959624)

---


#### What Are G2 Users Discussing About Dataweave?

- [Is DataWeave a language?](https://www.g2.com/discussions/is-dataweave-a-language)
- [Is DataWeave proprietary?](https://www.g2.com/discussions/is-dataweave-proprietary) - 1 comment
- [What is DataWeave?](https://www.g2.com/discussions/what-is-dataweave) - 1 comment
- [What are the functions in DataWeave?](https://www.g2.com/discussions/what-are-the-functions-in-dataweave) - 1 comment

### 12. [Dot Insights](https://www.g2.com/products/dot-insights/reviews)
Usersdot is a SaaS platform with AI Agents, founded in 2020 to help brands thrive in today’s dynamic commerce landscape. Usersdot empowers brand teams with autonomous intelligence to make smarter, faster decisions and drive sustained growth. We accelerate brand growth through autonomous AI Agents, Dot Insights and Dot Assist, built to analyze market trends, understand shopper insights, monitor competitors, optimize retail media, and deliver 24/7 personalized answers to every customer inquiry. Empowering brand teams to sell more, boost ROI, save time, and act faster with AI-based insights. Dot Insights, our AI Insight Agent, analyzes market trends, understands shopper behavior, monitors competitors and digital shelves, and optimizes retailer media strategies. This autonomous agent continuously delivers actionable insights that drive growth and sharpen your competitive edge. On the other side, Dot Assist, our AI Customer Agent, instantly learns each brand’s tone, store operations, and products to deliver 24/7 personalized answers to every customer inquiry. Dot responds with speed and accuracy, boosting satisfaction and increasing conversion rates. Today, we monitor millions of products across 300+ retailer websites and mobile apps in over 20 countries, helping more than 2,000 brands stay ahead in an ever-evolving market. Trusted by industry leaders like L'Oréal, Henkel, Reckitt, Mavi, Adidas, Skechers, Haleon, Beiersdorf, Kiko Milano, Yves Rocher, The Purest Solutions, Groupe SEB, Estée Lauder, Eczacıbaşı, Kahve Dünyası, Pandora, Penti, Vestel, Flormar, Philips, Altınyıldız Classics and more. We love working together with our partners to shape the future of intelligent decision-making. At Usersdot, we are open we are partner-obsessed we are innovators we are experts we are doers. We love data and we are here to turn it into your competitive edge. Our mission is to empower every brand team with AI Agents and support transforming decision-making across industries. Following our Series A investment in 2021, Usersdot reached an $11 million valuation in 2023, with Arya Ventures leading the investment round alongside notable investors Nuwa Capital and ÜNLÜ & Co. Usersdot isn’t just a platform, it’s your all-in-one AI Agents built for smarter, faster brand growth.


**Average Rating:** 4.9/5.0
**Total Reviews:** 39
**How Do G2 Users Rate Dot Insights?**

- **Ease of Admin:** 9.3/10 (Category avg: 8.6/10)
- **Validation
:** 9.8/10 (Category avg: 8.3/10)
- **Correction:** 9.8/10 (Category avg: 8.2/10)
- **Cleansing:** 9.5/10 (Category avg: 8.1/10)

**Who Is the Company Behind Dot Insights?**

- **Seller:** [Usersdot](https://www.g2.com/sellers/usersdot)
- **Year Founded:** 2020
- **HQ Location:** Sarıyer, İstanbul
- **LinkedIn® Page:** https://www.linkedin.com/company/usersdot (27 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Cosmetics, Consumer Goods
- **Company Size:** 56% Mid-Market, 31% Small-Business


#### What Are Dot Insights's Pros and Cons?

**Pros:**

- Insights (11 reviews)
- Helpful (8 reviews)
- Insightful Results (8 reviews)
- Data Analysis (7 reviews)
- Decision Making (7 reviews)

**Cons:**

- Difficult Learning (3 reviews)
- Learning Curve (3 reviews)
- Steep Learning Curve (3 reviews)
- UX Improvement (3 reviews)
- Not User-Friendly (2 reviews)


### What Do G2 Reviewers Say About Dot Insights?
*AI-generated summary from verified user reviews*

**Pros:**

- Users appreciate the **instant insights and tailored solutions** from Dot Insights, enhancing decision-making and workflow efficiency.
- Users appreciate the **actionable insights** from Dot Insights, enabling smarter and faster decision-making across teams.
- Users value the **insightful results** from Dot Insights, enabling data-driven decisions and efficient problem-solving in e-commerce.
- Users value the **instant AI-powered insights** from Dot Insights, enabling fast, data-driven decisions for e-commerce success.
- Users value the **speed and clarity of decision-making** with Dot Insights, enabling smarter, data-driven choices daily.

**Cons:**

- Users note a **difficult learning curve** initially, but find the tool intuitive once they familiarize themselves with it.
- Users note a **learning curve** initially with Dot Insights, but it becomes intuitive with usage over time.
- Users note a **steep learning curve** initially, but it becomes intuitive and user-friendly with experience.
- Users suggest that **UX improvement** is needed for a more user-friendly interface, especially with filtering and performance.
- Users feel that the platform is **not user-friendly** , especially regarding the panel interface and filter usability.

#### What Are Recent G2 Reviews of Dot Insights?

**"[AI Agent for Persona Based Launch Insight](https://www.g2.com/survey_responses/dot-insights-review-12779962)"**

**Rating:** 4.0/5.0 stars
*— Damla S.*

[Read full review](https://www.g2.com/survey_responses/dot-insights-review-12779962)

---

**"[Dot Insights Makes It Easy to Uncover the “Why” Behind Performance Changes](https://www.g2.com/survey_responses/dot-insights-review-12624359)"**

**Rating:** 4.5/5.0 stars
*— Naz Y.*

[Read full review](https://www.g2.com/survey_responses/dot-insights-review-12624359)

---



### 13. [IntelligenceNode](https://www.g2.com/products/intelligencenode/reviews)
Intelligence Node is a real-time, AI-driven retail price monitoring and competitive analytics platform designed to help businesses enhance product-level profitability and increase margins through data-driven insights. This comprehensive solution caters to enterprise retailers, global brands, and niche players, providing them with the necessary tools to navigate the competitive landscape effectively. By leveraging advanced analytics, businesses can optimize pricing strategies and improve their overall market performance. The platform encompasses a wide range of functionalities tailored to meet the needs of large enterprise organizations with complex product catalogs and multi-market operations. Key features include pricing and promotions analysis, digital shelf analytics, assortment and availability tracking, and brand protection solutions. These tools enable users to gain a deeper understanding of their competitive positioning, allowing for informed decision-making that drives revenue growth and enhances operational efficiency at scale. Niche brands also benefit from these insights, as they can optimize their market presence and better compete with larger players. One of the standout aspects of Intelligence Node is its proprietary AI-driven algorithms, which achieve an impressive 99% matching accuracy. This level of precision is crucial for enterprise companies managing vast SKUs across multiple geographies, ensuring they receive reliable and actionable data intelligence. Insights are accessible through a user-friendly SaaS portal or via plug-and-play API formats, facilitating seamless integration into complex enterprise tech stacks with minimal disruption. This flexibility allows businesses to incorporate the platform into their existing workflows without significant operational hurdles. Intelligence Node's capabilities extend beyond basic analytics, offering one of the largest AI-driven datasets for extensive product discovery. This enables enterprises to identify trends, benchmark competitors, and uncover growth opportunities more rapidly. With refresh rates of just 10 seconds, businesses can respond in near real-time to market changes, ensuring they remain agile in a fast-paced retail environment. Furthermore, the platform’s emphasis on first-page search engine results page (SERP) performance helps enterprise brands maximize digital shelf visibility, capturing consumer demand more effectively. Proven across six continents and available in over 100 languages, Intelligence Node showcases strong global scalability and enterprise readiness. It serves as a trusted partner for hundreds of retailers and brands worldwide, including industry leaders such as Kroger, Nestlé, and LVMH. By influencing over $600 billion in retail revenue globally, Intelligence Node positions itself as a strategic platform for organizations aiming to scale profitably in an increasingly competitive marketplace.


