# Best Analytics Platforms for Small Business - Page 2

## 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=1213&focus%5B%5D=29364&focus%5B%5D=1327283&focus%5B%5D=989&focus%5B%5D=610&focus%5B%5D=5981&focus%5B%5D=20158&focus%5B%5D=5048)

Highlighted products: Tableau, Microsoft Power BI, SAS Viya, Alteryx, GoodData.AI, Yellowfin BI, Amazon QuickSight, and Looker.

Underlying data: [Grid® JSON](https://www.g2.com/categories/analytics-platforms/grids.json?focus%5B%5D=tableau&focus%5B%5D=microsoft-microsoft-power-bi&focus%5B%5D=sas-sas-viya&focus%5B%5D=alteryx&focus%5B%5D=gooddata-ai&focus%5B%5D=yellowfin-bi&focus%5B%5D=amazon-quicksight&focus%5B%5D=looker&segment=small-business)

**Sponsored**

### Google Cloud Speech-to-Text

Google Cloud’s Speech API processes more than 1 billion voice minutes per month with close to human levels of understanding for many commonly spoken languages. Powered by the best of Google's AI research and technology, Google Cloud's Speech-to-Text API helps you accurately transcribe speech into text in 73 languages and 137 different local variants. Leverage Google’s most advanced deep learning neural network algorithms for automatic speech recognition (ASR) and deploy ASR wherever you need it, whether in the cloud with the API, on-premises with Speech-to-Text On-Prem, or locally on any device with Speech On-Device.

[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=2026-08-07T08%3A09%3A18Z&secure%5Bdisplayable_resource_id%5D=1597&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=retargeted_product&secure%5Bplacement_resource_ids%5D%5B%5D=21471&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=21471&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%2Fsmall-business%3Fattributes%255B110%255D%3Dall%26page%3D2%26selected_view%3Dgrid&secure%5Btoken%5D=3e3f166743c5b2736ab41a8200eb2e37b42d1beaf5f560ef16e7dfccede91ba3&secure%5Burl%5D=https%3A%2F%2Fcloud.google.com%2Fspeech-to-text%3Futm_source%3DG2%26utm_medium%3Ddisplay%26utm_campaign%3DCloud-SS-DR-GCP-1713658-GCP-DR-NA-US-en-G2-Display-Banner-All-%2525epid%21-%2525ecid%21-speechtotext%26utm_content%3D%257Bdevice%257D-%257Badgroupid%257D-%257Bnetwork%257D-%257Btargetid%257D-%257Bloc_physical_ms%257D-%257Bcampaignid%257D&secure%5Burl_type%5D=custom_url)

### [Sigma](https://www.g2.com/products/sigma-computing-sigma/reviews)

Sigma is the AI runtime layer for analytics, agents, and apps built on live warehouse data. It is a cloud analytics and business intelligence platform that helps business and technical teams explore live data, build reports and applications, and deploy AI agents directly on a cloud data warehouse, using a familiar spreadsheet interface alongside SQL, Python, and AI. - Analytics: Use Sigma for classic business intelligence workloads like pixel-perfect reporting, embedded analytics, and self-service access to data in an Excel-like interface. Build with AI, spreadsheet functions, SQL, or Python. - Agents: Deploy AI agents that act on live data and run multi-step workflows. Build them with natural language and your choice of enterprise LLM or warehouse AI. - Apps: Build AI Apps for operational work like planning and forecasting, scenario modeling, and approval routing, with writeback and governance automatically configured. Every artifact in Sigma inherits the security, permissions, and row-level access already set in the cloud data warehouse. Because governance is enforced at the source, anything a team builds is IT-approved from the start. Sigma solves a persistent tradeoff in enterprise data work. Business teams typically wait on a central data team to build reports and tools, while ad hoc AI and app-building tools produce work that sits outside IT's control. Sigma removes that tradeoff by keeping analysis, reporting, applications, and agents on live warehouse data under one set of permissions, so non-technical users build what they need while IT keeps a single, auditable system of control. Founded in 2014, Sigma is a privately held company headquartered in San Francisco, with offices in New York, London, and Sydney. More than 2,000 companies trust Sigma, including DoorDash, Blackstone, JPMorgan Chase, and Figma. Sigma is the business intelligence partner of the year for both Snowflake (2023-2026) and Databricks (2025-2026).

