# Best Analytics Platforms - Page 4

## How Many Analytics Platforms Products Does G2 Track?

**Total Products under this Category:** 371

### Category Stats (Aug 2026)

- **Average Rating:** 4.5/5 (↑0.01 vs Jul 2026) The average rating of products in this category, based on all submitted ratings
- **Top Trending Product:** Aible (+4.36%) - Among all products in this category, Aible recorded the largest rating increase compared to last month

_Last updated: August 04, 2026_

## How Does G2 Rank Analytics Platforms Products?

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

- 30 Analysts and Data Experts
- 28,900+ Authentic Reviews
- 371+ Products
- Unbiased Rankings

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

## G2 Grid® for Analytics Platforms
 ![G2 Grid® for Analytics Platforms plotting products by satisfaction and market presence](https://www.g2.com/categories/analytics-platforms/grids.png?focus%5B%5D=29364&focus%5B%5D=1213&focus%5B%5D=10470&focus%5B%5D=1327283&focus%5B%5D=989&focus%5B%5D=604&focus%5B%5D=5048&focus%5B%5D=27024)

Highlighted products: Microsoft Power BI, Tableau, Databricks, SAS Viya, Alteryx, Domo, Looker, and Kyvos Semantic Layer.

Underlying data: [Grid® JSON](https://www.g2.com/categories/analytics-platforms/grids.json?focus%5B%5D=microsoft-microsoft-power-bi&focus%5B%5D=tableau&focus%5B%5D=databricks&focus%5B%5D=sas-sas-viya&focus%5B%5D=alteryx&focus%5B%5D=domo&focus%5B%5D=looker&focus%5B%5D=kyvos-semantic-layer)

**Sponsored**

### Unanet CRM by Cosential

Unanet is a leading provider of project-based ERP and CRM solutions purpose-built for Government Contractors, AEC, and Professional Services. More than 4,000 project-driven organizations depend on Unanet to turn their information into actionable insights, drive better decision- making, and accelerate business growth. All backed by a people-centered team invested in the success of your projects, people, and financials.

[Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list_llm&secure%5Bcategory_id%5D=620&secure%5Bchosen_at%5D=2026-08-07T07%3A58%3A41Z&secure%5Bdisplayable_resource_id%5D=2346&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=retargeted_product&secure%5Bplacement_resource_ids%5D%5B%5D=3375&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=3375&secure%5Bresource_id%5D=620&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fanalytics-platforms%3Fpage%3D4&secure%5Btoken%5D=a6ab90f50637b48983850d9483b9c8756dea0f04307048a18b0df8dc6064280f&secure%5Burl%5D=https%3A%2F%2Funanet.com%2Fcrm-aec&secure%5Burl_type%5D=custom_url)

### [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews)

Altair AI Studio (formerly RapidMiner Studio) is a data science tool that anyone can use to design and prototype highly explainable AI and machine learning models that help build trust throughout an organization. Altair AI Studio includes: - Full generative AI functionality with access to hundreds of large language models (LLMs). - Intuitive and powerful drag-and-drop canvases that give users code-like control without complexity. - Award-winning auto ML with automated clustering, predictive modeling, feature engineering, and time series forecasting. - Data connectivity, exploration, and preparation. - Deploy and manage AI projects and models at enterprise scale. - Collaborate with team members in the same environment without having to worry about overwriting each other's work. - Unify the entire data science lifecycle from data exploration and machine learning to model operations and visualization and deploy in the cloud. Altair AI Studio helps users make powerful insights accessible to the entire organization and can scale seamlessly for users and enterprises. Altair AI studio enables organizations to derive significant value from AI with minimal cost and operational impact.

**Average Rating:** 4.6/5.0

**Total Reviews:** 502

#### How Do G2 Users Rate Altair AI Studio?

- **Has the product been a good partner in doing business?:** 8.9/10 (Category avg: 9.1/10)
- **Steps to Answer:** 7.5/10 (Category avg: 8.4/10)
- **Reports Interface:** 8.9/10 (Category avg: 8.7/10)
- **Calculated Fields:** 7.5/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Altair AI Studio?

- **Seller:** [Altair](https://www.g2.com/sellers/altair-186799f5-3238-493f-b3ad-b8cac484afd7)
- **Company Website:** www.altair.com
- **Year Founded:** 1985
- **HQ Location:** Troy, MI
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=bc40bf531df2ca2bbac9a40324b3bf94e73c14f7ec2b90b9b64c29defbdba7b7&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F8323%2F&secure%5Burl_type%5D=linkedin_company_website)  
2,774 employees on LinkedIn®
- **Ownership:** NASDAQ:ALTR

#### Who Uses This Product?

- **Who Uses This:** Student, Data Scientist
- **Top Industries:** Higher Education, Education Management
- **Company Size:** 42% Small, 31% Large

#### What Do G2 Reviewers Say About Altair AI Studio?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of Altair AI Studio, benefiting from its intuitive drag-and-drop interface.
- Users value the **ease of using machine learning without coding** , making it accessible and beneficial for education and organizations.
- Users value the **seamless AI integration** of Altair AI Studio, enhancing decision making and efficiency in data analysis.
- Users value the **advanced machine learning and analytics** in Altair AI Studio, enhancing decision-making and efficiency.
- Users value the **automation features** of Altair AI Studio, streamlining processes and enhancing data analysis efficiency.

##### Cons

- Users find the **complexity** of Altair AI Studio challenging, especially with integration and performance issues.
- Users often face **slow performance with large datasets** , which can impact their overall experience with Altair AI Studio.
- Users report experiencing **slow performance** with Altair AI Studio, especially when working with large or complex datasets.
- Users find the **complexity issues** of Altair AI Studio frustrating, especially due to limited support in Japanese.
- Users find the **complex usage** of Altair AI Studio challenging due to steep learning curves and limited documentation.

#### What Are Recent G2 Reviews of Altair AI Studio?

**["Empowers AI Development with Ease"](https://www.g2.com/survey_responses/altair-ai-studio-review-13205589)**

**Rating:** 4.0/5.0 stars

_— Vivek C._

[Read full review](https://www.g2.com/survey_responses/altair-ai-studio-review-13205589)

**["Great tool for easy data analysis and testing of AI models"](https://www.g2.com/survey_responses/altair-ai-studio-review-12942088)**

**Rating:** 4.5/5.0 stars

_— Sanjeet S._

[Read full review](https://www.g2.com/survey_responses/altair-ai-studio-review-12942088)

#### What Are G2 Users Discussing About Altair AI Studio?

- [What is RapidMiner used for?](https://www.g2.com/discussions/what-is-rapidminer-used-for) - 1 comment
- [What are the data mining tools?](https://www.g2.com/discussions/what-are-the-data-mining-tools)
- [Is RapidMiner open source?](https://www.g2.com/discussions/is-rapidminer-open-source)
- [How do you use the Rapid Miner?](https://www.g2.com/discussions/how-do-you-use-the-rapid-miner)
- [Is Rapid Miner legit?](https://www.g2.com/discussions/is-rapid-miner-legit)

### [Easy Insight](https://www.g2.com/products/easy-insight/reviews)

Easy Insight provides affordable, easy to use SaaS business intelligence. Instant connections to other popular SaaS products such as Basecamp, Zendesk, and Salesforce come with prebuilt dashboards to get you up and running with immediate results. A simple report builder helps you quickly adjust or create any new reports from scratch in a variety of visualizations. When you're ready to move beyond connecting to one or two SaaS products, Easy Insight provides robust ETL capabilities within the product itself to help you import flat file or relational database data, transform and join the data with other data sources, and create everything from beautiful executive dashboards to detailed tables. Extensive and easy to use security features make it easy to limit which data your users can see, enabling you to take a single dashboard and present it differently to everyone in your organization. Each sales rep will see his own data and each project manager her own projects, all operating on that same core set of dashboards and dramatically reducing the cost of rework.

**Average Rating:** 4.8/5.0

**Total Reviews:** 42

#### How Do G2 Users Rate Easy Insight?

- **Has the product been a good partner in doing business?:** 9.9/10 (Category avg: 9.1/10)
- **Steps to Answer:** 8.0/10 (Category avg: 8.4/10)
- **Reports Interface:** 8.1/10 (Category avg: 8.7/10)
- **Calculated Fields:** 7.9/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Easy Insight?

- **Seller:** [Easy Insight](https://www.g2.com/sellers/easy-insight)
- **Year Founded:** 2008
- **HQ Location:** Denver, CO
- **Twitter:** @easyinsight  
513 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=361064c7d54d59e401c82629d54e17cfc737683e6f23dfb94a142bafcc65b3ef&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F259401%2F&secure%5Burl_type%5D=linkedin_company_website)  
3 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Marketing and Advertising, Information Technology and Services
- **Company Size:** 68% Small, 25% Medium

#### What Are Recent G2 Reviews of Easy Insight?

**["Streamline Your Reporting with Easy Insight"](https://www.g2.com/survey_responses/easy-insight-review-8381279)**

**Rating:** 5.0/5.0 stars

_— Brittany F._

[Read full review](https://www.g2.com/survey_responses/easy-insight-review-8381279)

**["A must have"](https://www.g2.com/survey_responses/easy-insight-review-8345034)**

**Rating:** 5.0/5.0 stars

_— Jezreel D._

[Read full review](https://www.g2.com/survey_responses/easy-insight-review-8345034)

#### What Are G2 Users Discussing About Easy Insight?

- [What is Easy Insight used for?](https://www.g2.com/discussions/what-is-easy-insight-used-for)

### [Metabase](https://www.g2.com/products/metabase/reviews)

Metabase is the easy-to-use, open source Business Intelligence tool that lets everyone work with data, with or without SQL, for internal and customer-facing, embedded analytics. Install and setup in 5 minutes. Works with what’s already in your data stack, including SQL and NoSQL databases, from PostgreSQL to MongoDB. Let your whole team explore data on their own, create charts, interactive dashboards, and set up subscriptions and alerts - even to people outside of your org. The native SQL editor and advanced data tools will win over your data team. From Open Source (Always Free) to Enterprise, from Metabase Cloud to self-hosted, Metabase has everything you need scale with you with a number of affordable plans. Try free for 14 days.