**Average Rating:** 4.5/5.0
**Total Reviews:** 37
**How Do G2 Users Rate IntelligenceNode?**

- **Ease of Admin:** 8.3/10 (Category avg: 8.6/10)
- **Validation
:** 8.3/10 (Category avg: 8.3/10)
- **Correction:** 10.0/10 (Category avg: 8.2/10)
- **Cleansing:** 10.0/10 (Category avg: 8.1/10)

**Who Is the Company Behind IntelligenceNode?**

- **Seller:** [IntelligenceNODE](https://www.g2.com/sellers/intelligencenode)
- **Company Website:** https://www.intelligencenode.com/
- **Year Founded:** 2012
- **HQ Location:** San Francisco, California
- **Twitter:** @bigdataNODE (7,871 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/intelligencenode/ (137 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Computer Software
- **Company Size:** 51% Small-Business, 27% Mid-Market


#### What Are IntelligenceNode's Pros and Cons?

**Pros:**

- Ease of Use (7 reviews)
- Insights (6 reviews)
- Pricing Optimization (6 reviews)
- User Interface (6 reviews)
- Competitor Analysis (5 reviews)

**Cons:**

- Learning Curve (4 reviews)
- Difficult Learning Process (3 reviews)
- Slow Performance (3 reviews)
- Data Management Issues (2 reviews)
- Data Overload (2 reviews)


### What Do G2 Reviewers Say About IntelligenceNode?
*AI-generated summary from verified user reviews*

**Pros:**

- Users value the **ease of use** of IntelligenceNode, appreciating its intuitive interface and accessible features for all users.
- Users value the **real-time visibility** provided by IntelligenceNode for making smart pricing decisions quickly and effectively.
- Users value the **real-time pricing insights** from IntelligenceNode, enhancing competitive strategies and enabling swift market responses.
- Users appreciate the **user-friendly interface** of IntelligenceNode, facilitating efficient real-time pricing and competitive intelligence access.
- Users appreciate the **real-time visibility into competitor pricing** , enabling smarter and more efficient pricing decisions.

**Cons:**

- Users face a significant **learning curve** with IntelligenceNode's advanced features, which can be challenging for newcomers.
- Users find the **difficult learning process** of IntelligenceNode challenging, especially for newcomers to data-heavy tools.
- Users experience **slow performance** with IntelligenceNode, including delays in report loading and sluggish login times.
- Users find the **data management issues** challenging, feeling overwhelmed by the tool's data intensity and seeking better customization.
- Users find the **data overload** can be overwhelming, complicating the extraction of useful insights and causing delays.

#### What Are Recent G2 Reviews of IntelligenceNode?

**"[Smart tool for pricing & retail insights](https://www.g2.com/survey_responses/intelligencenode-review-11596989)"**

**Rating:** 4.5/5.0 stars
*— Vishnu N.*

[Read full review](https://www.g2.com/survey_responses/intelligencenode-review-11596989)

---

**"[Real-Time Pricing Intelligence Made Easy with IntelligenceNode](https://www.g2.com/survey_responses/intelligencenode-review-12259083)"**

**Rating:** 4.5/5.0 stars
*— Vansh G.*

[Read full review](https://www.g2.com/survey_responses/intelligencenode-review-12259083)

---


#### What Are G2 Users Discussing About IntelligenceNode?

- [What is IntelligenceNode used for?](https://www.g2.com/discussions/what-is-intelligencenode-used-for)

### 14. [CommerceIQ](https://www.g2.com/products/commerceiq/reviews)
CommerceIQ’s AI-powered digital commerce platform is revolutionizing the way brands sell online. Our unified ecommerce management solutions empower brands to make smarter, faster decisions through insights that optimize the digital shelf, increase retail media ROI and fuel incremental sales across the world’s largest marketplaces. With a global network of 1450+ retailers, our end-to-end platform helps 2,200+ of the world’s leading brands streamline marketing, supply chain, and sales operations to profitably grow market share in more than 50 countries.


**Average Rating:** 4.2/5.0
**Total Reviews:** 28
**How Do G2 Users Rate CommerceIQ?**

- **Ease of Admin:** 7.9/10 (Category avg: 8.6/10)
- **Validation
:** 6.7/10 (Category avg: 8.3/10)
- **Correction:** 8.9/10 (Category avg: 8.2/10)
- **Cleansing:** 8.9/10 (Category avg: 8.1/10)

**Who Is the Company Behind CommerceIQ?**

- **Seller:** [CommerceIQ](https://www.g2.com/sellers/commerceiq)
- **Company Website:** https://www.commerceiq.ai/
- **Year Founded:** 2012
- **HQ Location:** Mountain View, US
- **LinkedIn® Page:** https://www.linkedin.com/company/commerceiq/ (635 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Consumer Goods, Manufacturing
- **Company Size:** 46% Mid-Market, 32% Enterprise


#### What Are CommerceIQ's Pros and Cons?

**Pros:**

- Data Analysis (14 reviews)
- Ease of Use (11 reviews)
- Efficiency (11 reviews)
- Customer Support (8 reviews)
- Helpful (6 reviews)

**Cons:**

- Data Inaccuracy (7 reviews)
- Slow Performance (4 reviews)
- Poor Customer Support (3 reviews)
- Software Bugs (3 reviews)
- Inaccurate Reporting (2 reviews)


### What Do G2 Reviewers Say About CommerceIQ?
*AI-generated summary from verified user reviews*

**Pros:**

- Users value the **effective data analysis** offered by CommerceIQ, enhancing insights and optimizing e-commerce operations.
- Users appreciate the **ease of use** of CommerceIQ, benefiting from its intuitive dashboard and seamless setup process.
- Users appreciate the **efficiency** of CommerceIQ's automation features, simplifying operations and enhancing overall performance.
- Users value the **comprehensive customer support** from CommerceIQ, benefiting from expert insights and swift assistance.
- Users value the **comprehensive account support** of CommerceIQ, providing expert guidance for all business challenges.

**Cons:**

- Users experience **data inaccuracies** with CommerceIQ, which impacts the reliability of recommendations and reporting features.
- Users experience **slow performance** with CommerceIQ, particularly during module loading and report generation.
- Users express frustration over **poor customer support** , citing frequent manager turnover and inconsistent service experiences.
- Users report frequent **software bugs** causing delays and decreasing trust, often requiring manual support intervention.
- Users express concerns about **inaccurate reporting** , finding it limiting for thorough data analysis and decision-making.

#### What Are Recent G2 Reviews of CommerceIQ?

**"[CommerceIQ Platform Review](https://www.g2.com/survey_responses/commerceiq-review-11904596)"**

**Rating:** 4.0/5.0 stars
*— James M.*

[Read full review](https://www.g2.com/survey_responses/commerceiq-review-11904596)

---

**"[Managing Amazon business with CommerceIQ is a dream come true!](https://www.g2.com/survey_responses/commerceiq-review-11910155)"**

**Rating:** 5.0/5.0 stars
*— Eric J.*

[Read full review](https://www.g2.com/survey_responses/commerceiq-review-11910155)

---



### 15. [LEAFIO AI Retail Platform](https://www.g2.com/products/leafio-ai-retail-platform/reviews)
LEAFIO AI Retail Platform empowering retailers, distributors, and CPG manufacturers with comprehensive supply chain and retail planning and automation solutions in Inventory management, Demand planning, Auto replenishment, Planogram software, Retail space planning, Merchandising management, Assortment planning, Loyalty Management, and Transportation Management. Discover the cutting-edge products offered by LEAFIO AI, a leading software provider specializing in retail supply chain automation and optimization. With a strong presence in over 20 countries and trusted by more than 180 retail companies, LEAFIO helps businesses gain a competitive edge, improve resistance to disruption, and generate higher revenues with enhanced profit margins. At LEAFIO, we excel in several core areas of expertise, revolutionizing how retailers manage their supply chain processes. Our comprehensive suite of products includes: 1. Accurate Demand Planning and Forecasting: Leverage the power of advanced algorithms to accurately predict customer demand, enabling retailers to optimize inventory levels, reduce out-of-stock situations, and maximize sales potential. 2. Fully Automated Order Generation: Streamline and automate the order generation process, eliminating manual errors and ensuring timely replenishment based on demand forecasts, sales trends, and stock availability. 3. Multi-Echelon Replenishment OOptimization OOptimizeinventory replenishment across multiple levels of the supply chain, from distribution centers to stores, minimizing stockouts and excess inventory while improving overall efficiency. 4. Macro/Micro Space Management: Efficiently manage the allocation and utilisation of retail space, optimizing product placement, category arrangement, and promotional displays to enhance the customer shopping experience. 5. Planogram Generation Automation: Automate the creation of planograms, visually representing product placement on shelves, to ensure optimal shelf arrangements that maximize sales and improve product visibility. 6. Category Management OOptimization OOptimizecategory management strategies by analyzing sales data, customer behavior, and market trends. LEAFIO AI provides actionable insights to enhance assortment planning, pricing strategies, and promotional activities. 7. Shelf Space Performance Management: Monitor and analyze the performance of shelf space allocation, identify underperforming areas, and make data-driven decisions to improve product visibility and sales performance. 8. Performance Tracking: Track and measure key performance indicators (KPIs) to assess retail strategies” success, identify improvement areas, and make informed business decisions. 9. Business Insights and Analytics: Access comprehensive analytics and reports, empowering retailers with actionable insights to make data-driven decisions, optimize operations, and drive growth. 10. Promotion Management: Streamline and optimize promotional campaigns, from planning and execution to performance analysis, ensuring maximum ROI and customer engagement. With LEAFIO AI’s innovative products, retailers can streamline their supply chain processes, enhance operational efficiency, and unlock new growth opportunities in an increasingly competitive market. Join the league of successful retailers leveraging LEAFIO AI to drive success and stay ahead of the curve.