**Average Rating:** 4.4/5.0

**Total Reviews:** 544

#### How Do G2 Users Rate Sigma?

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

#### Who Is the Company Behind Sigma?

- **Seller:** [Sigma Computing](https://www.g2.com/sellers/sigma-computing)
- **Company Website:** www.sigmacomputing.com
- **Year Founded:** 2014
- **HQ Location:** San Francisco, California
- **Twitter:** @sigmacomputing  
1,556 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=5e14ee06cc1c883d366c909e7de99c7c57ae9e81a07430a53fa07ee0dbfed5f4&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F7801411%2F&secure%5Burl_type%5D=linkedin_company_website)  
1,415 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Data Analyst, Customer Success Manager
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 58% Medium, 21% Large

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

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of Sigma, finding it intuitive and simple to learn and navigate.
- Users love the **user-friendly interface** of Sigma, making it easy to create and manage metrics and dashboards.
- Users value the **responsive customer support** from Sigma, ensuring timely resolutions and effective assistance for their needs.
- Users find Sigma's **data handling capabilities** invaluable, simplifying processing and visualization for daily projects.
- Users appreciate how Sigma provides **clear and interactive data visualizations** , making complex datasets easy to analyze and understand.

##### Cons

- Users report that **loading times can be slow** , causing inefficiencies and frustration during use of Sigma.
- Users experience **slow performance** with Sigma, especially when handling complex tasks or larger datasets.
- Users find **limited customization** options in Sigma, restricting advanced visualizations and flexible formatting for their needs.
- Users find the **learning curve steep** , struggling to navigate dashboard building and limited resources for support.
- Users note the **missing features** in Sigma, such as limited visualizations and lack of scripting integration, affecting flexibility.

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

**["Easiest BI Tool: Live Snowflake Data in a Spreadsheet-Like Experience"](https://www.g2.com/survey_responses/sigma-review-12573150)**

**Rating:** 4.0/5.0 stars

_— Keerthan P._

[Read full review](https://www.g2.com/survey_responses/sigma-review-12573150)

**["Sigma unlocks data value for our organization"](https://www.g2.com/survey_responses/sigma-review-10895340)**

**Rating:** 5.0/5.0 stars

_— Austin M._

[Read full review](https://www.g2.com/survey_responses/sigma-review-10895340)

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

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

### [Domo](https://www.g2.com/products/domo/reviews)

Domo's AI and Data Products Platform empowers organizations to turn data into actionable insights and solutions. It allows users to seamlessly connect diverse data sources, prepare data for use, and generate dynamic reports and visualizations—all within a single interface. With built-in AI and automation capabilities, teams can easily build and use AI agents, streamline workflows, and create tailored solutions.

**Average Rating:** 4.3/5.0

**Total Reviews:** 1,043

#### How Do G2 Users Rate Domo?

- **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:** 8.2/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Domo?

- **Seller:** [Domo](https://www.g2.com/sellers/domo)
- **Company Website:** www.domo.com
- **Year Founded:** 2010
- **HQ Location:** American Fork, UT
- **Twitter:** @Domotalk  
63,513 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=930264e423425693f202ced16a30f6d197bcd60a8bf42ced6ba13de91b09312c&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F25237%2F&secure%5Burl_type%5D=linkedin_company_website)  
1,288 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Data Analyst, Business Analyst
- **Top Industries:** Computer Software, Marketing and Advertising
- **Company Size:** 49% Medium, 28% Large

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

_AI-generated summary from verified user reviews_

##### Pros

- Users value Domo's **ease of use** , making it accessible for all, even those who aren't tech-savvy.
- Users value the **flexible dashboards** in Domo, allowing seamless data visualization from various sources.
- Users find Domo's **intuitive design** enhances data handling and decision-making, making it accessible for all skill levels.
- Users praise Domo for its **easy integrations** , enabling seamless data connections and enhancing data management efficiency.
- Users value the **seamless integration** capabilities of Domo, enhancing data management across various platforms and sources.