**Average Rating:** 4.4/5.0

**Total Reviews:** 145

#### How Do G2 Users Rate Metabase?

- **Has the product been a good partner in doing business?:** 8.9/10 (Category avg: 9.1/10)
- **Steps to Answer:** 8.5/10 (Category avg: 8.4/10)
- **Reports Interface:** 8.9/10 (Category avg: 8.7/10)
- **Calculated Fields:** 8.3/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Metabase?

- **Seller:** [Metabase](https://www.g2.com/sellers/metabase)
- **Year Founded:** 2014
- **HQ Location:** Lucknow, Uttar Pradesh
- **Twitter:** @metabase  
8,751 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=94418dbc300e8479fc3f8566a1b23e8156a6f27eaab8dead6f485ada856cfd18&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F6460313%2F&secure%5Burl_type%5D=linkedin_company_website)  
129 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Product Manager, Business Analyst
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 52% Medium, 34% Small

#### What Do G2 Reviewers Say About Metabase?

_AI-generated summary from verified user reviews_

##### Pros

- Users find Metabase to be **extremely easy to use** , facilitating quick report generation and simplified data exploration.
- Users find Metabase's **implementation ease** remarkable, allowing quick data insights without complexity or heavy setup.
- Users value the **intuitive interface** of Metabase, making data access and report generation effortless for everyone.
- Users commend Metabase for its **user-friendly data visualization** , enabling easy chart creation for all team members.
- Users praise the **easy setup** of Metabase, allowing quick connections to databases without complex configurations.

##### Cons

- Users experience **slow performance** with Metabase, especially during high query volumes and with large datasets.
- Users note the **missing features** in Metabase, particularly in visualizations and lack of integrated AI assistance.
- Users often experience **slow loading times** with Metabase, causing queries to time out and dashboards to lag.
- Users experience **performance issues** with Metabase, including lag and slow processing speeds, especially with large datasets.
- Users feel that the **dashboard creation UI could be improved** for better visualization and chart options.

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

**["Intuitive, Cost-Effective BI That Streamlines Dashboards and Reporting"](https://www.g2.com/survey_responses/metabase-review-12056142)**

**Rating:** 4.0/5.0 stars

_— BHARAT SINGH B._

[Read full review](https://www.g2.com/survey_responses/metabase-review-12056142)

**["User-Friendly and Developer-Friendly BI Tool That’s Easy to Get Started With"](https://www.g2.com/survey_responses/metabase-review-12552560)**

**Rating:** 4.5/5.0 stars

_— SAURABH B._

[Read full review](https://www.g2.com/survey_responses/metabase-review-12552560)

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

- [What are the benefits and drawbacks of using Metabase for your data visualization needs?](https://www.g2.com/discussions/what-are-the-benefits-and-drawbacks-of-using-metabase-for-your-data-visualization-needs)
- [What is Metabase used for?](https://www.g2.com/discussions/metabase-what-is-metabase-used-for) - 1 comment
- [Is Metabase secure?](https://www.g2.com/discussions/is-metabase-secure) - 1 comment, 1 upvote
- [Who uses Metabase?](https://www.g2.com/discussions/who-uses-metabase)
- [Is Metabase free?](https://www.g2.com/discussions/is-metabase-free) - 2 comments

### [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:** 303

#### How Do G2 Users Rate Board?

- **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 9.1/10)
- **Steps to Answer:** 8.4/10 (Category avg: 8.4/10)
- **Reports Interface:** 8.7/10 (Category avg: 8.7/10)
- **Calculated Fields:** 8.5/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Board?

- **Seller:** [Board International](https://www.g2.com/sellers/board-international)
- **Company Website:** www.board.com
- **Year Founded:** 1994
- **HQ Location:** Chiasso, Ticino
- **Twitter:** @BoardSoftware  
27,073 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=f8ce543b4ab52ef9ff3a193f5b9907487af6980029b68461a54f1dd2dbee6a92&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F98246%2F&secure%5Burl_type%5D=linkedin_company_website)  
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% Medium, 40% Large

#### What Do G2 Reviewers Say About Board?

_AI-generated summary from verified user reviews_

##### Pros

- Users find BOARD's interface **easy to use** , enabling quick report generation and seamless updates for customized solutions.
- Users value the **flexibility** of BOARD, enabling tailored solutions that adapt seamlessly to various business processes.
- Users appreciate the **flexibility and ease of integration** of Board, making data management simple and efficient.
- Users value the **efficiency** of BOARD for seamless sales, operations, and merchandising activities in one platform.
- Users value BOARD's **customization capabilities** , allowing tailored solutions that fit organizational cultures and workflows perfectly.

##### Cons

- Users experience **slow performance** with large datasets and complex setups, impacting efficiency and report creation.
- Users find the **steep learning curve** of Board frustrating, often hindering effective usage and efficiency.
- Users often find **missing features** in report creation limits their ability to effectively utilize the platform.
- Users experience **poor visualization** with Board, facing challenges in dashboard design and complex data handling.
- Users often find Board's **complexity** a challenge, especially regarding setup and performance with large datasets.

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

**["Ideal solution for improving business performance"](https://www.g2.com/survey_responses/board-review-10785693)**

**Rating:** 4.5/5.0 stars

_— Lorenzo L._

[Read full review](https://www.g2.com/survey_responses/board-review-10785693)

**["Flexible All-in-One Platform for Planning, Reporting, and Analytics"](https://www.g2.com/survey_responses/board-review-13173372)**

**Rating:** 5.0/5.0 stars

_— Constantinos A._

[Read full review](https://www.g2.com/survey_responses/board-review-13173372)

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

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

### [Plotly Dash Enterprise](https://www.g2.com/products/plotly-dash-enterprise/reviews)

Dash is the trusted solution for operationalizing Python models, allowing data science teams to focus on data and models, while still producing and deploying enterprise-ready apps. What would typically require a team of back-end developers, front-end developers and IT can all be done with Dash. It enables data science teams to build, design, deploy, and securely manage data-driven applications that align with your business goals. Companies can deliver on their data, analytic, and AI initiatives quickly and effectively -- no JavaScript, CSS, CronJobs or DevOps required.

**Average Rating:** 4.8/5.0

**Total Reviews:** 36

#### How Do G2 Users Rate Plotly Dash Enterprise?

- **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 9.1/10)
- **Steps to Answer:** 7.9/10 (Category avg: 8.4/10)
- **Reports Interface:** 8.5/10 (Category avg: 8.7/10)
- **Calculated Fields:** 9.0/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Plotly Dash Enterprise?

- **Seller:** [Plotly](https://www.g2.com/sellers/plotly)
- **Year Founded:** 2013
- **HQ Location:** Montréal, CA
- **Twitter:** @plotlygraphs  
41,308 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=333261e482ab8eeda91d8b94f8944150fd0b5c49c67c2f514107b3eda84f9046&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F3327684%2F&secure%5Burl_type%5D=linkedin_company_website)  
107 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software
- **Company Size:** 47% Small, 31% Large

#### What Do G2 Reviewers Say About Plotly Dash Enterprise?

_AI-generated summary from verified user reviews_

##### Pros

- Users love the **ease of creating beautiful visualizations** with Drag-and-Drop features in Plotly Dash Enterprise.
- Users love the **coding ease** of Plotly Dash Enterprise, allowing simple chart creation through drag and drop functionality.
- Users value the **customer support** of Plotly Dash Enterprise, enhancing their experience with prompt and effective assistance.
- Users love the **intuitive dashboard management** of Plotly Dash Enterprise, enhancing efficiency with easy visualizations and SQL support.
- Users value the **ease of creating stunning visualizations** in Plotly Dash Enterprise, enhancing their data presentation experience.