**Average Rating:** 5.0/5.0
**Total Reviews:** 31
**How Do G2 Users Rate LEAFIO AI Retail Platform?**

- **Ease of Admin:** 9.9/10 (Category avg: 8.6/10)
- **Validation
:** 10.0/10 (Category avg: 8.3/10)
- **Correction:** 10.0/10 (Category avg: 8.2/10)
- **Cleansing:** 10.0/10 (Category avg: 8.1/10)

**Who Is the Company Behind LEAFIO AI Retail Platform?**

- **Seller:** [Leafio](https://www.g2.com/sellers/leafio)
- **Year Founded:** 2014
- **HQ Location:** Tallinn, EE
- **Twitter:** @Leafio1 (280 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/leafio (79 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Retail
- **Company Size:** 81% Mid-Market, 13% Enterprise


#### What Are LEAFIO AI Retail Platform's Pros and Cons?

**Pros:**

- Analytics (3 reviews)
- Efficiency Improvement (3 reviews)
- Features (3 reviews)
- User Interface (3 reviews)
- AI Technology (2 reviews)

**Cons:**

- Complexity (1 reviews)
- Complex Setup (1 reviews)
- Expensive (1 reviews)
- Lack of Customization (1 reviews)
- Limited Customization (1 reviews)


### What Do G2 Reviewers Say About LEAFIO AI Retail Platform?
*AI-generated summary from verified user reviews*

**Pros:**

- Users value the **real-time analytical reports** of Leafio, making visual merchandising and insights efficient and straightforward.
- Users praise how LEAFIO enhances **efficiency improvement** in visual merchandising, simplifying layouts and saving valuable time.
- Users commend the **real-time analytical reports** of LEAFIO AI Retail Platform, simplifying visual merchandising and enhancing insights.
- Users value the **intuitive visual analytics** of Leafio, making merchandising and layout optimization significantly easier and efficient.
- Users appreciate the **AI-powered analytics** of Leafio, transforming visual merchandising with real-time insights and efficiency.

**Cons:**

- Users experience **slow loading times** with larger sets and face challenges in setting up unique equipment configurations.
- Users find the **complex setup** frustrating, especially when managing hundreds of unique equipment sets.
- Users find the platform **expensive** to manage due to slow loading times and complex template requirements for large sets.
- Users face challenges with **lack of customization** , finding it tedious to manage multiple unique templates for numerous equipment sets.
- Users face challenges with **limited customization** , struggling to create unique templates for numerous equipment sets.

#### What Are Recent G2 Reviews of LEAFIO AI Retail Platform?

**"[Simple access to deep analytics in visual merchandising](https://www.g2.com/survey_responses/leafio-ai-retail-platform-review-11937277)"**

**Rating:** 5.0/5.0 stars
*— Verified User in Retail*

[Read full review](https://www.g2.com/survey_responses/leafio-ai-retail-platform-review-11937277)

---

**"[Powerful AI platform for smarter retail operations](https://www.g2.com/survey_responses/leafio-ai-retail-platform-review-12885866)"**

**Rating:** 5.0/5.0 stars
*— Verified User in Retail*

[Read full review](https://www.g2.com/survey_responses/leafio-ai-retail-platform-review-12885866)

---



### 16. [Creatio](https://www.g2.com/products/creatio/reviews)
Creatio is an AI CRM and workflow platform where people and AI agents work together -with no limits on users, agents, or scale. Creatio helps midsize and large organizations run customer workflows in the AI era. This innovative platform enables organizations to create and manage workflows effortlessly, allowing users to focus on their core business activities while automating routine tasks. With millions of workflows operating daily, Creatio supports a diverse clientele across 100 countries, emphasizing a commitment to genuine care for its clients and partners. The platform is particularly beneficial for businesses seeking to enhance their operational efficiency without requiring extensive technical expertise. Its target audience includes small to large enterprises across various industries, particularly those looking to leverage technology to improve customer engagement and internal processes. Creatio's offerings cater to a wide range of use cases, from marketing automation and sales management to customer service optimization, making it a versatile solution for businesses aiming to adapt to the evolving market landscape. Key features of Creatio include the Creatio Studio, a no-code platform that allows users to build custom applications and AI agents using intuitive visual designers and natural language processing. This empowers users to create tailored solutions that meet their specific business needs without relying on traditional coding methods. Additionally, the CRM suite integrates embedded AI agents across Creatio Marketing, Sales, and Service, enhancing user experience and providing actionable insights to drive decision-making. Creatio also offers a specialized Financial Services CRM platform and industry-specific workflows across 19 verticals, ensuring that businesses can find solutions that resonate with their unique operational requirements. The availability of a marketplace with various add-ons further extends the platform's capabilities, allowing organizations to customize their experience and enhance functionality as needed. Recognized as a Leader and Strong Performer in prestigious Gartner and Forrester reports, Creatio stands out in its category by combining user-friendly design with powerful automation and AI-driven insights, making it an attractive option for businesses aiming to elevate their customer relationship management efforts. With its headquarters in Boston, MA, and a global presence of 850 employees across ten offices in 25 countries, Creatio has established long-lasting relationships with thousands of customers and over 500 partners worldwide. This extensive network underscores the platform's reliability and commitment to delivering value to its users, positioning Creatio as a trusted partner in the realm of AI agents, CRM, and workflow automation.


**Average Rating:** 4.6/5.0
**Total Reviews:** 314
**How Do G2 Users Rate Creatio?**

- **Ease of Admin:** 8.6/10 (Category avg: 8.6/10)

**Who Is the Company Behind Creatio?**

- **Seller:** [Creatio](https://www.g2.com/sellers/creatio)
- **Company Website:** https://www.creatio.com
- **Year Founded:** 2014
- **HQ Location:** Boston, Massachusetts
- **Twitter:** @Creatio_Global (3,977 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/creatioglobal/ (1,150 employees on LinkedIn®)

**Who Uses This Product?**
- **Who Uses This:** CEO
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 43% Small-Business, 42% Mid-Market


#### What Are Creatio's Pros and Cons?

**Pros:**

- Ease of Use (32 reviews)
- Efficiency (21 reviews)
- Customizability (19 reviews)
- Customization (19 reviews)
- Customization Options (17 reviews)

**Cons:**

- Learning Curve (10 reviews)
- Missing Features (10 reviews)
- Limited Features (8 reviews)
- Limited Customization (6 reviews)
- Limited Options (5 reviews)


### What Do G2 Reviewers Say About Creatio?
*AI-generated summary from verified user reviews*

**Pros:**

- Users highlight the **ease of use** of Creatio, enhancing efficiency and guiding sales reps effectively.
- Users appreciate the **efficiency** of Creatio, as it streamlines processes and minimizes errors within their operations.
- Users value the **extensive customizability** of Creatio, allowing tailored configurations and easy adaptations for various needs.
- Users love the **high adaptability** of Creatio, allowing for seamless customization and empowered user involvement.
- Users value the **unlimited customization options** of Creatio, allowing tailored solutions without needing extensive technical skills.