##### Cons

- Users find the **learning curve challenging** with Domo, often requiring dedicated resources to manage updates and functionalities.
- Users struggle with **missing features** in Domo, including outdated systems and limited capabilities in visualizations and connectors.
- Users are frustrated by **data management issues** , including upload adjustments and poor organization of datasets in Domo.
- Users find Domo to be **expensive** due to high costs associated with features and external consulting needs.
- Users find Domo's **complexity** overwhelming, requiring technical expertise and extensive setup that complicate the user experience.

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

**["Domo Turns Disconnected Reports Into a Game-Changing Sales Scorecard"](https://www.g2.com/survey_responses/domo-review-13128007)**

**Rating:** 5.0/5.0 stars

_— Renee G._

[Read full review](https://www.g2.com/survey_responses/domo-review-13128007)

**["Fast, Reliable Dashboarding with Quick Data Connections in Domo"](https://www.g2.com/survey_responses/domo-review-13150907)**

**Rating:** 4.5/5.0 stars

_— Katie S._

[Read full review](https://www.g2.com/survey_responses/domo-review-13150907)

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

- [What is Domo used for?](https://www.g2.com/discussions/what-is-domo-used-for) - 1 comment
- [How much does Domo cost?](https://www.g2.com/discussions/how-much-does-domo-cost)
- [What is Domo data?](https://www.g2.com/discussions/what-is-domo-data)
- [Is Domo any good?](https://www.g2.com/discussions/is-domo-any-good)
- [What does Domo software do?](https://www.g2.com/discussions/what-does-domo-software-do)

### [Coefficient](https://www.g2.com/products/coefficient/reviews)

Coefficient is a new way to work with your company data better, faster, and more accurately without ever leaving your spreadsheet, integrating with the tools you already use. Install the Coefficient Excel or Google Sheets extension and use it in a new or existing sheet in seconds. Once installed, Coefficient lives as a sidebar companion so your company data is only a couple of clicks away at any time. Any data source that you work with is available directly in your Coefficient sidebar – such as Salesforce, HubSpot, Snowflake, NetSuite, QuickBooks, MySQL, and Looker – with the ability to consolidate your data from multiple systems into one spreadsheet. Use Coefficient filters to easily customize your imports to only work with the data you need, keeping your spreadsheets performant. Quickly go back anytime to add more data in the same report. Never rebuild the same analysis twice by keeping your data up to date with scheduled updates. And, use Coefficient alerts to trigger Slack or email messages anytime your spreadsheet updates. Now, you can turn your spreadsheet into the most flexible, powerful monitoring system across all of your company data. Say “goodbye” to manual data workflows and “hello” to connected spreadsheets.

**Average Rating:** 4.7/5.0

**Total Reviews:** 195

#### How Do G2 Users Rate Coefficient?

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

#### Who Is the Company Behind Coefficient?

- **Seller:** [Coefficient](https://www.g2.com/sellers/coefficient)
- **Company Website:** coefficient.io
- **Year Founded:** 2020
- **HQ Location:** Palo Alto, CA
- **Twitter:** @coefficient\_io  
346 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=1a36ef868415520ac840f5699de01e684ba3b9e328d0a3215043fadd7d1bd7ad&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcoefficientworks%2F&secure%5Burl_type%5D=linkedin_company_website)  
71 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 46% Medium, 34% Small

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

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** with Coefficient, enjoying seamless data extraction and hassle-free connectivity.
- Users love the **automation capabilities** of Coefficient, which simplify data integration and save significant time.
- Users appreciate the **seamless integrations** of Coefficient, effortlessly syncing data between Salesforce, QuickBooks, and Google Sheets.
- Users love the **easy integrations** of Coefficient, drastically improving workflow and enabling hassle-free data syncing.
- Users enjoy the **time-saving automation** of Coefficient, regaining hours each week with effortless data management.