#### What Are Recent G2 Reviews of Plotly Dash Enterprise?

**["Its the perfect Data Management"](https://www.g2.com/survey_responses/plotly-dash-enterprise-review-10698270)**

**Rating:** 4.5/5.0 stars

_— Maria F._

[Read full review](https://www.g2.com/survey_responses/plotly-dash-enterprise-review-10698270)

**["Dash Dominance in Creating Interactive Web Apps for Your Data Insights"](https://www.g2.com/survey_responses/plotly-dash-enterprise-review-8889756)**

**Rating:** 5.0/5.0 stars

_— Uttam M._

[Read full review](https://www.g2.com/survey_responses/plotly-dash-enterprise-review-8889756)

#### What Are G2 Users Discussing About Plotly Dash Enterprise?

- [What are 3 benefits of a dashboard?](https://www.g2.com/discussions/dash-what-are-3-benefits-of-a-dashboard)
- [What is the best dashboard software?](https://www.g2.com/discussions/dash-what-is-the-best-dashboard-software)
- [How good is Dash?](https://www.g2.com/discussions/how-good-is-dash)
- [What is the function of a dashboard?](https://www.g2.com/discussions/what-is-the-function-of-a-dashboard)

### [Bold BI](https://www.g2.com/products/bold-bi/reviews)

Bold BI® by Syncfusion® is a modern, flexible analytics platform that empowers everyone—from business users to developers—to turn raw data into meaningful insights, fast. Whether you're embedding analytics into your application or building dashboards from scratch, Bold BI makes it easy to deliver powerful, interactive data experiences without compromising on performance or security. With an intuitive no-code, drag-and-drop interface, even non-technical users can create stunning dashboards in minutes. Meanwhile, developers enjoy deep customization through robust APIs, SDKs, and white-labeling options, making it simple to integrate analytics seamlessly into any application. With support for 130+ data sources, including Microsoft SQL Server, Azure SQL Data Warehouse, Oracle, REST APIs, Bold Datahub, and more, Bold BI offers unmatched data flexibility and connectivity. Designed for secure, scalable deployments, the platform’s multi-tenant architecture and enterprise-grade security features single sign-on (SSO) via OAuth2 and OpenID and role-based access control to ensure data protection and simplified user management. Real-time dashboard sharing, scheduled alerts, and export options make collaboration effortless, helping teams stay aligned and make faster, data-driven decisions. Backed by Syncfusion, Bold BI offers end-to-end expert support, ideal for organizations looking to scale their analytics. Customers benefit from 24/5 assistance through free scheduled support calls, live chat, and email—from onboarding to full implementation. NOTE: Older reviews may reference the historical product name, "Syncfusion Dashboard Platform."

**Average Rating:** 4.4/5.0

**Total Reviews:** 88

#### How Do G2 Users Rate Bold BI?

- **Has the product been a good partner in doing business?:** 8.9/10 (Category avg: 9.1/10)
- **Steps to Answer:** 7.9/10 (Category avg: 8.4/10)
- **Reports Interface:** 8.4/10 (Category avg: 8.7/10)
- **Calculated Fields:** 8.3/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Bold BI?

- **Seller:** [Syncfusion](https://www.g2.com/sellers/syncfusion)
- **Company Website:** www.syncfusion.com
- **Year Founded:** 2001
- **HQ Location:** Morrisville, North Carolina
- **Twitter:** @Syncfusion  
11,907 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=819bbd3d7046da28d101a1e5cf5794e766a9f74c4edf4d097116f83e77cc93b3&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F123064%2F&secure%5Burl_type%5D=linkedin_company_website)  
2,709 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 51% Small, 32% Medium

#### What Do G2 Reviewers Say About Bold BI?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **exceptional customer support** from Bold BI, noting prompt responses and authoritative guidance during setup and usage.
- Users appreciate the **ease of use** of Bold BI, highlighting its intuitive design and seamless integration capabilities.
- Users value the **easy integration** with various data sources and platforms, enhancing their analytics experience significantly.
- Users enjoy the **drag-and-drop dashboard customization** of Bold BI, enabling quick creation of impressive, user-friendly dashboards.
- Users value the **seamless embedding capabilities** of Bold BI, enabling quick integration of analytics into their applications.

##### Cons

- Users report encountering **numerous bugs** in Bold BI, especially after updates, impacting overall stability and functionality.
- Users face a **steep learning curve** with Bold BI, necessitating technical knowledge for advanced configurations and setup.
- Users face a **difficult setup** process for Bold BI initially, requiring tutorials and technical knowledge for customization.
- Users often face **software bugs** in Bold BI, particularly during version updates and with Docker and Kubernetes compatibility.
- Users find **dashboard issues** with Bold BI, including setup time, complex configurations, and performance with intricate designs.

#### What Are Recent G2 Reviews of Bold BI?

**["Powerful, Flexible Analytics Platform with Intuitive Design and Excellent Support"](https://www.g2.com/survey_responses/bold-bi-review-12016141)**

**Rating:** 5.0/5.0 stars

_— Mohamed zulfadli A._

[Read full review](https://www.g2.com/survey_responses/bold-bi-review-12016141)

**["Simple, Powerful, and Works Well"](https://www.g2.com/survey_responses/bold-bi-review-10818671)**

**Rating:** 5.0/5.0 stars

_— muhdin m._

[Read full review](https://www.g2.com/survey_responses/bold-bi-review-10818671)

#### What Are G2 Users Discussing About Bold BI?

- [What is Bold BI used for?](https://www.g2.com/discussions/what-is-bold-bi-used-for)
- [What are Microsoft BI tools?](https://www.g2.com/discussions/what-are-microsoft-bi-tools)
- [What are examples of BI tools?](https://www.g2.com/discussions/bold-bi-what-are-examples-of-bi-tools)
- [What is the most popular BI tool?](https://www.g2.com/discussions/what-is-the-most-popular-bi-tool)
- [What is bold bi?](https://www.g2.com/discussions/what-is-bold-bi)

### [Zoho Analytics](https://www.g2.com/products/zoho-analytics/reviews)

Zoho Analytics is a GenAI-powered self-service BI and analytics platform that helps businesses collect, prepare, analyze, and present insights from their data, all within minutes. Integrate with 500+ native data sources, like files, feeds, local and cloud databases, cloud storage, and popular business apps. Clean, transform, enrich, and catalog data with our agentic AI-powered, self-service data preparation and management capabilities. Create and manage complex ETL data pipelines using our visual pipeline builder, process stream data for real-time analytics, and set up a strong metrics layer for quality analysis and management. Zoho Analytics comes with 100+ domain-specific prebuilt reports and dashboards, pre-trained NLQ models, intelligently modeled and blended data across business applications, and lots more. Use our intuitive drag-and-drop visualization builder to build insightful and interactive reports and dashboards using a wide variety of visual components, like charts, widgets, pivot tables, tabular views and more. Generate customized reports and dashboards using simple, natural language with our AI-powered conversational agent, Zia. Ask Zia goes beyond basic reporting; it enables users to perform diagnostic analytics, forecast key metrics, and receive intelligent insights and recommendations. Users can assign tasks and trigger actions just by conversing with our agentic AI, Zia, streamlining their workflows and empowering data-driven decisions. Seamlessly embed Ask Zia into your custom or business applications to deliver contextual insights and actions. Enrich your analysis with automated insights by using our NLG-powered narration engine, Zia Insights. With diagnostic analytics for smarter decision-making, Zia Insights takes automated insights to the next level by bubbling up key drivers for particular business tasks. Enumerate complex business scenarios with what-if analyses, forecast KPIs, uncover trends and patterns with advanced analytical capabilities. Leverage cognitive analysis for keyword extraction and sentiment analysis, and more. Evaluate the best ML models with no-code assistance or develop custom models and functions using Python Code Studio. Zoho Analytics comes with pre-packed ML models (AutoML) that allow you to evaluate and pick the best model for your use case. Alternatively custom models and functions using Python Code Studio Embed our full-fledged analytics platform into other software applications. Craft and present immersive data stories through slideshows or purpose-built analytics portals. Collaborate securely through contextual comment threads and real-time messaging. Zoho Analytics has a robust set of APIs that enables elaborate customization and highly extensible low-code and no-code integration with any technology stack. It also offers a high degree of deployment flexibility (private, public, multi-cloud, and on-premises) and platform extensibility (professional services, partner support, and marketplace). Zoho Analytics is modern and scalable, and it can readily match growing data volumes and usage. Its time-tested and accredited enterprise-grade security features and governance framework ensure continuous data management and stewardship. On top of everything else, the TCO for Zoho Analytics—including licensing, implementation, customization, training, and support—is the lowest in our market.

**Average Rating:** 4.2/5.0

**Total Reviews:** 281

#### How Do G2 Users Rate Zoho Analytics?

- **Has the product been a good partner in doing business?:** 8.5/10 (Category avg: 9.1/10)
- **Steps to Answer:** 8.0/10 (Category avg: 8.4/10)
- **Reports Interface:** 8.1/10 (Category avg: 8.7/10)
- **Calculated Fields:** 8.3/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Zoho Analytics?

- **Seller:** [Zoho](https://www.g2.com/sellers/zoho-b00ca9d5-bca8-41b5-a8ad-275480841704)
- **Year Founded:** 1996
- **HQ Location:** Austin, TX
- **Twitter:** @Zoho  
137,880 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=9c8e45ddb296c32c6c5597ef9ba945c94562c57624f7bd1dcf1a9e9931f71578&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F38373%2F&secure%5Burl_type%5D=linkedin_company_website)  
30,766 employees on LinkedIn®
- **Phone:** +1 (888) 900-9646 

#### Who Uses This Product?

- **Who Uses This:** Director, Business Analyst
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 50% Small, 43% Medium

#### What Do G2 Reviewers Say About Zoho Analytics?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of Zoho Analytics, benefiting from intuitive interfaces and customizable dashboards.
- Users appreciate the **intuitive interface** of Zoho Analytics, allowing for easy data visualization and customizable reports.
- Users commend the **seamless integrations** of Zoho Analytics, allowing easy data consolidation across various Zoho platforms.
- Users appreciate the **intuitive and customizable dashboards** of Zoho Analytics, enhancing their data visualization experience.
- Users value the **data visualization tools** in Zoho Analytics, enabling effective decision-making with visually appealing reports.

##### Cons

- Users face a **steep learning curve** with Zoho Analytics, which can be overwhelming for beginners and hinders productivity.
- Users find **limited customization options** in Zoho Analytics, hindering their ability to tailor the tool effectively.
- Users report a **clunky data integration process** that complicates connecting multiple sources and reviewing long-term trends.
- Users find **integration issues** with Zoho Analytics, making data connections difficult and requiring frequent manual checks.
- Users feel that Zoho Analytics has **missing features** compared to competitors, limiting flexibility and customization options.