**Cons:**

- Users note a **steep learning curve** with Creatio, requiring training and support for effective setup and use.
- Users find the **limited features** for contact uploads and marketplace apps restrict overall functionality and efficiency.
- Users find the **limited selection of features** in Creatio’s Marketplace to be a challenge for their needs.
- Users find **limited customization** options in Creatio, impacting their ability to adjust settings and optimize functionality.
- Users express frustration over **limited options** for contact uploads, impacting efficiency and customization for service businesses.

#### What Are Recent G2 Reviews of Creatio?

**"[Creatio’s Flexible Low-Code Platform That Simplifies CRM and Workflow Automation](https://www.g2.com/survey_responses/creatio-review-13104076)"**

**Rating:** 4.5/5.0 stars
*— Dharamveer p.*

[Read full review](https://www.g2.com/survey_responses/creatio-review-13104076)

---

**"[Empowers Customer Focus with Flexible, Bank-Ready Workflows](https://www.g2.com/survey_responses/creatio-review-12953782)"**

**Rating:** 4.5/5.0 stars
*— Tanner W.*

[Read full review](https://www.g2.com/survey_responses/creatio-review-12953782)

---


#### What Are G2 Users Discussing About Creatio?

- [What is Creatio used for?](https://www.g2.com/discussions/what-is-creatio-used-for) - 1 comment

### 17. [ThirdChannel](https://www.g2.com/products/thirdchannel/reviews)
Since 2012, ThirdChannel has been transforming how brands execute at retail. We combine advanced retail intelligence technology with an exceptional network of in-store experts to deliver real-time visibility, consistent brand representation, and measurable performance improvement across every location. Our mission is simple: to empower brands and retailers with the insights, tools, and people they need to win at the shelf. By blending data-driven technology and human connection, ThirdChannel ensures your brand not only looks its best in-store but also performs its best. We specialize in operationalizing retail strategies for leading corporations across industries—from merchandising and product education to field team management and experiential activations. Every program is powered by real-time data and expert field talent carefully matched to your brand’s unique goals, category, and retail environment. ThirdChannel’s platform is designed to move beyond analytics—to turn insights into immediate impact. Our partners gain access to: - Real-time store visit insights that highlight performance, opportunities, and compliance gaps. - Dynamic performance dashboards for visibility across markets, stores, and campaigns. - A mobile-first app that empowers reps to complete merchandising, training, and events directly in-store, ensuring accuracy and accountability. This end-to-end system bridges the gap between strategy and execution, creating a seamless connection between headquarters, field teams, and retail partners.


**Average Rating:** 4.3/5.0
**Total Reviews:** 20
**How Do G2 Users Rate ThirdChannel?**

- **Ease of Admin:** 8.7/10 (Category avg: 8.6/10)
- **Validation
:** 8.3/10 (Category avg: 8.3/10)
- **Correction:** 8.3/10 (Category avg: 8.2/10)
- **Cleansing:** 8.3/10 (Category avg: 8.1/10)

**Who Is the Company Behind ThirdChannel?**

- **Seller:** [ThirdChannel](https://www.g2.com/sellers/thirdchannel)
- **Company Website:** https://www.thirdchannel.com/
- **Year Founded:** 2012
- **HQ Location:** Boston, US
- **Twitter:** @ThirdChannel3C (591 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/thirdchannel/ (270 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Sporting Goods
- **Company Size:** 46% Small-Business, 31% Mid-Market


#### What Are ThirdChannel's Pros and Cons?

**Pros:**

- Customer Support (1 reviews)
- Ease of Use (1 reviews)
- Easy Access (1 reviews)
- Easy Integration (1 reviews)
- Easy Integrations (1 reviews)



### What Do G2 Reviewers Say About ThirdChannel?
*AI-generated summary from verified user reviews*

**Pros:**

- Users praise the **excellent customer support** from ThirdChannel, highlighting their flexibility and responsiveness to team needs.
- Users appreciate the **ease of use** of ThirdChannel, highlighting seamless navigation and effective integration for teams.
- Users appreciate the **easy access** to VM reps and live reports, enhancing communication and operational efficiency.
- Users appreciate the **easy integration** of ThirdChannel, facilitating seamless team collaboration and live reporting.
- Users praise the **easy integrations** of ThirdChannel, enjoying direct communication and seamless navigation for their teams.


#### What Are Recent G2 Reviews of ThirdChannel?

**"[Our partnership with ThirdChannel is incredible!](https://www.g2.com/survey_responses/thirdchannel-review-9237753)"**

**Rating:** 5.0/5.0 stars
*— Taylor S.*

[Read full review](https://www.g2.com/survey_responses/thirdchannel-review-9237753)

---

**"[Outstanding Support and Real-Time Insights Elevate Our Experience](https://www.g2.com/survey_responses/thirdchannel-review-11918602)"**

**Rating:** 5.0/5.0 stars
*— Manuel C.*

[Read full review](https://www.g2.com/survey_responses/thirdchannel-review-11918602)

---



### 18. [Triple Whale](https://www.g2.com/products/triple-whale/reviews)
Triple Whale is the complete intelligence platform for ecommerce, helping brands stop guessing and start knowing what’s actually driving growth, what’s wasting money, and what to do next — with total confidence. By pulling all of a company’s data into one place, delivering measurement tools teams can actually trust, and applying the smartest AI in the industry, Triple Whale turns fragmented data into clear insights and actionable recommendations. That intelligence can then be put to work through AI agents and automations that generate creative assets, take action across marketing channels, and make every tool in their stack smarter and more effective. More than 50,000 ecommerce brands including Pressed Juicery, OUAI, and True Classic trust Triple Whale to grow faster and drive revenue with fewer resources by uncovering opportunities and acting on them at a scale that would be impossible manually.


**Average Rating:** 4.5/5.0
**Total Reviews:** 476
**How Do G2 Users Rate Triple Whale?**

- **Ease of Admin:** 8.7/10 (Category avg: 8.6/10)
- **Validation
:** 8.2/10 (Category avg: 8.3/10)
- **Correction:** 8.3/10 (Category avg: 8.2/10)
- **Cleansing:** 8.1/10 (Category avg: 8.1/10)

**Who Is the Company Behind Triple Whale?**

- **Seller:** [Triple Whale](https://www.g2.com/sellers/triple-whale)
- **Company Website:** https://triplewhale.com/
- **Year Founded:** 2021
- **HQ Location:** Columbus, US
- **Twitter:** @triplewhale (19,119 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/triple-whale/ (280 employees on LinkedIn®)

**Who Uses This Product?**
- **Who Uses This:** CEO, Founder
- **Top Industries:** Marketing and Advertising, Retail
- **Company Size:** 88% Small-Business, 12% Mid-Market


#### What Are Triple Whale's Pros and Cons?

**Pros:**

- Customer Support (3 reviews)
- Ease of Use (3 reviews)
- Attribution Accuracy (2 reviews)
- Attribution Tracking (2 reviews)
- Data Clarity (2 reviews)

**Cons:**

- Data Inaccuracy (2 reviews)
- Expensive (2 reviews)
- Slow Loading (2 reviews)
- Access Restrictions (1 reviews)
- Attribution Issues (1 reviews)


### What Do G2 Reviewers Say About Triple Whale?
*AI-generated summary from verified user reviews*

**Pros:**

- Users appreciate the **helpful and fast customer support** of Triple Whale, ensuring a smooth experience.
- Users value the **ease of use** of Triple Whale, which provides a clear view of performance metrics effortlessly.
- Users appreciate the **seamless attribution accuracy** of Triple Whale, providing clarity on conversions and revenue-driving campaigns.
- Users value the **seamless attribution tracking** of Triple Whale, enhancing clarity on conversion sources and revenue-driving campaigns.
- Users value the **data clarity** provided by Triple Whale, enhancing their understanding of conversions and campaign effectiveness.

**Cons:**

- Users often face **data inaccuracy** due to bugs and misalignment, leading to a frustrating experience with Triple Whale.
- Users find the **pricing of Triple Whale** to be quite high, particularly for smaller businesses with budget constraints.
- Users report **slow loading times** when handling large data sets, significantly detracting from their overall experience.
- Users face challenges with **access restrictions** in Triple Whale, impacting the integration and consolidation of Amazon sales data.
- Users are frustrated with the **attribution issues** in Triple Whale, finding it buggy and unreliable for accurate data.