##### Cons

- Users find the **feature limitations** of Coefficient frustrating, especially with filtering and data formatting issues.
- Users face **limited features** with Coefficient, particularly regarding filter and import restrictions compared to Google Sheets.
- Users are dissatisfied with the **missing features** in Coefficient, such as limited filter options and inadequate chart integration.
- Users face **filter limitations** in Coefficient, impacting their ability to manage data efficiently across imports.
- Users face **integration issues** with Coefficient, particularly lacking essential features and facing frustrating import formats.

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

**["Efficient, User-Friendly Tool for Integrating Salesforce with Google Sheets"](https://www.g2.com/survey_responses/coefficient-review-12701723)**

**Rating:** 5.0/5.0 stars

_— Ellen Dericks C._

[Read full review](https://www.g2.com/survey_responses/coefficient-review-12701723)

**["Seamless Database Queries in Google Sheets with Responsive Support"](https://www.g2.com/survey_responses/coefficient-review-13098229)**

**Rating:** 4.5/5.0 stars

_— Verified User in Marketing and Advertising_

[Read full review](https://www.g2.com/survey_responses/coefficient-review-13098229)

### [SAP Analytics Cloud](https://www.g2.com/products/sap-analytics-cloud/reviews)

With the SAP Analytics Cloud solution, you can bring together analytics and planning with unique integration to SAP applications and smooth access to heterogenous data sources. As the analytics and planning solution within SAP Business Technology Platform, SAP Analytics Cloud supports trusted insights and integrated planning processes enterprise-wide to help you make decisions without doubt.

**Average Rating:** 4.2/5.0

**Total Reviews:** 750

#### How Do G2 Users Rate SAP Analytics Cloud?

- **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 9.1/10)
- **Steps to Answer:** 8.0/10 (Category avg: 8.4/10)
- **Reports Interface:** 8.3/10 (Category avg: 8.7/10)
- **Calculated Fields:** 7.9/10 (Category avg: 8.5/10)

#### Who Is the Company Behind SAP Analytics Cloud?

- **Seller:** [SAP](https://www.g2.com/sellers/sap)
- **Year Founded:** 1972
- **HQ Location:** Walldorf
- **Twitter:** @SAP  
297,052 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8fd712dbd816fadfc039a60dcf8c1a3d6a48469756075586fa0be3da7e4b74d7&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fsap%2F&secure%5Burl_type%5D=linkedin_company_website)  
141,955 employees on LinkedIn®
- **Ownership:** NYSE:SAP

#### Who Uses This Product?

- **Who Uses This:** Senior Consultant, Consultant
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 49% Large, 28% Medium

#### What Do G2 Reviewers Say About SAP Analytics Cloud?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **ease of use** in SAP Analytics Cloud, facilitating effortless data understanding and streamlined reporting.
- Users appreciate the **wide range of data connectivity options** in SAP Analytics Cloud, enhancing integration and analytics capabilities.
- Users value the **interactive dashboards** of SAP Analytics Cloud, which enhance data clarity and user customization.
- Users value the **easy integrations** of SAP Analytics Cloud, enjoying seamless connectivity and efficient data analysis across projects.
- Users appreciate the **wide range of data connectivity and predictive analytics** in SAP Analytics Cloud for effective decision-making.

##### Cons

- Users experience **slow performance** with SAP Analytics Cloud, particularly when working with complex datasets and large models.
- Users face a **steep learning curve** with SAP Analytics Cloud, requiring training to navigate its complex features effectively.
- Users find the **steep learning curve** challenging, especially without guidance for navigating SAP Analytics Cloud's features.
- Users experience significant **performance issues** with SAP Analytics Cloud, particularly with large datasets and complex calculations.
- Users experience **slow performance with large datasets** , making complex analyses cumbersome and time-consuming.