#### What Are Recent G2 Reviews of Zoho Analytics?

**["A Powerful, Data-Driven Dashboard Tool with Easy Multi-App Integration"](https://www.g2.com/survey_responses/zoho-analytics-review-12870240)**

**Rating:** 5.0/5.0 stars

_— Arpit S._

[Read full review](https://www.g2.com/survey_responses/zoho-analytics-review-12870240)

**["Excellent Reporting with Zoho Analytics and Zoho Books Sync"](https://www.g2.com/survey_responses/zoho-analytics-review-12722454)**

**Rating:** 5.0/5.0 stars

_— Abhinandan J._

[Read full review](https://www.g2.com/survey_responses/zoho-analytics-review-12722454)

#### What Are G2 Users Discussing About Zoho Analytics?

- [What is Zoho Analytics used for?](https://www.g2.com/discussions/what-is-zoho-analytics-used-for) - 2 comments
- [What is the use of Zoho?](https://www.g2.com/discussions/what-is-the-use-of-zoho) - 1 comment
- [Is Zoho Analytics free?](https://www.g2.com/discussions/is-zoho-analytics-free) - 1 comment
- [How does Zoho Analytics work?](https://www.g2.com/discussions/how-does-zoho-analytics-work)
- [What are the features of Zoho?](https://www.g2.com/discussions/zoho-analytics-what-are-the-features-of-zoho) - 1 comment

### [Gathr.ai](https://www.g2.com/products/gathr-ai/reviews)

Gathr.ai powers AI with complete data context for higher quality intelligence. With day-zero, high-fidelity data discourse, users can get data-backed answers to the ‘why’, ‘what-if’, and ‘how do I’ questions that drive business KPIs forward. This intelligence is delivered natively on top of the organization’s existing data estate — including data warehouses, databases, federated SQL engines, and operational systems. Leading businesses across industries also rely on Gathr.ai to build high-performance data pipelines, bespoke Data+AI solutions, and action-driven analytics experiences. Built for builders, Gathr.ai delivers agility, performance, and control. It snaps into the existing stack — integrating upstream and downstream systems with no extra plumbing. It gives developers starter-kit speed and full extension freedom.

**Average Rating:** 4.8/5.0

**Total Reviews:** 33

#### How Do G2 Users Rate Gathr.ai?

- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 9.1/10)
- **Steps to Answer:** 9.8/10 (Category avg: 8.4/10)
- **Reports Interface:** 9.8/10 (Category avg: 8.7/10)
- **Calculated Fields:** 9.8/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Gathr.ai?

- **Seller:** [Gathr.ai](https://www.g2.com/sellers/gathr-ai)
- **Year Founded:** 2022
- **HQ Location:** Los Gatos, CA, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=23bea0ac47df2a0da7303c7ace19ffd59b5d08c8cac44c527d18fae2d5b1cdd5&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fgathr-one&secure%5Burl_type%5D=linkedin_company_website)  
57 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Associate Software Engineer
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 79% Medium, 21% Large

#### What Do G2 Reviewers Say About Gathr.ai?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **seamless integrations** of Gathr.ai, enabling quick connections and streamlined data processing for analytics.
- Users praise Gathr.ai for its **effective data management capabilities** , enabling seamless access to insightful, quality-driven data analysis.
- Users value the **intuitive drag-and-drop interface** of Gathr.ai, simplifying complex pipeline creation and integration tasks.
- Users appreciate the **ease of use** of Gathr.ai, making data integration fast with its intuitive low-code interface.
- Users appreciate the **easy integrations** of Gathr.ai, enabling quick connections and efficient workflow setups across platforms.

##### Cons

- Users highlight **access issues** due to a lack of native connectors, making integration more complex than necessary.
- Users face **connection issues** with legacy systems but appreciate timely support and updates from Gathr.ai.
- Users find that the **difficult setup** for custom connectors can hinder their experience, despite the smooth integration process.
- Users find the **lack of real-time data** limiting for evaluating and enhancing pipeline performance effectively.
- Users find that **performance optimization requires technical expertise** , making improvements and data monitoring challenging in real-time streaming.

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

**["Enables deep, self-service data exploration"](https://www.g2.com/survey_responses/gathr-ai-review-11440931)**

**Rating:** 5.0/5.0 stars

_— Neha G._

[Read full review](https://www.g2.com/survey_responses/gathr-ai-review-11440931)

**["Simplified data transformation for GenAI success"](https://www.g2.com/survey_responses/gathr-ai-review-11262615)**

**Rating:** 4.5/5.0 stars

_— siddharth g._

[Read full review](https://www.g2.com/survey_responses/gathr-ai-review-11262615)

### [Equals](https://www.g2.com/products/equals/reviews)

The next-generation spreadsheet. Equals is the fastest, most flexible way to measure and report on your SaaS business. Automate your reporting with precision. Analyze from the comfort of a spreadsheet. Powered by live data from Stripe, Salesforce, Hubspot, and your SQL database. ---- We all understand the power and value of data. Yet, amongst the explosion of new tools to help us make sense of it all, we invariably end up back in a spreadsheet. BI tools are inherently complex and one-size-fits-all solutions simply don't cut it. Why? The spreadsheet is the only tool that gives you the flexibility to match the specifics of your business. There's really nothing like it — a canvas on which you can play, move, touch, and feel data while building compounding, sophisticated analyses and reports. Yet, starting analyses in Excel and Sheets is painful. Your data always comes from somewhere else, you have to export it to a CSV, import it into your spreadsheet, and hope you didn't miss anything. And then keeping it up-to-date is the original pain times ten. At Equals, we're building a next-generation spreadsheet that works just like those that came before but is fit for this era of work. It's directly connected to your data and is as unconstrained and flexible as a spreadsheet. It's paired with BI-grade dashboards that are as quick and easy to create as a doc. Based in North America, we have been building software and companies for 10+ years at the likes of Intercom, Atlassian, Stripe, and Loom. We're backed by the best innovators and investors in Silicon Valley, including a16z and Craft Ventures.

**Average Rating:** 4.8/5.0

**Total Reviews:** 39

#### How Do G2 Users Rate Equals?

- **Has the product been a good partner in doing business?:** 9.7/10 (Category avg: 9.1/10)
- **Steps to Answer:** 8.8/10 (Category avg: 8.4/10)
- **Reports Interface:** 9.5/10 (Category avg: 8.7/10)
- **Calculated Fields:** 9.5/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Equals?

- **Seller:** [Equals](https://www.g2.com/sellers/equals)
- **Year Founded:** 2021
- **HQ Location:** US Remote
- **Twitter:** @heyequals  
3,799 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=05c8f8d1fac8287fa7456b26ac70c8877c850482df86e28d85f04a593ecfc069&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fequalshq%2F&secure%5Burl_type%5D=linkedin_company_website)  
26 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** CEO
- **Top Industries:** Computer Software
- **Company Size:** 85% Small, 15% Medium

#### What Do G2 Reviewers Say About Equals?

_AI-generated summary from verified user reviews_

##### Pros

- Users praise the **ease of use** of Equals, enjoying effortless formula writing and intuitive query building.
- Users praise the **setup ease** of Equals, highlighting efficient onboarding and expert assistance for seamless integration.
- Users highlight the **efficiency** of Equals in managing complex data without needing to export to Excel.
- Users appreciate the **seamless integrations** of Equals, allowing efficient data management and analysis from multiple sources.
- Users value the **centralized data reporting** of Equals, enhancing workflow and saving significant time on analysis tasks.

##### Cons

- Users experience occasional **bugs** , including crashes with large data sets and date formatting issues affecting sorting.
- Users report a **slight learning curve** with Equals, finding the interface confusing for newcomers despite good support resources.
- Users often feel the need for a **filters feature** in Equals, noting it as a missing yet essential tool.
- Users find the **complex usage** of Equals can be confusing, particularly for beginners trying to navigate the interface.
- Users find **copy-paste issues** with Equals, noting it lacks the functionality and shortcuts of Excel.

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

**["One of the best tools for GTM Teams"](https://www.g2.com/survey_responses/equals-review-12316749)**

**Rating:** 5.0/5.0 stars

_— Badr E._

[Read full review](https://www.g2.com/survey_responses/equals-review-12316749)

**["Effortless CRM Data Analysis and Dashboard Creation"](https://www.g2.com/survey_responses/equals-review-12082723)**

**Rating:** 4.0/5.0 stars

_— Appu M._

[Read full review](https://www.g2.com/survey_responses/equals-review-12082723)

### [BlazeSQL](https://www.g2.com/products/blazesql/reviews)

It is an AI-Native Self-Service BI Platform, centered around an AI Data Analyst chatbot that queries, analyzes and visualizes data from your SQL Database. It enables true self-service analytics by really understanding and learning about your company and Database, so it can reliably answer everyone's questions on demand. Unlike most tools that claim to do the same, BlazeSQL is not only reliable, but it provides intuitive tooling to provide the AI with context, explains its work to non-technical users so it's not a black box, and provides transparency for admins so they have visibility of all chats and can easily monitor accuracy. It helps non-technical people get insights independently, and technical people work faster. Results from the chat can effortlessly be added to dashboards, exported, saved for tracking, or shared. While Blaze can certainly return specific data or graphs on demand (ex. campaign performance), it can fully apply its intelligence and business understanding by taking a user's high level goals (ex. increasing Return on Ad spend) and autonomously conducting a comprehensive analysis to surface the right insights and make actionable suggestions. That way, it fully leverage's the capabilities of the world's most powerful AI models as they continue to become more and more capable. Advanced capabilities include autonomous agent monitoring & reporting, a slack integration, web research, and dynamic AI integrations with any API. Enterprise security features include Role Based Access Control, a desktop client with an "Offline-mode" that only sends metadata to the cloud but leaves query results completely local, SSO, 2FA, and strong encryption in transit and at-rest. Notable customers such as Yamaha have had success using BlazeSQL, and it continues to be successfully adopted by SMEs and Large enterprises alike. Various case studies and testimonials note results like a data team saving 1.5 days a week, data bottlenecks being eliminated so that business stakeholders are able to make data a daily part of their work and thinking, and teams starting to think more strategically and critically with their analysis to deliver real business impact and growth.