#### What Are Recent G2 Reviews of Triple Whale?

**"[Great tool for tracking and decision-making](https://www.g2.com/survey_responses/triple-whale-review-11690039)"**

**Rating:** 5.0/5.0 stars
*— Nicolas Mauricio A.*

[Read full review](https://www.g2.com/survey_responses/triple-whale-review-11690039)

---

**"[Our Trusted Source of Truth for Centralized Marketing Insights](https://www.g2.com/survey_responses/triple-whale-review-12771717)"**

**Rating:** 5.0/5.0 stars
*— Verified User in Health, Wellness and Fitness*

[Read full review](https://www.g2.com/survey_responses/triple-whale-review-12771717)

---


#### What Are G2 Users Discussing About Triple Whale?

- [What is Triple Whale used for?](https://www.g2.com/discussions/what-is-triple-whale-used-for)

### 19. [Style Arcade](https://www.g2.com/products/style-arcade/reviews)
For fashion and apparel brands who want to grow faster, Style Arcade is a retail analytics platform that turns merchandising into a competitive advantage.​ Instead of relying on inaccessible systems; manual processes; and unreliable projections – Style Arcade unlocks merchandise data and proactively guides retailers on how to realize their untapped revenue potential.


**Average Rating:** 4.5/5.0
**Total Reviews:** 110
**How Do G2 Users Rate Style Arcade?**

- **Ease of Admin:** 8.9/10 (Category avg: 8.6/10)
- **Validation
:** 7.8/10 (Category avg: 8.3/10)
- **Correction:** 7.8/10 (Category avg: 8.2/10)
- **Cleansing:** 7.6/10 (Category avg: 8.1/10)

**Who Is the Company Behind Style Arcade?**

- **Seller:** [Style Arcade](https://www.g2.com/sellers/style-arcade)
- **Company Website:** https://stylearcade.com
- **Year Founded:** 2018
- **HQ Location:** New York City, New York
- **Twitter:** @stylearcade (56 Twitter followers)
- **LinkedIn® Page:** https://au.linkedin.com/company/stylearcade (32 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Retail, Apparel & Fashion
- **Company Size:** 49% Mid-Market, 38% Small-Business


#### What Are Style Arcade's Pros and Cons?

**Pros:**

- Ease of Use (9 reviews)
- Insights (9 reviews)
- Reporting (7 reviews)
- User Interface (7 reviews)
- Visual Presentation (7 reviews)

**Cons:**

- Data Inaccuracy (3 reviews)
- Integration Issues (2 reviews)
- Metrics Issues (2 reviews)
- Slow Performance (2 reviews)
- Data Delays (1 reviews)


### What Do G2 Reviewers Say About Style Arcade?
*AI-generated summary from verified user reviews*

**Pros:**

- Users appreciate the **ease of use** of Style Arcade, highlighting its intuitive design and straightforward data manipulation.
- Users value the **insightful visual representation** and range planning features of Style Arcade, enhancing their creative business strategies.
- Users love the **easy reporting** capabilities of Style Arcade, enabling quick insights and effective planning for assortments.
- Users value the **intuitive and user-friendly interface** of Style Arcade, enhancing efficiency for retail operations.
- Users love the **intuitive visual presentation** of Style Arcade, making it easy to analyze and monitor product performance.

**Cons:**

- Users experience **data inaccuracy** issues with Style Arcade, often noticing glitches in data exports and reports.
- Users frequently experience **integration issues** with Style Arcade, leading to inaccuracies in data handling and reporting.
- Users are frustrated with **metrics issues** as settings often reset, requiring reconfiguration each time.
- Users experience **slow performance** with Style Arcade, facing glitches and lengthy loading times that hinder usability.
- Users experience a frustrating **1-day delay in sales data** , limiting timely insights and flexibility in reporting periods.

#### What Are Recent G2 Reviews of Style Arcade?

**"[Providing teams access to the info they need the most](https://www.g2.com/survey_responses/style-arcade-review-10868754)"**

**Rating:** 4.5/5.0 stars
*— Kate K.*

[Read full review](https://www.g2.com/survey_responses/style-arcade-review-10868754)

---

**"[A Game-Changer for Analyzing and Reviewing Style Performance](https://www.g2.com/survey_responses/style-arcade-review-10868438)"**

**Rating:** 5.0/5.0 stars
*— Joel C.*

[Read full review](https://www.g2.com/survey_responses/style-arcade-review-10868438)

---


#### What Are G2 Users Discussing About Style Arcade?

- [What is Style Arcade used for?](https://www.g2.com/discussions/what-is-style-arcade-used-for)

### 20. [Ohanafy](https://www.g2.com/products/ohanafy/reviews)
Ohanafy is an all-in-one beverage business platform built on Salesforce, designed to help suppliers, distributors, and retailers sell more, scale smarter, and run more efficiently. Bringing together order management, ecommerce, payments, warehousing, CRM, maps, data, and AI, Ohanafy gives the entire beverage ecosystem the tools to simplify operations and grow revenue. Since launching, Ohanafy has powered hundreds of beverage companies across beer, wine, spirits, and non-alcoholic categories. Helping them streamline operations, eliminate inefficiencies, and future-proof their businesses. Customers include family-owned distributors, fast-growing non-alc brands, and global suppliers. Backed by leading investors and advised by industry veterans, Ohanafy’s team combines decades of experience across technology, data, and beverage industry experience. With deep Salesforce expertise and firsthand knowledge of the complexities of beverage operations, Ohanafy is uniquely positioned to deliver innovation at scale. Ohanafy is the trusted technology provider across all three tiers of beverage. By uniting modern AI, real-time analytics, and enterprise-grade infrastructure, Ohanafy is redefining how the beverage industry works today—and prepares for tomorrow.


**Average Rating:** 5.0/5.0
**Total Reviews:** 60
**How Do G2 Users Rate Ohanafy?**

- **Ease of Admin:** 9.6/10 (Category avg: 8.6/10)
- **Validation
:** 10.0/10 (Category avg: 8.3/10)
- **Correction:** 10.0/10 (Category avg: 8.2/10)
- **Cleansing:** 10.0/10 (Category avg: 8.1/10)

**Who Is the Company Behind Ohanafy?**

- **Seller:** [Ohanafy](https://www.g2.com/sellers/ohanafy)
- **Company Website:** https://www.ohanafy.com/
- **Year Founded:** 2022
- **HQ Location:** Wilmington, NC
- **Twitter:** @OhanafyInc (27 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/ohanafy/ (28 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Food & Beverages
- **Company Size:** 87% Small-Business, 12% Mid-Market


#### What Are Ohanafy's Pros and Cons?

**Pros:**

- Customer Satisfaction (3 reviews)
- Customer Support (3 reviews)
- Accuracy (1 reviews)
- Customization (1 reviews)
- Data Accuracy (1 reviews)

**Cons:**

- Improvement Needed (1 reviews)
- Inadequate Financial Management (1 reviews)
- Limited Customization (1 reviews)
- Missing Features (1 reviews)


### What Do G2 Reviewers Say About Ohanafy?
*AI-generated summary from verified user reviews*

**Pros:**

- Users praise Ohanafy for its **exceptional customer support** , which significantly enhances their overall experience and satisfaction.
- Users commend Ohanafy for its **outstanding customer support** , highlighting responsiveness and understanding from real local team members.
- Users appreciate the **real-time data access** of Ohanafy, ensuring always being updated with the most current information.
- Users value the **flexibility for customization** in Ohanafy, allowing tailored tracking of essential business data.
- Users value the **real-time data access** of Ohanafy, ensuring always working with the most current information.

**Cons:**

- Users suggest that incorporating **accounting and financial software** into Ohanafy would enhance functionality and reduce reliance on external tools.
- Users note the **inadequate financial management** in Ohanafy, wishing for integrated accounting features to enhance functionality.
- Users find the **limited customization** in Ohanafy restricts integration with essential accounting software for streamlined operations.
- Users note a **lack of integrated accounting features** in Ohanafy, suggesting it would enhance the overall product experience.