#### What Are Recent G2 Reviews of SAP Analytics Cloud?

**["SAP Analytics Cloud Clean Dashboards and Powerful Real Time Analytics in One Place"](https://www.g2.com/survey_responses/sap-analytics-cloud-review-12817514)**

**Rating:** 5.0/5.0 stars

_— Muzammil M._

[Read full review](https://www.g2.com/survey_responses/sap-analytics-cloud-review-12817514)

**["Reliable & User-Friendly Analytics Tool"](https://www.g2.com/survey_responses/sap-analytics-cloud-review-12885706)**

**Rating:** 4.0/5.0 stars

_— sagar i._

[Read full review](https://www.g2.com/survey_responses/sap-analytics-cloud-review-12885706)

#### What Are G2 Users Discussing About SAP Analytics Cloud?

- [What is SAP Analytics Cloud used for?](https://www.g2.com/discussions/what-is-sap-analytics-cloud-used-for) - 2 comments
- [What is SAP Lumira used for?](https://www.g2.com/discussions/sap-lumira-what-is-sap-lumira-used-for) - 1 comment, 1 upvote
- [What is SAP Analytics Hub used for?](https://www.g2.com/discussions/what-is-sap-analytics-hub-used-for) - 1 comment
- [How does SAP Analytics calculate average cloud?](https://www.g2.com/discussions/how-does-sap-analytics-calculate-average-cloud)
- [What is predictive analytics software?](https://www.g2.com/discussions/sap-predictive-analytics-what-is-predictive-analytics-software) - 1 comment

### [HockeyStack](https://www.g2.com/products/hockeystack/reviews)

HockeyStack connects every data source across your go-to-market motion and turns scattered marketing and sales data into clear answers about what drives revenue, and the actions to double down on it. Key capabilities include: Odin (AI Analyst): Ask questions in plain English and get instant analysis, the reasoning behind the numbers, and recommended next steps, plus automated insights on your key metrics with no dashboards to build. Attribution Reporting: Out-of-the-box dashboard templates from day one, then custom no-code reports across 9 attribution models, showing the campaigns and channels driving pipeline from first impression to closed-won. Lift Reporting: Measure the true incremental impact of every campaign, so you know what actually caused revenue rather than what just appeared in the journey. Buyer Journeys: See every interaction in one time-stamped view from first touch to close, powered by cookieless tracking that captures the full journey. Account Intelligence & ABM/ABX: Identify anonymous visitors, build target lists with first- and third-party intent, run ads, and sync it all to your CRM, backed by best-in-class account and lead scoring. Achieve defensible attribution, more efficient growth, and confident budget decisions, without code or an analyst queue. Get started with HockeyStack today!

**Average Rating:** 4.5/5.0

**Total Reviews:** 80

#### How Do G2 Users Rate HockeyStack?

- **Has the product been a good partner in doing business?:** 9.8/10 (Category avg: 9.1/10)
- **Steps to Answer:** 8.9/10 (Category avg: 8.4/10)
- **Reports Interface:** 9.1/10 (Category avg: 8.7/10)
- **Calculated Fields:** 8.4/10 (Category avg: 8.5/10)

#### Who Is the Company Behind HockeyStack?

- **Seller:** [HockeyStack](https://www.g2.com/sellers/hockeystack)
- **Company Website:** www.hockeystack.com
- **Year Founded:** 2021
- **HQ Location:** San Francisco, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8db2a645bb58995c48cd1c65a738a4d777cd7d63a3b34f879d9d76887b01e666&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fhockeystack%2F&secure%5Burl_type%5D=linkedin_company_website)  
98 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 61% Medium, 34% Small

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

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **flexible and detailed insights** from HockeyStack, enhancing their understanding of campaign performance and ROI.
- Users love the **flexible and detailed analytics** from HockeyStack, providing tailored insights for effective marketing strategies.
- Users appreciate the **ease of use** of HockeyStack, enabling seamless setup and integration for better analytics.
- Users praise the **exceptional support** from HockeyStack, noting timely and thorough assistance for all inquiries.
- Users praise the **unprecedented customer support** from HockeyStack, valuing timely, thorough responses to all inquiries.