**Average Rating:** 4.3/5.0

**Total Reviews:** 89

#### How Do G2 Users Rate BlazeSQL?

- **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 9.1/10)
- **Steps to Answer:** 8.4/10 (Category avg: 8.4/10)
- **Reports Interface:** 7.6/10 (Category avg: 8.7/10)
- **Calculated Fields:** 8.3/10 (Category avg: 8.5/10)

#### Who Is the Company Behind BlazeSQL?

- **Seller:** [BlazeSQL](https://www.g2.com/sellers/blazesql)
- **HQ Location:** , 
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=b70f48238282db58b868dcfdf4bbeb8dde677c9e7f68835eb670943fc2382f3b&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fblaze-sql%2F&secure%5Burl_type%5D=linkedin_company_website)  
9 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 58% Small, 29% Medium

#### What Do G2 Reviewers Say About BlazeSQL?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **efficiency of BlazeSQL** , enabling quicker data analysis and empowering non-technical users to explore insights.
- Users appreciate the **ease of use** of BlazeSQL, enabling quick data requests and empowering non-technical users.
- Users value the **efficiency and accuracy** of BlazeSQL, enabling fast data analysis and empowering non-technical users.
- Users appreciate the **flexibility** of BlazeSQL, enabling quick adjustments and empowering non-technical users for data analysis.
- Users value the **seamless integrations** of BlazeSQL, enhancing efficiency and empowering non-technical users for data analysis.

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

**["BlazeSQL: Fast, Intuitive Database Exploration That Boosts Productivity"](https://www.g2.com/survey_responses/blazesql-review-13161570)**

**Rating:** 4.5/5.0 stars

_— Muhammed A._

[Read full review](https://www.g2.com/survey_responses/blazesql-review-13161570)

**["BlazeSQL Makes Writing SQL Queries Easy with Natural Language AI"](https://www.g2.com/survey_responses/blazesql-review-13128894)**

**Rating:** 4.5/5.0 stars

_— K Vasanth K._

[Read full review](https://www.g2.com/survey_responses/blazesql-review-13128894)

### [wynEnterprise](https://www.g2.com/products/wynenterprise/reviews)

Discover the story behind your data with Wyn Enterprise. Wyn Enterprise is a seamless embedded business intelligence platform that provides BI reporting, interactive dashboards, scheduling, and distribution tools within any internal or commercial app. With easy-to-use designers, designed for self-service BI, Wyn offers limitless visual data exploration, allowing the everyday user to become data-driven while revealing trends and telling the story behind the data. Whether for your business or your commercial SaaS app, Wyn is an ideal solution for both. Embedded BI for your business provides a holistic view of your business and can lead to more insights, increased team collaboration, and overall business growth. Additionally, embedding Wyn in your SaaS app provides white-label reports and dashboards as part of your own app. Embed Wyn and empower your users with a seamless business intelligence solution. Features: • Seamlessly embedded Business Intelligence: Designed for embedded self-service BI, Wyn provides ad hoc reporting, interactive dashboards, scheduling, and distribution tools within any internal or commercial app. Our platform offers flexible deployment and integration. • Embedding BI with Wyn: Once installed, Wyn is 100% web-based. In your application, Wyn is embedded as a port to provide users the ability to easily create, design, share, export, and distribute dashboards and documents. Seamlessly embed Wyn via Rest API and DIV. Wyn also supports OEM installation and embedding. Additionally, you can integrate with development platforms such as Java, PHP, and .NET through GraphQL API. You can also embed inside customized .NET apps as well as JavaScript frameworks (Angular, React, Vue). • Self-service BI dashboard and reports: Eliminate your dependence on the IT departments and data analysts. Offer every end-user (from code-first to code-free) the ability to create custom ad hoc reports and interactive dashboards. Self-service BI allows users to run their own queries and create their own reports, even if they don’t have a background in statistical analysis, allowing them to turn data into valuable insights for better data driven decisions. • Data Monitoring: Create threshold based notifications and establish Wyn Alerts that are always on to monitor your data. Never miss an opportunity for improvement thanks to real-time monitoring and instant alerts. Integrate your push-notifications with the platform you use everyday - Slack, MS Teams, or email - ensuring that you never miss an alert. •Localization Support: With Custom Localization Support, you’re in control of your dashboard and report. Authors have the ability to localize titles and labels, text explanations, and data visualizations. There is more to localization than just translating words and sentences. Wyn’s custom localization also supports right to left (RTL) languages, regional language options, and number and date formats. •NEW! Natural Language Generation Text Scenario: Introducing InsightIQ, a revolutionary addition to our feature set that transforms the way you interact with your data. InsightIQ is a Natural Language Generation Text Scenario that takes data summarization and insights derivation to a whole new level. This powerful tool allows you to seamlessly distill the essence of your visuals into articulate and easy-to-understand natural language text, facilitating quick reviews and automatic insights extraction. • Built-in multi-tenant support: Wyn's multi-tenant capabilities provides a single centrally administered architecture to serve multiple customers (tenants). These tenants can be within an organization or different businesses, with all its data stored in the SaaS system. Data privacy and securing the data from other tenants are both critical in these deployment scenarios • Date governance and modeling: Wyn allows you to secure and model your raw data. With easy-to-use dashboard and report designers in the same web-based application, end-users can develop their own ad-hoc dashboards and reports based on the secured data. Wyn also allows allows admins to model business data in a structure familiar to users. • Extensible security: Wyn provides extensible security to match your access control needs. Filter and segregate your data and limit your tenant-specific data with the configurable role-based security and user-context definitions. User contexts provide row-level data security in a document or database-level security for a data source. User context acts as an additional layer of data security, extending the role-based security. • Specialized web portals: The software comes with three portals, the document portal; for business end-users, dashboard, and report authors, the admin portal; for admins that configure the server, manage account and security settings, and the resource portal; for data administrators or IT teams. • Pixel-perfect reports: For power users and business users, the report designer tools can help in developing pixel-perfect operational reports, as well as in creating invoices, letters, and account statements among many others. The software further allows you to use ad hoc reporting or the standard enterprise reports. • Efficient Report Sharing: The software also allows you to schedule automated delivery of reports to be sent to your team’s emails. File sharing in various document formats is also supported. Additionally, you can collaborate with your team on report and dashboard designs, and you can share the published versions with others in your enterprise. • Centralized storage; Apart from being a secured platform, Wyn Enterprise also provides centralized storage for all your reports, images, datasets, and configuration settings. Other server resources, such as dashboards, themes, models, users, and roles, are also stored in the same place. The software also allows you to compile data from relational databases, local Excel or CSV files, web sources, and NoSQL data sources. Say Goodbye to User Fees You need a scalable BI platform. You also need to know how much it will cost in the long run. Wyn's scalable licensing model allows room for your business to grow without growth in licensing fees. • No per-user fees • No limits on data size 20+ Years in the Industry Unleash the full potential of embedded ad hoc reporting, driven by the same ActiveReports engine that has led the industry for 20+ years.

**Average Rating:** 4.7/5.0

**Total Reviews:** 38

#### How Do G2 Users Rate wynEnterprise?

- **Has the product been a good partner in doing business?:** 9.7/10 (Category avg: 9.1/10)
- **Steps to Answer:** 9.1/10 (Category avg: 8.4/10)
- **Reports Interface:** 9.2/10 (Category avg: 8.7/10)
- **Calculated Fields:** 8.7/10 (Category avg: 8.5/10)

#### Who Is the Company Behind wynEnterprise?

- **Seller:** [wynEnterprise LLC](https://www.g2.com/sellers/wynenterprise-llc)
- **Company Website:** www.wynenterprise.com
- **Year Founded:** 2018
- **HQ Location:** 7400 Beaufont Springs Dr., St 300, Richmond VA 23225
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=2ea593e5707f7d426a4ce8a7624c14202a3dd6d2c838682621bead7e3937a344&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fwynenterprise%2F&secure%5Burl_type%5D=linkedin_company_website)  
28 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services
- **Company Size:** 53% Small, 37% Medium

#### What Do G2 Reviewers Say About wynEnterprise?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **excellent customer support** from wynEnterprise, ensuring effective assistance and timely issue resolution.
- Users appreciate the **ease of use** of wynEnterprise, finding it simple and fast for impressive data visualization.
- Users value the **flexibility** of wynEnterprise, allowing easy customization and integration for diverse enterprise needs.
- Users value the **impressive reporting features** of wynEnterprise, enhancing presentations and data analysis effectively.
- Users value the **high degree of customization** in wynEnterprise, enabling tailored solutions for diverse business needs.