#### What Are Recent G2 Reviews of Ohanafy?

**"[Ohanafy - Powerful beverage management software tool.](https://www.g2.com/survey_responses/ohanafy-review-11734100)"**

**Rating:** 5.0/5.0 stars
*— Paul B.*

[Read full review](https://www.g2.com/survey_responses/ohanafy-review-11734100)

---

**"[Live, Local Support 24/7 - Real Time Data!!](https://www.g2.com/survey_responses/ohanafy-review-11724922)"**

**Rating:** 5.0/5.0 stars
*— Holly S.*

[Read full review](https://www.g2.com/survey_responses/ohanafy-review-11724922)

---



### 21. [InMarket](https://www.g2.com/products/inmarket/reviews)
InMarket is the outcome intelligence platform built for marketers who demand results over proxy metrics. By combining purchase, location, and behavioral signals from more than 200M consumers, alongside thousands of retail data points, InMarket powers smarter activation, faster measurement, and more advanced audience targeting across every screen. Accountable to outcomes — not media ownership — and verified by Forrester, InMarket closes the loop between media investment and real-world business growth — trusted by brands across verticals — available on leading platforms including TikTok, Snapchat, and Pinterest — in real time, every time.


**Average Rating:** 4.5/5.0
**Total Reviews:** 10
**How Do G2 Users Rate InMarket?**

- **Ease of Admin:** 6.7/10 (Category avg: 8.6/10)

**Who Is the Company Behind InMarket?**

- **Seller:** [InMarket](https://www.g2.com/sellers/inmarket)
- **Year Founded:** 2010
- **HQ Location:** Austin, Texas
- **Twitter:** @inMarket_Media (1,325 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/inmarket_1/ (362 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 70% Mid-Market, 30% Small-Business


#### What Are InMarket's Pros and Cons?

**Pros:**

- Buyer Intent (1 reviews)
- Customer Engagement (1 reviews)
- Ease of Use (1 reviews)



### What Do G2 Reviewers Say About InMarket?
*AI-generated summary from verified user reviews*

**Pros:**

- Users value the **buyer intent identification** of InMarket, facilitating targeted outreach to interested customers.
- Users value the **easy customer targeting** features of InMarket, allowing effective outreach to interested customers.
- Users appreciate the **ease of use** of InMarket, allowing seamless access to targeted customers efficiently.


#### What Are Recent G2 Reviews of InMarket?

**"[Make best digital choices](https://www.g2.com/survey_responses/inmarket-review-6977554)"**

**Rating:** 5.0/5.0 stars
*— PUNITA RAJ R.*

[Read full review](https://www.g2.com/survey_responses/inmarket-review-6977554)

---

**"[Most effective digital advertising  platform](https://www.g2.com/survey_responses/inmarket-review-6940742)"**

**Rating:** 5.0/5.0 stars
*— MD Mustasin R.*

[Read full review](https://www.g2.com/survey_responses/inmarket-review-6940742)

---



### 22. [Endear](https://www.g2.com/products/endear/reviews)
Endear is the AI-powered clienteling platform for modern retail brands that want to build meaningful customer relationships at scale. With over 2,000 retail stores around the globe driving more than $1 billion in attributed sales, Endear empowers store teams with unified customer profiles, real-time data, and AI that automatically identifies who to reach out to, when, and what to say so associates spend their time selling, not searching. By streamlining outreach across channels like text, email, and WhatsApp, Endear helps deliver personalized, high-impact customer experiences that increase foot traffic and boost sales. With every engagement trackable and actionable, Endear is redefining retail ROI so every store becomes a performance channel and every interaction becomes a revenue moment.


**Average Rating:** 4.4/5.0
**Total Reviews:** 34
**How Do G2 Users Rate Endear?**

- **Ease of Admin:** 9.4/10 (Category avg: 8.6/10)
- **Validation
:** 7.7/10 (Category avg: 8.3/10)
- **Correction:** 6.7/10 (Category avg: 8.2/10)
- **Cleansing:** 6.3/10 (Category avg: 8.1/10)

**Who Is the Company Behind Endear?**

- **Seller:** [Endear](https://www.g2.com/sellers/endear)
- **Company Website:** https://www.endearhq.com/
- **Year Founded:** 2016
- **HQ Location:** New York, New York, United States
- **LinkedIn® Page:** https://www.linkedin.com/company/endear (35 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Retail, Apparel & Fashion
- **Company Size:** 56% Mid-Market, 38% Small-Business


#### What Are Endear's Pros and Cons?

**Pros:**

- Personalization (16 reviews)
- Ease of Use (15 reviews)
- Customization (14 reviews)
- Features (12 reviews)
- Customer Engagement (11 reviews)

**Cons:**

- Limited Customization (7 reviews)
- Difficult Customization (6 reviews)
- Missing Features (6 reviews)
- Template Issues (5 reviews)
- Learning Curve (4 reviews)


### What Do G2 Reviewers Say About Endear?
*AI-generated summary from verified user reviews*

**Pros:**

- Users appreciate the **personalization features** of Endear, enhancing customer engagement and driving sales effectively.
- Users appreciate the **ease of use** of Endear, enabling effortless client connections and seamless navigation.
- Users appreciate the **customization features** of Endear, enhancing client engagement and driving tailored marketing efforts.
- Users love the **personalized marketing integration** of Endear, enhancing customer engagement and driving sales effectively.
- Users value the **personalized marketing and clienteling** features of Endear, enhancing customer relationships and engagement.

**Cons:**

- Users find the **limited customization** options frustrating, hindering their ability to tailor the software to their needs.
- Users find the **difficult customization** options of Endear complicate user experience and hinder effective client engagement.
- Users desire **more features and improvements** in Endear to enhance functionality and support their business needs.
- Users find **template issues** frustrating, as customization options are limited and complicate the process of connecting with customers.
- Users find the **learning curve steep** , making initial navigation and customer search processes quite complicated.

#### What Are Recent G2 Reviews of Endear?

**"[Effortless Clientelling with Stellar Support](https://www.g2.com/survey_responses/endear-review-12746677)"**

**Rating:** 5.0/5.0 stars
*— Cristina E.*

[Read full review](https://www.g2.com/survey_responses/endear-review-12746677)

---

**"[Easy to Use and Responsive to Customer Feedback](https://www.g2.com/survey_responses/endear-review-12772708)"**

**Rating:** 4.0/5.0 stars
*— Jason L.*

[Read full review](https://www.g2.com/survey_responses/endear-review-12772708)

---


#### What Are G2 Users Discussing About Endear?

- [What is Endear used for?](https://www.g2.com/discussions/endear-cdp-what-is-endear-used-for) - 1 comment
- [What is Endear used for?](https://www.g2.com/discussions/what-is-endear-used-for) - 1 comment

### 23. [Alloy.ai](https://www.g2.com/products/alloy-ai/reviews)
Alloy.ai is the Commerce Intelligence System for consumer brands, designed to close the gap between demand signals and profitable action. By unifying data from over 450 turnkey integrations—including ERPs, retailers, ecommerce platforms, and distributors—we provide a single source of truth for inventory and demand. Household brands like Liquid I.V., Crayola, and Valvoline use Alloy.ai to move at the speed of the consumer. We go beyond retrospective reporting by applying proprietary commerce logic to translate fragmented data into clear demand signals and advanced metrics, such as Unconstrained Demand, Weeks of Supply, and Total Inventory. Our team of AI Agents works 24/7 as an autonomous workforce: the Performance Reporting Agent automates executive digests and root-cause analysis, while the Replenishment Agent identifies stockouts and prepares execution-ready recovery orders for approval. For instant insights, Lens acts as an on-demand AI analyst that any stakeholder can interrogate using natural language. Alloy.ai synchronizes your entire finished goods value chain to transform operations into a profit-driven engine. We empower Sales to capture every revenue window, help Supply Chain safeguard service levels and Retailer Scorecards, and enable IT to replace fragile custom feeds with a secure, SOC2-compliant reporting layer. By shifting from shipment-based planning to real-time consumption sensing, Alloy.ai helps brands drive growth without waste and ensures products stay on the shelf. From signal to action. Instantly.