##### Cons

- Users find the **learning curve challenging** , particularly for newcomers unfamiliar with attribution tools, despite helpful support.
- Users note a **steep learning curve** with HockeyStack, but support and resources help ease the process.
- Users find HockeyStack's **complexity** can present a learning curve, but support helps ease the process.
- Users struggle with a **difficult learning curve** , requiring significant time and effort to master HockeyStack's features effectively.
- Users note a **steep learning curve** with HockeyStack, requiring time and exploration to fully understand its versatility.

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

**["Broad Capabilities, Some Complexity in Setup"](https://www.g2.com/survey_responses/hockeystack-review-12701250)**

**Rating:** 4.0/5.0 stars

_— Carmine M._

[Read full review](https://www.g2.com/survey_responses/hockeystack-review-12701250)

**["Promising Tool, Some Drawbacks"](https://www.g2.com/survey_responses/hockeystack-review-12260402)**

**Rating:** 4.0/5.0 stars

_— Verified User_

[Read full review](https://www.g2.com/survey_responses/hockeystack-review-12260402)

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

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

### [Knowi](https://www.g2.com/products/knowi/reviews)

Knowi is an end-to-end AI-powered analytics platform designed for modern data, enabling enterprises of all sizes to dramatically accelerate the journey from raw data to actionable insights. With native integration to virtually any data source—including SQL, NoSQL (MongoDB, Elasticsearch, InfluxDB), REST APIs, cloud databases, and documents—Knowi eliminates the need for complex data transformation processes required by alternative solutions. Data teams can integrate, blend, visualize, and analyze data from any source 10X faster, all within a single platform. They can then leverage AI to uncover insights, embed analytics into applications, share dashboards with business users, and automate reporting.

**Average Rating:** 4.9/5.0

**Total Reviews:** 28

#### How Do G2 Users Rate Knowi?

- **Has the product been a good partner in doing business?:** 9.7/10 (Category avg: 9.1/10)
- **Steps to Answer:** 9.3/10 (Category avg: 8.4/10)
- **Reports Interface:** 9.7/10 (Category avg: 8.7/10)
- **Calculated Fields:** 9.0/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Knowi?

- **Seller:** [Knowi](https://www.g2.com/sellers/knowi)
- **Year Founded:** 2015
- **HQ Location:** Oakland, California
- **Twitter:** @knowico  
2,636 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=61ad6fa1581f1b8c0daf229ae53df829f1526520a28e14f74ac3121af71ff6d6&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F3675224%2F&secure%5Burl_type%5D=linkedin_company_website)  
24 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 46% Small, 39% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users praise Knowi's **exceptional customer support** , highlighting quick responses and tailored assistance throughout their onboarding process.
- Users commend Knowi for its **exceptional onboarding experience** , ensuring a seamless transition and tailored guidance for success.
- Users appreciate the **AI-driven analytics** of Knowi, enhancing data connections and reporting with proactive support.
- Users value the **automation capabilities** of Knowi, streamlining reporting and drastically reducing manual data management efforts.
- Users value the **ease of use** of Knowi, appreciating intuitive dashboards and excellent onboarding support for a quick start.

##### Cons

- Users find the **learning curve steep** , especially for advanced features and complex data integration with Knowi.
- Users find a **lack of guidance** for API connections challenging, making initial setup time-consuming with Knowi.
- Users feel the **lack of tutorials** for API connections in Knowi makes initial setup time-consuming and challenging.

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

**["Intuitive Dashboarding with Exceptional Support"](https://www.g2.com/survey_responses/knowi-review-12378559)**

**Rating:** 5.0/5.0 stars

_— Jose D._

[Read full review](https://www.g2.com/survey_responses/knowi-review-12378559)

**["One analytics layer across our SQL and NoSQL data and now Al our customers can use"](https://www.g2.com/survey_responses/knowi-review-13186089)**

**Rating:** 5.0/5.0 stars

_— Michael S._

[Read full review](https://www.g2.com/survey_responses/knowi-review-13186089)