##### Cons

- Users find the **poor documentation** challenging, making it difficult to navigate the system's extensive features effectively.
- Users find the **complexity** of wynEnterprise challenging, especially due to its advanced features and unintuitive configurations.
- Users find the **lack of detail** in instructions and map renderings disappointing, limiting the product's effectiveness.
- Users note a **lack of documentation** and features in wynEnterprise, which may hinder competitiveness and usability.
- Users find **update issues** cumbersome, as backups are necessary before applying updates, affecting overall efficiency.

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

**["Flexible Dashboards and Centralized Enterprise Data Access Control"](https://www.g2.com/survey_responses/wynenterprise-review-12315453)**

**Rating:** 4.5/5.0 stars

_— Ali E._

[Read full review](https://www.g2.com/survey_responses/wynenterprise-review-12315453)

**["Flexible Visualization for Business Insights"](https://www.g2.com/survey_responses/wynenterprise-review-12170715)**

**Rating:** 4.0/5.0 stars

_— Satyam k._

[Read full review](https://www.g2.com/survey_responses/wynenterprise-review-12170715)

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

- [What is Wyn Enterprise used for?](https://www.g2.com/discussions/what-is-wyn-enterprise-used-for)

### [InsightOut](https://www.g2.com/products/insightout/reviews)

InsightOut is a unified data analytics platform from Treehouse Technology Group that enables business teams to do more with their data. Business users can extract insights and value from their data in context and at scale, with self-service simplicity. Our end-to-end data solution aggregates, cleans, and blends fragmented data across departments — no matter the data source or volume — within a visual command center. With purpose-built dashboards and intuitive visualizations, users have a 360° view of the business and can independently manage and analyze data at the speed of thought, without reliance on IT. Beyond data visualization, automated data discovery surfaces actionable business insights from the underlying data. This enables proactive decision-making to accelerate your time to market, mitigate risk, and enhance your operational efficiency. Designed to support the workflows unique to your organization, InsightOut’s dynamic reporting and native Excel add-in fosters data distribution and collaboration throughout your extended enterprise of internal and external stakeholders. By joining best-in-class solutions in business intelligence and business planning, InsightOut empowers business leaders to drive growth and lead with data. Treehouse Technology Group is a technology and data strategy consulting firm, providing data development and software implementation services since 2014. We are a trusted technology partner to the Fortune 500, world-class innovators, and capital market leaders. Our valued customers include Envision Healthcare, Mars Petcare, Fidelity, Teleflex, Bain Capital, Berkshire Partners, and Wynn Resorts.

**Average Rating:** 4.6/5.0

**Total Reviews:** 49

#### How Do G2 Users Rate InsightOut?

- **Has the product been a good partner in doing business?:** 9.5/10 (Category avg: 9.1/10)
- **Steps to Answer:** 8.8/10 (Category avg: 8.4/10)
- **Reports Interface:** 9.0/10 (Category avg: 8.7/10)
- **Calculated Fields:** 8.8/10 (Category avg: 8.5/10)

#### Who Is the Company Behind InsightOut?

- **Seller:** [Wolf & Company, P.C.](https://www.g2.com/sellers/wolf-company-p-c)
- **Year Founded:** 1911
- **HQ Location:** Boston, Massachusetts
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=f8bbb9fc543d64d7f1ba69c94d69c31d4315ae399306a6b1a57fbe3098d278f7&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fwolf-%26-company-p-c-%2F&secure%5Burl_type%5D=linkedin_company_website)  
546 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Accounting
- **Company Size:** 52% Medium, 38% Small

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

**["Great job in field of Transportation and Logistics"](https://www.g2.com/survey_responses/insightout-review-8348214)**

**Rating:** 5.0/5.0 stars

_— Shivam S._

[Read full review](https://www.g2.com/survey_responses/insightout-review-8348214)

**["InsightOut is taking us to the next level of data analytics!"](https://www.g2.com/survey_responses/insightout-review-8198660)**

**Rating:** 5.0/5.0 stars

_— Greg D._

[Read full review](https://www.g2.com/survey_responses/insightout-review-8198660)

### [Astrato](https://www.g2.com/products/astrato/reviews)

𝗔𝘀𝘁𝗿𝗮𝘁𝗼 𝗔𝗻𝗮𝗹𝘆𝘁𝗶𝗰𝘀 𝗶𝘀 𝗮 𝘄𝗮𝗿𝗲𝗵𝗼𝘂𝘀𝗲-𝗻𝗮𝘁𝗶𝘃𝗲 𝗯𝘂𝘀𝗶𝗻𝗲𝘀𝘀 𝗶𝗻𝘁𝗲𝗹𝗹𝗶𝗴𝗲𝗻𝗰𝗲 𝗽𝗹𝗮𝘁𝗳𝗼𝗿𝗺 𝘁𝗵𝗮𝘁 𝗲𝗻𝗮𝗯𝗹𝗲𝘀 𝗼𝗿𝗴𝗮𝗻𝗶𝘀𝗮𝘁𝗶𝗼𝗻𝘀 𝘁𝗼 𝗯𝘂𝗶𝗹𝗱, 𝗲𝗺𝗯𝗲𝗱, 𝗮𝗻𝗱 𝘀𝗵𝗮𝗿𝗲 𝗶𝗻𝘁𝗲𝗿𝗮𝗰𝘁𝗶𝘃𝗲 𝗱𝗮𝘀𝗵𝗯𝗼𝗮𝗿𝗱𝘀 𝗮𝗻𝗱 𝗱𝗮𝘁𝗮 𝗮𝗽𝗽𝗹𝗶𝗰𝗮𝘁𝗶𝗼𝗻𝘀 𝗱𝗶𝗿𝗲𝗰𝘁𝗹𝘆 𝗼𝗻 𝘁𝗼𝗽 𝗼𝗳 𝗰𝗹𝗼𝘂𝗱 𝗱𝗮𝘁𝗮 𝘄𝗮𝗿𝗲𝗵𝗼𝘂𝘀𝗲𝘀 𝗶𝗻𝗰𝗹𝘂𝗱𝗶𝗻𝗴 𝗦𝗻𝗼𝘄𝗳𝗹𝗮𝗸𝗲, 𝗕𝗶𝗴𝗤𝘂𝗲𝗿𝘆, 𝗗𝗮𝘁𝗮𝗯𝗿𝗶𝗰𝗸𝘀, 𝗖𝗹𝗶𝗰𝗸𝗛𝗼𝘂𝘀𝗲, 𝗦𝘂𝗽𝗮𝗯𝗮𝘀𝗲, 𝗔𝗺𝗮𝘇𝗼𝗻 𝗥𝗲𝗱𝘀𝗵𝗶𝗳𝘁, 𝗣𝗼𝘀𝘁𝗴𝗿𝗲𝗦𝗤𝗟, 𝗮𝗻𝗱 𝗗𝗿𝗲𝗺𝗶𝗼. Astrato's zero-copy architecture connects to the warehouse via a live-query engine, which means every dashboard, report, and workflow runs against the source data in real time — without extracts, data movement, or cached copies. Security policies such as row-level access controls and PII masking are inherited directly from the warehouse, reducing governance overhead for IT and data teams. 𝗧𝗵𝗲 𝗽𝗹𝗮𝘁𝗳𝗼𝗿𝗺 𝘀𝘂𝗽𝗽𝗼𝗿𝘁𝘀 𝘁𝗵𝗿𝗲𝗲 𝗽𝗿𝗶𝗺𝗮𝗿𝘆 𝘂𝘀𝗲 𝗰𝗮𝘀𝗲𝘀: • 𝗚𝘂𝗶𝗱𝗲𝗱 𝘀𝗲𝗹𝗳-𝘀𝗲𝗿𝘃𝗶𝗰𝗲 𝗕𝗜. A no-code interface with 70+ out-of-the-box chart types allows business users to explore data, build dashboards, and generate reports without SQL. A shared semantic layer ensures governed, reusable metric definitions across all users and content. No-code Actions let designers chain clicks, filters, and navigation into guided flows — so end users get an app-like experience, not a blank dashboard. • 𝗖𝘂𝘀𝘁𝗼𝗺𝗲𝗿-𝗳𝗮𝗰𝗶𝗻𝗴 𝗮𝗻𝗱 𝗶𝗻𝘁𝗲𝗿𝗻𝗮𝗹 𝗲𝗺𝗯𝗲𝗱𝗱𝗲𝗱 𝗮𝗻𝗮𝗹𝘆𝘁𝗶𝗰𝘀. Fully white-labeled dashboards and workflows can be embedded into external products, portals, CRMs, ERPs, and intranet tools. Three embedding modes are supported — single object, grouped visuals, or full interactive workbooks — delivered via iframe with mobile-responsive layouts. Multi-tenant isolation is enforced at both warehouse and application level via row-level filters, group permissions, and SSO pass-through. Built-in usage telemetry tracks engagement, exploration patterns, and drop-off. • 𝗢𝗽𝗲𝗿𝗮𝘁𝗶𝗼𝗻𝗮𝗹 𝗱𝗮𝘁𝗮 𝗮𝗽𝗽𝘀 𝗮𝗻𝗱 𝘄𝗼𝗿𝗸𝗳𝗹𝗼𝘄𝘀. Writeback capabilities let users push data back into the warehouse from any dashboard, app, or embedded view — supporting planning, forecasting, approvals, and field updates. No-code forms with validation, conditional logic, and multi-step flows can be built without engineering. Action buttons can trigger stored procedures, external functions, Salesforce updates, Slack posts, and emails, so analytics drive downstream action. 𝗔𝗱𝗱𝗶𝘁𝗶𝗼𝗻𝗮𝗹 𝗰𝗮𝗽𝗮𝗯𝗶𝗹𝗶𝘁𝗶𝗲𝘀 𝗶𝗻𝗰𝗹𝘂𝗱𝗲: • 𝗦𝗰𝗵𝗲𝗱𝘂𝗹𝗲𝗱 𝗿𝗲𝗽𝗼𝗿𝘁𝗶𝗻𝗴 & 𝗱𝗶𝘀𝘁𝗿𝗶𝗯𝘂𝘁𝗶𝗼𝗻. Live, branded reports generated from the warehouse and delivered automatically in PDF, Excel, PowerPoint, or image format to email, Slack, Microsoft Teams, or SharePoint. Teams can upload their own Excel or PowerPoint templates and have them populated with live data at run-time. Per-recipient row-level security ensures governed distribution, and reports can be archived to S3, Google Drive, or SharePoint for audit and compliance. • 𝗚𝗲𝗻 𝗔𝗜 & 𝗕𝗜 𝗖𝗼𝗽𝗶𝗹𝗼𝘁. Contextual AI Insights generate summaries that regenerate as users filter and drill. BI Copilot accelerates build time by generating chart titles, business-friendly field labels, and complex measures like YoY growth or retention from plain-language input. Custom Report lets end users ask questions in natural language and get visualizations back. Every AI output is grounded in the semantic layer. Bring your own LLM — Snowflake Cortex, OpenAI, Azure OpenAI, Claude by Anthropic, or Google Gemini — or use the default provider. With Snowflake Cortex, queries execute inside the warehouse and data never leaves. Admins control AI features via independent per-capability toggles. • 𝗘𝗺𝗯𝗲𝗱𝗱𝗶𝗻𝗴 𝗮𝗻𝗱 𝗶𝗻𝘁𝗲𝗴𝗿𝗮𝘁𝗶𝗼𝗻. Dashboards can be embedded with full white-label control over colours, fonts, logos, layout, and domain. Authentication is handled via SSO pass-through, OAuth, or token-based access. SCIM and APIs support automated user provisioning at scale. • 𝗚𝗼𝘃𝗲𝗿𝗻𝗮𝗻𝗰𝗲 & 𝗹𝗶𝗳𝗲𝗰𝘆𝗰𝗹𝗲 𝗰𝗼𝗻𝘁𝗿𝗼𝗹. Role-based access control across view, edit, design, export, and admin. Workbook lifecycle governance with draft, version, publish workflows and change tracking. Row-level security inherited from the warehouse or configured per semantic layer. • 𝗘𝗻𝘁𝗲𝗿𝗽𝗿𝗶𝘀𝗲-𝗴𝗿𝗮𝗱𝗲 𝘀𝗲𝗰𝘂𝗿𝗶𝘁𝘆 & 𝗰𝗼𝗺𝗽𝗹𝗶𝗮𝗻𝗰𝗲: SOC 2 Type II, ISO 27001 certified, HIPAA compliant, GDPR-ready. Snowflake Technology Partner and Google Cloud Ready – BigQuery. Astrato is used by data teams, product teams, and analytics leaders across SaaS companies, data businesses, agencies, and enterprises. Pricing is structured to scale with embedded use cases involving large numbers of external users.