**Average Rating:** 4.6/5.0
**Total Reviews:** 23
**How Do G2 Users Rate Alloy.ai?**

- **Ease of Admin:** 8.7/10 (Category avg: 8.6/10)
- **Validation
:** 8.3/10 (Category avg: 8.3/10)
- **Correction:** 7.5/10 (Category avg: 8.2/10)
- **Cleansing:** 7.5/10 (Category avg: 8.1/10)

**Who Is the Company Behind Alloy.ai?**

- **Seller:** [Alloy](https://www.g2.com/sellers/alloy)
- **Year Founded:** 2015
- **HQ Location:** San Francisco, CA
- **Twitter:** @goalloy (220 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/alloy-inc/people/ (69 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Consumer Goods, Retail
- **Company Size:** 50% Mid-Market, 29% Enterprise


#### What Are Alloy.ai's Pros and Cons?

**Pros:**

- Ease of Use (2 reviews)
- Customer Support (1 reviews)
- Dashboard Customization (1 reviews)
- Dashboard Design (1 reviews)
- Data Visualization (1 reviews)

**Cons:**

- Inadequate Tracking (1 reviews)
- Inefficient Tracking (1 reviews)
- Limited Customization (1 reviews)


### What Do G2 Reviewers Say About Alloy.ai?
*AI-generated summary from verified user reviews*

**Pros:**

- Users find Alloy.ai's **ease of use** remarkable, allowing quick setup and effortless dashboard creation.
- Users appreciate the **exceptional customer support** from Alloy.ai, finding the team responsive and solution-oriented.
- Users value the **customizable dashboards** in Alloy.ai, highlighting their ease of use and insightful graphics.
- Users value the **intuitive dashboard design** of Alloy.ai, allowing for quick insights and easy customization.
- Users value the **intuitive data visualization** of Alloy.ai, enabling easy dashboard creation and clear insights.

**Cons:**

- Users face **inadequate tracking** capabilities in Alloy.ai, limiting customization and currency management options.
- Users find the **inefficient tracking** of currencies and lack of customization frustrating for their internal processes.
- Users find the **limited customization** options frustrating, particularly for familiar naming conventions and currency tracking.

#### What Are Recent G2 Reviews of Alloy.ai?

**"[Great tool!  One spot for all of my data.](https://www.g2.com/survey_responses/alloy-ai-review-8333252)"**

**Rating:** 5.0/5.0 stars
*— Verified User in Consumer Goods*

[Read full review](https://www.g2.com/survey_responses/alloy-ai-review-8333252)

---

**"[Increased Speed to Insight](https://www.g2.com/survey_responses/alloy-ai-review-9993698)"**

**Rating:** 5.0/5.0 stars
*— Angie W.*

[Read full review](https://www.g2.com/survey_responses/alloy-ai-review-9993698)

---



### 24. [Increff Merchandising Software](https://www.g2.com/products/increff-merchandising-software/reviews)
Reimagine merchandise planning, buying, and allocation with Increff Merchandising Software. Built for small and medium B2B and B2C brands and retailers, this algorithm-driven SaaS-based tool performs billions of computations within a few minutes of runtime to deliver quick action-oriented results for optimum inventory planning and distribution for sales maximization. Considering seasonality, recency, and festivity, this tool analyzes multiple layers of attributes to calculate store-specific assortments, inventory health, and freshness index, for determining ideal distribution. It helps brands realize the true demand potential by allocating the right inventory, as per customer demands, closer to the customers.


**Average Rating:** 4.4/5.0
**Total Reviews:** 26
**How Do G2 Users Rate Increff Merchandising Software?**

- **Ease of Admin:** 8.5/10 (Category avg: 8.6/10)
- **Validation
:** 8.3/10 (Category avg: 8.3/10)
- **Correction:** 8.3/10 (Category avg: 8.2/10)
- **Cleansing:** 7.7/10 (Category avg: 8.1/10)

**Who Is the Company Behind Increff Merchandising Software?**

- **Seller:** [Increff](https://www.g2.com/sellers/increff)
- **Year Founded:** 2016
- **HQ Location:** Bengaluru, Karnataka
- **Twitter:** @increff (215 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/increff/mycompany (293 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Retail, Apparel & Fashion
- **Company Size:** 37% Enterprise, 30% Mid-Market


#### What Are Increff Merchandising Software's Pros and Cons?

**Pros:**

- Inventory Management (6 reviews)
- Customer Support (4 reviews)
- Efficiency Improvement (4 reviews)
- Features Variety (4 reviews)
- Ease of Use (3 reviews)

**Cons:**

- Improvement Needed (2 reviews)
- Missing Features (2 reviews)
- Poor Reporting (2 reviews)
- UX Improvement (2 reviews)
- Complex Implementation (1 reviews)


### What Do G2 Reviewers Say About Increff Merchandising Software?
*AI-generated summary from verified user reviews*

**Pros:**

- Users value the **data-driven insights and inventory optimization** of Increff, enhancing efficiency and reducing wastage.
- Users praise the **dedicated customer support** from Increff, which provides tailored solutions for growing businesses.
- Users value the **efficiency improvement** from Increff, praising its data-driven insights and streamlined operations.
- Users value the **variety of features** in Increff Merchandising Software that enhance efficiency and decision-making.
- Users appreciate the **ease of use** of Increff Merchandising Software, enabling efficient management and strategic decision-making.

**Cons:**

- Users feel there is a significant **need for improvement** in forecasting tools and Bi reports within Increff Merchandising Software.
- Users express concerns about the **missing forecasting features** in Increff Merchandising Software, affecting its effectiveness for larger merchandising teams.
- Users note the need for improved **reporting capabilities** , specifically requesting more detailed and customizable options.
- Users find the **user interface confusing** and suggest improvements for better customization in BI reports.
- Users find that **complex implementation** can challenge leveraging the software across diverse fashion industry processes.

#### What Are Recent G2 Reviews of Increff Merchandising Software?

**"[Powerful Demand-Based Planning with Smart Allocation, Replenishment, and Markdown Optimization](https://www.g2.com/survey_responses/increff-merchandising-software-review-13020281)"**

**Rating:** 5.0/5.0 stars
*— Verified User in Retail*

[Read full review](https://www.g2.com/survey_responses/increff-merchandising-software-review-13020281)

---

**"[Promotes Efficient Merchandising and Inventory Management](https://www.g2.com/survey_responses/increff-merchandising-software-review-11996385)"**

**Rating:** 4.5/5.0 stars
*— Ankit K.*

[Read full review](https://www.g2.com/survey_responses/increff-merchandising-software-review-11996385)

---



### 25. [Insite AI](https://www.g2.com/products/insite-ai/reviews)
A Category Strategy & Assortment Optimization solution you can trust. Our individualized, tailored-for-you AI platform empowers you to better understand and target your products and retail accounts–to any level of granularity. Build the optimal product range & mix. Understand, not just historical and current performance, but accurately look forward to project the expected performance of potential category range scenarios and strategies you plan to put forward.


**Average Rating:** 4.6/5.0
**Total Reviews:** 24
**How Do G2 Users Rate Insite AI?**

- **Ease of Admin:** 9.3/10 (Category avg: 8.6/10)
- **Validation
:** 10.0/10 (Category avg: 8.3/10)
- **Correction:** 10.0/10 (Category avg: 8.2/10)
- **Cleansing:** 10.0/10 (Category avg: 8.1/10)

**Who Is the Company Behind Insite AI?**

- **Seller:** [Insite AI](https://www.g2.com/sellers/insite-ai)
- **Year Founded:** 2018
- **HQ Location:** Bentonville, Arkansas, United States
- **Twitter:** @InsiteAI (29 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/insite-ai/ (66 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 50% Enterprise, 33% Small-Business



#### What Are Recent G2 Reviews of Insite AI?

**"[What used to take months can now be done in minutes!](https://www.g2.com/survey_responses/insite-ai-review-9704646)"**

**Rating:** 5.0/5.0 stars
*— Goodness S.*

[Read full review](https://www.g2.com/survey_responses/insite-ai-review-9704646)

---

**"[This gives us a way to lead space conversations with impartial data](https://www.g2.com/survey_responses/insite-ai-review-9736076)"**

**Rating:** 5.0/5.0 stars
*— AMANAT R.*

[Read full review](https://www.g2.com/survey_responses/insite-ai-review-9736076)

---




## What Is Retail Analytics Software?

[Retail Software](https://www.g2.com/categories/retail)

## What Software Categories Are Similar to Retail Analytics Software?

- [E-Commerce Analytics Software](https://www.g2.com/categories/e-commerce-analytics)
- [Retail Pricing Software](https://www.g2.com/categories/retail-pricing)
- [Retail Intelligence Software](https://www.g2.com/categories/retail-intelligence)


---

## How Do You Choose the Right Retail Analytics Software?

### What You Should Know About Retail Analytics Software

### What is Retail Analytics Software?

Retail analytics software empowers retail businesses by providing insights into all aspects of the store using various business intelligence data, such as sales figures, inventory levels, customer data, supply chain, etc. It also helps clean and organize inconsistent data sets and visualize them on a single intuitive retail dashboard for easy understanding and interpretation.