### [Cube](https://www.g2.com/products/cube-2023-07-31/reviews)

Cube is the agentic analytics platform — built on a semantic layer. Cube is the AI-native generation of business intelligence. It's one platform for two use cases: internal BI, where data teams and business users analyze their own company's data, and embedded analytics, where software companies ship analytics inside their own products. The same governed semantic layer powers both. What makes AI answers trustworthy in production is the semantic layer underneath them. Cube was built around the semantic layer from day one rather than retrofitting one onto a dashboard- or notebook-first tool. The data team's governed metric definitions stay intact while AI constructs ad-hoc calculations on top of them — so you get governance and flexibility at the same time, not one at the expense of the other. That's why teams like Brex chose Cube to power AI-driven analytics at production scale. With Cube, data teams can: Model metrics and business definitions once, in a SQL-first semantic layer, and serve them consistently to every downstream consumer — AI agents, BI, spreadsheets, and embedded apps. Let business users ask questions in natural language through Analytics Chat, with answers grounded in the governed model instead of guessed from raw tables. Bring analytics to where people already work — Slack, and any MCP-compatible agent like Claude or ChatGPT via the Cube MCP server. Embed analytics in customer-facing products with multi-tenancy, row-level security, and query performance under load — choosing from a chat API, drop-in iframes, embedded creator mode, or data APIs. Apply software engineering best practices to analytics: version control with Git, CI/CD, isolated environments, and pre-aggregation caching for fast queries and lower warehouse spend. Cube Core, the open-source semantic layer at its foundation, has years of production use across a large developer community — battle-tested infrastructure that commercial-only tools can't match. Cube sits on top of your cloud data warehouse (Snowflake, BigQuery, Redshift, Databricks); it doesn't replace it.

**Average Rating:** 4.5/5.0

**Total Reviews:** 27

#### How Do G2 Users Rate Cube?

- **Has the product been a good partner in doing business?:** 9.7/10 (Category avg: 9.1/10)
- **Steps to Answer:** 8.9/10 (Category avg: 8.4/10)
- **Reports Interface:** 9.0/10 (Category avg: 8.7/10)
- **Calculated Fields:** 8.9/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Cube?

- **Seller:** [Cube](https://www.g2.com/sellers/cube-637927e0-6501-4673-89d8-4d5ecadb4f96)
- **Company Website:** cube.dev
- **Year Founded:** 2019
- **HQ Location:** San Francisco, CA
- **Twitter:** @the\_cube\_dev  
2,215 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=b633e33761cca44361104ba94499ca211687e43eb43e6344a3c4d16a2bada278&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcube-dev%2F&secure%5Burl_type%5D=linkedin_company_website)  
47 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software
- **Company Size:** 52% Small, 37% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users find CubeJS Cloud's **ease of use** exceptional, simplifying development and maintenance for small teams.
- Users value the **flexibility and customization** offered by Cube, enhancing their embedded analytics applications significantly.
- Users value the **powerful BI capabilities** of Cube, enabling sophisticated metrics and fast data access for insights.
- Users commend the **fast and proactive customer support** of Cube, enhancing their overall experience significantly.
- Users value the **flexibility** of CubeJS, enabling seamless integration and customization for various applications.

##### Cons

- Users find Cube lacking in **essential features** like BI integration, flexibility in metrics, and comprehensive functionality.
- Users report frequent **bugs and integration issues** with Cube, creating frustrating challenges and impacting efficiency.
- Users find **data integration challenging** with BI tools, encountering issues like query failures and limited metric flexibility.
- Users find Cube's features **limited** , citing a lack of documentation, SDKs, and advanced charting or semantic capabilities.
- Users report encountering **software bugs** that hinder functionality, particularly with preAggregations and documentation clarity.

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

**["Great for AI applications and general data apps!"](https://www.g2.com/survey_responses/cube-review-10751001)**

**Rating:** 4.5/5.0 stars

_— Verified User in Commercial Real Estate_

[Read full review](https://www.g2.com/survey_responses/cube-review-10751001)

**["Super Easy Access to the DEV team"](https://www.g2.com/survey_responses/cube-review-11700913)**

**Rating:** 5.0/5.0 stars

_— Verified User in Real Estate_

[Read full review](https://www.g2.com/survey_responses/cube-review-11700913)

### [Strategy One (formerly MicroStrategy ONE)](https://www.g2.com/products/strategy-one-formerly-microstrategy-one/reviews)