**Average Rating:** 4.7/5.0

**Total Reviews:** 24

#### How Do G2 Users Rate Astrato?

- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 9.1/10)
- **Steps to Answer:** 8.6/10 (Category avg: 8.4/10)
- **Reports Interface:** 9.5/10 (Category avg: 8.7/10)
- **Calculated Fields:** 9.0/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Astrato?

- **Seller:** [Astrato Analytics](https://www.g2.com/sellers/astrato-analytics)
- **Year Founded:** 2023
- **HQ Location:** London, GB
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=58568337ed693be75e00ef010f08df67b56a0d6c497906bc9824a62b5bdd46e2&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fastratoanalytics%2F&secure%5Burl_type%5D=linkedin_company_website)  
32 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 40% Medium, 32% Small

#### What Do G2 Reviewers Say About Astrato?

_AI-generated summary from verified user reviews_

##### Pros

- Users commend the **ease of use** of Astrato, enjoying its intuitive interface and seamless integration for analytics.
- Users commend Astrato's **exceptional customer support** , noting its ability to significantly reduce the learning curve.
- Users value the **seamless integrations** with data warehouses like Snowflake, enhancing their analytics capabilities effortlessly.
- Users appreciate the **easy-to-use, no-code experience** of Astrato, allowing quick data exploration and dashboard creation.
- Users commend the **dynamic dashboard customization** in Astrato, enabling seamless integration and user-friendly data manipulation.

##### Cons

- Users note the **missing features** in Astrato, which hinder efficiency compared to more established BI tools.
- Users find Astrato **buggy and challenging** , especially due to its newness, affecting user experience and efficiency.
- Users find **complex data modeling** challenging in Astrato, requiring advanced skills for optimal results with large datasets.
- Users find Astrato's **complex usage** challenging, especially compared to established tools, despite efforts from the development team.
- Users note a **steep learning curve** with Astrato due to bugs and its evolving interface, impacting usability.

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

**["Intuitive, Flexible Platform for Powerful Data Analysis"](https://www.g2.com/survey_responses/astrato-review-12432634)**

**Rating:** 5.0/5.0 stars

_— David M._

[Read full review](https://www.g2.com/survey_responses/astrato-review-12432634)

**["Real-time insights by getting the most out of whatever sits underneath"](https://www.g2.com/survey_responses/astrato-review-12432983)**

**Rating:** 5.0/5.0 stars

_— Sergio d._

[Read full review](https://www.g2.com/survey_responses/astrato-review-12432983)

### [ILUM](https://www.g2.com/products/ilum-ilum/reviews)

Ilum: A Data Platform Built by Data Engineers, for Data Engineers Ilum is a Data Lakehouse platform that unifies data management, distributed processing, analytics, and AI workflows for AI engineers, data engineers, data scientists, and analysts. It belongs to the Data Platform, Data Lakehouse, and Data Engineering software categories and supports flexible deployment across cloud, on-premise, and hybrid environments. Ilum enables technical teams to build, operate, and scale modern data infrastructure using open standards. It integrates tools for batch processing, stream processing, notebook-based exploration, workflow orchestration, and business intelligence, All In a Single Platform. Ilum supports modern open table formats like Delta Lake, Apache Iceberg, Apache Hudi, and Apache Paimon. It also offers native integration with Apache Spark and Trino for compute, with Apache Flink support currently in development. Key features include: - SQL Editor: Query Delta, Iceberg, Hudi, or Spark SQL with autocomplete, result previews, and metadata inspection. - Data Lineage & Catalog: Visualize data flow using OpenLineage and explore datasets through a searchable Data Catalog. - Notebook Integration: Use built-in Jupyter notebooks pre-wired to Spark, metadata, and your data environment for exploration or modeling. - Spark Job Management: Submit, monitor, and debug Spark jobs with integrated logs, metrics, scheduling, and a built-in Spark History Server. - Trino Support: Run federated queries across multiple data sources using Trino directly from within Ilum. - Declarative Pipelines: Define repeatable ETL and analytics pipelines, with dependency tracking and recovery logic. - Automatic ERD Diagrams: Instantly generate ER diagrams from schemas to aid in data understanding and onboarding. - ML Experimentation & Tracking: Includes MLflow for managing experiments, tracking parameters, metrics, and artifacts, fully integrated with notebooks and data pipelines to streamline model development workflows. - AI Integration & Deployment: Supports both classical ML and modern AI use cases, including GenAI workflows, vector search, and embedding-based applications. Models can be registered, versioned, and deployed for inference within declarative pipelines. - Built-in AI Agent Interface: Ilum integrates, providing a GPT-style interface to interact with your data, trigger pipelines, generate SQL, or explore metadata using natural language, bringing GenAI capabilities directly into your data platform. - BI Dashboards: Native support for Apache Superset, with JDBC integration for Tableau, Power BI, and other BI tools. Additional highlights: - Multi-Cluster Management: Connect multiple Spark or Kubernetes clusters to scale and isolate workloads. - Fine-Grained Access Control: LDAP, OAuth2, and Hydra integration for secure, role-based access. - Hybrid Ready: Designed to replace Databricks or Cloudera in environments where cloud adoption is partial, regulated, or not possible.

**Average Rating:** 4.9/5.0

**Total Reviews:** 23

#### How Do G2 Users Rate ILUM?

- **Has the product been a good partner in doing business?:** 9.7/10 (Category avg: 9.1/10)
- **Steps to Answer:** 9.8/10 (Category avg: 8.4/10)
- **Reports Interface:** 10.0/10 (Category avg: 8.7/10)
- **Calculated Fields:** 9.8/10 (Category avg: 8.5/10)

#### Who Is the Company Behind ILUM?

- **Seller:** [Ilum](https://www.g2.com/sellers/ilum)
- **Company Website:** ilum.cloud
- **Year Founded:** 2019
- **HQ Location:** Santa Fe, US
- **Twitter:** @IlumCloud  
19 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=1fbd1d37d0b9f349ede11be8e26481a08073e5b7f53b306080db734d9789f8fb&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Filum-cloud%2F&secure%5Burl_type%5D=linkedin_company_website)  
4 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Telecommunications
- **Company Size:** 52% Large, 35% Medium

#### What Do G2 Reviewers Say About ILUM?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of ILUM, enjoying seamless integration and a smooth workflow for managing data.
- Users value the **seamless integration** of ILUM with existing systems, enhancing efficiency in data management and analytics.
- Users appreciate the **seamless integrations** of ILUM, enhancing data management and analytics with a unified, efficient platform.
- Users value the **quick and seamless setup** of ILUM, appreciating its ease of integration and efficiency.
- Users appreciate the **easy integrations** of ILUM, smoothly fitting into existing systems without major rewrites.