Retail insights drawn from this software help retailers accurately target customer needs in order to offer the right products at the right price at the right time. To do that, retail analytics platforms provide scope to analyze the performance of each retail metric at a granular level. These tools also influence marketing decisions by uncovering valuable insights related to consumer behavior and helping marketers design customer-based loyalty programs.

### What are the Common Features of Retail Analytics Software?

The following are some core features within retail analytics systems that can help retailers find the best solution for their business analysis needs:

**Data collection:** Retail analytics tools help collect data from different sources, such as retail point of sale (POS) software, retail management systems, etc., in whichever form they are. The retail analytics tool integrates with these systems and helps with automated exports instead of manual collection by internal sales teams.

**Data cleansing:** The raw data received in the collection process goes through data cleansing to ensure accuracy and consistency. The retail analytics system deals with erroneous data by identifying incorrect or duplicate data, deleting the messy data, and then arranging the dataset in the appropriate format.

**Data analysis:** This feature of retail analytics software uses clean data and delivers useful insights and information in the form of different visualization dashboards such as tables, graphs, pie charts, etc., with the help of advanced artificial intelligence (AI) and machine learning (ML). These insights are later used to discover trends, predict outcomes, and make better business decisions.

### What are the Benefits of Retail Analytics Software?

Retail analytics solutions are beneficial to retailers, suppliers, and customers. The information derived from the retail data uncovers areas for improvement and optimizes the customer experience at the store. Here’s how all the stakeholders benefit from software:

**Offers retailers a competitive advantage:** Retail analytics software can help retailers understand customer behavior and formulate strategies specific to individual stores. It automates the process of gathering, cleaning, and analyzing data, which was a tedious task. A retailer using analytics tools has a competitive advantage over its peer dependent on guesswork. Insights from the data also help retailers with competitive benchmarking, improve marketing return on investment (ROI), optimize in-store operations, and enhance customer loyalty.

**Improves suppliers’ product management processes:** Retailers are not the only ones who benefit from retail analytics tools. Suppliers also use historical retail data to plan and forecast demand, plan inventory management, see which specific product line is outperforming others in a region, and introduce new products catering to consumer needs. It also helps them plan future campaigns as a marketing initiative and pushes their product to prospective retailers.

**Boosts customer experience:** Customers are the indirect beneficiaries of the insight drawn with retail analytics tools. Retailers continuously strive to improve customer experience by creating eye-catching store layouts, discounts on merchandise, loyalty programs, and improved customer engagement. Customers feel happy, become repeat customers, and bring new customers on board, pleased by the unique experience retailers try to provide.

### Who Uses Retail Analytics Software?

Managers from different departments of a retail organization use this software for better decision making. Here’s a list of a few personnel who often use this software. 

**Retail store managers:** Store managers use retail analytics software to track and measure the performance of respective stores on a monthly, quarterly, and yearly basis. 

**Analytics managers:** Analytics managers do data mining and draw actionable insights using various retail data analytics methodologies such as big data, descriptive analytics, diagnostic analytics, predictive analytics, and prescriptive analytics.

**Brand or marketing managers:** Brand or marketing managers use retail analytics platforms to monitor brand performance through sales data and track consumer behavior and trends, which allow them to strategize marketing campaigns and loyalty programs.

#### Software Related to Retail Analytics Software

Related solutions that can be used together with retail analytics software include other retail software such as:

[Retail POS systems](https://www.g2.com/categories/retail-pos) **:** Retail analytics systems easily integrate with retail POS software. Retail POS software is used in the day-to-day operations of a store for tasks like creating a sales order, finding product and customer information, billing, etc. It stores a vast amount of relevant information that can be exported to retail analytics software for analysis purposes.

[Retail pricing software](https://www.g2.com/categories/retail-pricing) **:** Retail pricing software helps formulate the best pricing strategy for products and seamlessly integrates with analytics software. Some of the retail pricing tools come with analytics features that can do the job of retail analytics as a standalone product. However, some advanced analytics software must work in conjunction with the host software to get the best result.

### Challenges with Retail Analytics Software

Retail analytics software comes with its own set of challenges.

**Cost of purchase:** Small to medium-sized retailers might find it difficult to purchase this software from a cost point of view. Since most of these tools are subscription based, there is a recurring bill associated with them. Also, most small to medium retailers are unorganized businesses with the absence of streamlined functions, where procuring such tools could be inconsequential.

**Software integration:** Retail analytics platforms need to be integrated with multiple types of retail software, such as retail POS, retail management, etc., to export data and analyze. A significant risk that arises during software integration is incompatibility, which leads to the inability to perform important functions.

**Data security and privacy:** Data security and privacy are major concerns for multinational corporations. Retailers gather several data sets such as customer names, mobile numbers, and email IDs for their vested interests. Any sort of data leakage from such tools could be a nightmare for the retailer and might affect the overall brand reputation in the market.

### How to Buy Retail Analytics Software

#### Requirements Gathering (RFI/RFP) for Retail Analytics Software

Requirement gathering ensures that the software has all the features a business needs. It helps to understand the right tools required to perform critical task processes without wasting time figuring out how to do it. It also helps to ask critical questions about the need for the software. For example, retail analytics solutions help analyze retail data and present insights, but the buyer should also know if there is enough data to process and how these insights will help the existing position of the retail business.

#### Compare Retail Analytics Software Products

**Create a long list**

A long list helps refine software products with must-have retail analytics features such as data gathering, cleansing, and analysis. Buyers can add to the list software that functions as a standalone product or integrates into existing systems, such as retail management or retail POS. Some other things to consider while creating a long list could be the product's popularity, the price offered for product add-ons, schemes for upgrading, and 24/7 customer service support.

**Create a short list**

A short list narrows down the long list of buyers and helps them make a constructive decision on which software to opt for. Shortlists are more specific to the exact need of the buyer mapped with the features offered by the product. For example, buyers looking for cloud-based retail analytics software must not keep software installed on-premises on the short list.

**Conduct demos**

Demos are an essential part of the entire software implementation process. It ensures that the retail analytics software is running smoothly and is compatible with the existing business system. It allows buyers to ask questions about the software's features and ensures the retail analytics vendor is entirely transparent about the product offerings.

#### Selection of Retail Analytics Software

**Choose a selection team**

A team comprised of in-house IT personnel, project managers, heads of departments, retail experts, and end users must be part of the selection process. Along with senior management, this selection team is responsible for selecting the right software and checking the entire retail analytics software onboarding process. Buyers can also outsource technical consultants with domain-specific expertise to give constructive recommendations and suggestions in this process.

**Negotiation**

To successfully negotiate, the buyer must carefully analyze the final offering provided by two or more vendors. There are chances that vendors might offer similar software with similar features. In this case, the only differentiator may be the price provided by the vendor. The deciding factor during final selection in case of similar pricing might depend on product add-ons, unique customization, customer support post implementation, etc.

**Final decision**

In most cases, the senior management or head of the department decides to select the software after carefully going through all the documented insights provided by the team during the product testing process. It is also important to investigate all the vendor's terms and conditions beforehand to avoid last-minute confusion.

### Implementation of Retail Analytics Software

**How is Retail Analytics Software Implemented?**

Buyers can implement retail analytics software at any point in the retail journey. The vendor’s IT team and the buyer’s selection team are responsible for the implementation. If the retail analytics software is installed on-premises, the implementation team should ensure it doesn’t affect retail operations.

**Who is Responsible for Retail Analytics Software Implementation?**

The selection team is usually responsible for the implementation process since they know the business requirements and how the new software can help. Service engineers and technical experts from the vendor’s side also collaborate with the selection team and address real-time issues during implementation.

**What Does the Implementation Process Look Like for Retail Analytics Software?**

The retail analytics software implementation process varies depending on the type of software installed, cloud based or on-premises. Cloud-based software is easy to install and can be accessed from anywhere. On-premises software needs existing infrastructure on which it is installed and can be accessed only within the premises.

**When Should You Implement Retail Analytics Software?**

A buyer can implement this software at the start of the retail business or after making a strong presence in the market. Also, selecting an ideal time for the installation process of the retail analytics software is essential to avoid interference with daily retail operations.