##### Cons

- Users find the **complex setup** for advanced configurations of ILUM can be challenging for newcomers to navigate.
- Users find the **difficult setup** process of ILUM challenging, requiring significant effort and experimentation to optimize configurations.
- Users find the **learning curve steep** for advanced features in ILUM, requiring time to adapt and configure settings.
- Users note that **UI improvements** are needed for easier access to advanced settings and configurations in ILUM.
- Users find some aspects of ILUM's setup **complex and unintuitive** , requiring considerable effort to configure effectively.

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

**["From Hadoop to K8s with lower TCO"](https://www.g2.com/survey_responses/ilum-review-11862422)**

**Rating:** 5.0/5.0 stars

_— Mark D._

[Read full review](https://www.g2.com/survey_responses/ilum-review-11862422)

**["Seamless Integration and Unified Features for Advanced Users"](https://www.g2.com/survey_responses/ilum-review-11904273)**

**Rating:** 5.0/5.0 stars

_— Jan L._

[Read full review](https://www.g2.com/survey_responses/ilum-review-11904273)

### [Phocas Software](https://www.g2.com/products/phocas-software/reviews)

Phocas Software delivers cloud-based business intelligence (BI) and financial planning and analysis (FP&A) solutions for mid-market businesses in wholesale distribution, manufacturing, and retail. Phocas delivers an intuitive, accessible platform that simplifies data analysis and financial planning, empowering organizations to make confident, data-driven decisions. Seamlessly integrating with ERP systems and any other source, Phocas consolidates data into a centralized platform. Unlocking the potential of ERP data and delivering improvements at every business level. Its BI core enables users to explore data, spot trends, and find opportunities. FP&A tools support dynamic financial reporting, flexible budgeting, performance tracking and accurate forecasts. Plus, Phocas offers automated rebate management. Phocas Analytics A BI tool that connects businesses around one central data source. It’s fast, secure and designed to be self-serve for everyone. Up-to-date data is easy to access and explore empowering people to understand and improve the business at any level – by branch, division, sales, product, customer. • Data consolidation: ERP + other data sources automatically consolidated into a centralized platform • AI natural language: query data using Phocas AI and get instant answers • Drill down: Explore data from high-level overviews to transactional detail • Enhanced analysis: Flexible pivot tables enable custom data analysis • Ad hoc reporting: Build custom reports and dashboards in minutes and with ease • Visualizations & dashboards: Transform live data into custom dashboards, charts, graphs and sparklines Phocas Financial Statements Designed to help businesses easily and accurately report on their financial health and performance. ERP numbers are transformed into dynamic profit and loss (income statement), balance sheet and cashflow statements. Empowering users to quickly explore data in detail and to proactively solve problems. • Customize: Easily adjust statements to suit cross-functional teams • Fast: speed up month-end with automated financial data consolidation and reporting • Live actuals: work with reliable, up-to-date actuals with formulas and ratios baked into the tool • Drill down: slice, dice and drill down to transaction-level detail • Side-by-side analysis: compare statements across different periods, branches, divisions • User-based access: secure visibility and direction for end business users Phocas Budgets & Forecasts Consolidates planning across the business in one place – financial budgets, sales forecasts, headcount, demand planning. As easy to use as a spreadsheet, just faster and custom-built. • Automated: budgets and forecasts are populated with live ERP data so actuals are always reliable • Flexible: adapts to growing business needs; handles increased complexity, detailed planning • Easy tracking: use live actuals to regularly track performance, compare to budgets, quickly reforecast • Collaborative: assignment, submission and approval processes make cross-functional input quick and stress-free • Versatile: facilitates driver-based, multi-level, 3-statement budgeting, unlimited scenario planning Phocas Rebates Automated payable and receivable rebate management that improves accuracy and delivers more profitable outcomes. A self-serve tool that makes it easy to identify trends, spot near misses, and assess overall performance. With real-time updates, users can quickly optimize product offers, pricing, and purchasing decisions to align with emerging opportunities. Enabling businesses to maximize profitability and strengthen partnerships.

**Average Rating:** 4.6/5.0

**Total Reviews:** 188

#### How Do G2 Users Rate Phocas Software?

- **Has the product been a good partner in doing business?:** 9.0/10 (Category avg: 9.1/10)
- **Steps to Answer:** 8.5/10 (Category avg: 8.4/10)
- **Reports Interface:** 8.6/10 (Category avg: 8.7/10)
- **Calculated Fields:** 8.2/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Phocas Software?

- **Seller:** [Phocas Software](https://www.g2.com/sellers/phocas-software)
- **Company Website:** www.phocassoftware.com
- **Year Founded:** 1999
- **HQ Location:** Sydney, AU
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7eb9c21d1181e3923b0fde959f16f1699c72049f69befd87e6910ef659203119&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1114241%2F&secure%5Burl_type%5D=linkedin_company_website)  
331 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Wholesale, Electrical/Electronic Manufacturing
- **Company Size:** 66% Medium, 23% Small

#### What Do G2 Reviewers Say About Phocas Software?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of Phocas Software, enabling straightforward data interpretation and effective decision-making.
- Users praise Phocas Software for its **intuitive capabilities** that simplify data analysis and enhance decision-making.
- Users value **fast and clear data analysis** in Phocas Software, facilitating informed decision-making with ease.
- Users value the **easy report creation** in Phocas Software, enabling quick, defensible insights for decision-making.
- Users appreciate the **reporting efficiency** of Phocas Software, enabling quick, credible insights for informed decision-making.

##### Cons

- Users find **feature improvements necessary** for Phocas Software, particularly in budgeting and user experience at scale.
- Users note that **improvements are needed** in data handling, budgeting, and user experience for better efficiency.
- Users report **missing features** in Phocas Software, impacting operational efficiency and user experience in complex environments.
- Users express frustration over **missing functionality** like real-time data access and limited contract-level intelligence in Phocas Software.
- Users report encountering **bugs and date format issues** that complicate setup and lead to time-consuming troubleshooting.

#### What Are Recent G2 Reviews of Phocas Software?

**["Phocas Software: Delivering Decision-Ready Insight, Commercial Control, and Governance at Scale"](https://www.g2.com/survey_responses/phocas-software-review-12082649)**

**Rating:** 5.0/5.0 stars

_— Lyndon R._

[Read full review](https://www.g2.com/survey_responses/phocas-software-review-12082649)

**["Effortless Data Integration and Visualization with Phocas"](https://www.g2.com/survey_responses/phocas-software-review-12057725)**

**Rating:** 5.0/5.0 stars

_— Matthew W._

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#### What Are G2 Users Discussing About Phocas Software?

- [What is Phocas Software used for?](https://www.g2.com/discussions/what-is-phocas-software-used-for) - 1 comment

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[Browse Analytics Platforms Themes](/categories/analytics-platforms/themes)

 ![Tian Lin](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Tian Lin")
TL

Researched and written by [Tian Lin](https://research.g2.com/insights/author/tian-lin)

Updated July 2, 2025

Analytics platforms provide a tool set for businesses to transform raw data into meaningful, actionable insights. They enable organizations to explore data, uncover trends, forecast future outcomes, and support informed decision making.

Unlike tools limited to reporting on past performance, analytics platforms often include advanced capabilities such as predictive modeling, statistical analysis, and machine learning (ML). These platforms are designed to be flexible and scalable, supporting a wide range of use cases across the business.

These platforms are used in nearly every business function, from marketing and sales to finance, operations, and HR, supporting both strategic planning and day-to-day performance monitoring. From data analysts and scientists to business stakeholders and executives, analytics platforms are used by a wide range of personas. While analysts focus on exploring data and generating insights, self-service tools now enable non-technical users to interact directly with data. IT teams support platform integration and security, reflecting the growing push to democratize data access and embed analytics into daily decision-making across the organization.

Analytics platforms support critical functions such as data blending and modeling, enabling users to combine data from diverse sources and build robust, interconnected data models. The visual outputs — dashboards, reports, and interactive charts — help users explore trends, drill down into granular details, and communicate insights clearly.

Unlike standalone data visualization tools, which are limited to presenting information, analytics platforms encompass the full analytical workflow. Many also offer advanced capabilities such as embedded analytics, natural language query, and augmented analytics, which leverage ML to automate insight discovery and make data exploration more accessible to a broader audience.

Analytics platforms and [business intelligence (BI) software](https://www.g2.com/categories/business-intelligence) often work in tandem to support data-driven organizations. While BI tools focus on tracking and reporting historical performance through dashboards and key performance indicators (KPI), analytics platforms provide broader capabilities that support exploratory analysis and strategic planning. BI answers "what happened," while analytics platforms help users understand why it happened and what might happen next. Rather than replacing BI, analytics platforms complement it by enabling deeper insights and empowering a wider range of users across the organization.

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

- Ingest and integrate data from a wide range of structured and semi-structured sources
- Prepare and transform data using built-in tools for cleaning, enrichment, and formatting
- Support connections to diverse data sources, including file uploads, databases, application programming interfaces (API), and SaaS apps
- Enable users to model data relationships, join datasets, and explore data interactively
- Offer tools to build meaningful business reports, dashboards, and visualizations
- Allow creation and sharing of internal analytics applications or embedded insights across teams

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