🚀 Strategy One – the AI+BI Platform for Enterprise Analytics at Scale What is Strategy One? Strategy One is the enterprise AI + BI platform that powers data-driven decision-making at scale. Built for complex enterprises, it unifies business intelligence, advanced analytics, and governed data modeling into a single, open platform. With native AI-powered workflows, pixel-perfect dashboards, modern self-service tools, and seamless integrations with Excel, Power BI, and Tableau, Strategy One delivers trusted insights wherever decisions are made. Why Strategy One? Unlike fragmented BI stacks or limited legacy tools, Strategy One provides an end-to-end platform with one trusted semantic core. Business users get governed self-service. Analysts get powerful modeling tools. Executives get real-time answers they can trust. And IT retains full control over data access, definitions, and lineage. Whether you’re creating executive dashboards, deploying embedded analytics, scaling AI copilots, or consolidating BI tools—Strategy One meets the moment with: ✅ Cloud-native architecture ✅ Open integrations with 200+ data sources ✅ Enterprise-grade security and governance ✅ Industry-leading performance and scale ✅ Built-in support for AI copilots, agents, and models Strategy One is trusted by global enterprises in banking, retail, healthcare, and government to turn data into decisions—fast, securely, and at scale.

**Average Rating:** 4.2/5.0

**Total Reviews:** 529

#### How Do G2 Users Rate Strategy One (formerly MicroStrategy ONE)?

- **Has the product been a good partner in doing business?:** 7.7/10 (Category avg: 9.1/10)
- **Steps to Answer:** 7.5/10 (Category avg: 8.4/10)
- **Reports Interface:** 8.2/10 (Category avg: 8.7/10)
- **Calculated Fields:** 8.0/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Strategy One (formerly MicroStrategy ONE)?

- **Seller:** [Strategy (formerly MicroStrategy)](https://www.g2.com/sellers/strategy-formerly-microstrategy)
- **Company Website:** www.strategy.com
- **Year Founded:** 1989
- **HQ Location:** Tysons Corner, VA
- **Twitter:** @MicroStrategy  
303,456 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8f32382ee6ea0cc02d6dc7c1fe37038f1247aceba92d8d5030350f4ffb1e6c92&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fstrategy%2F&secure%5Burl_type%5D=linkedin_company_website)  
3,457 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Business Intelligence Developer, Manager
- **Top Industries:** Retail, Financial Services
- **Company Size:** 62% Large, 29% Medium

#### What Do G2 Reviewers Say About Strategy One (formerly MicroStrategy ONE)?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** in Strategy One, facilitating quick access to insights and effective data management.
- Users admire the **ongoing commitment to innovation** in Strategy One, ensuring it consistently stays ahead of competitors.
- Users appreciate the **easy setup** of Strategy One, facilitating quick access and efficient data management from the start.
- Users appreciate the **customization options** in Strategy One, enabling tailored applications and efficient data analysis.
- Users love the **flexible dashboard customization** that simplifies data analysis and enhances reporting capabilities.

##### Cons

- Users find the **learning difficulty** significant, as the software's complexity can be overwhelming for both technical and end users.
- Users find the **steep learning curve** of Strategy One challenging, although improvements are being made for easier navigation.
- Users find the **absence of essential features** in Strategy One, especially integration with tools like Copilot, frustrating.
- Users often find the **complex usage** of Strategy One overwhelming, facing a steep learning curve and integration challenges.
- Users face **access restrictions** due to the need for an enterprise version, limiting broader availability and customization.

#### What Are Recent G2 Reviews of Strategy One (formerly MicroStrategy ONE)?

**["Empowers Data Accessibility, with Minor Transition Hiccups"](https://www.g2.com/survey_responses/strategy-one-formerly-microstrategy-one-review-12417688)**

**Rating:** 4.0/5.0 stars

_— Van V. T._

[Read full review](https://www.g2.com/survey_responses/strategy-one-formerly-microstrategy-one-review-12417688)

**["Scalable, Enterprise-Ready BI with Strong Governance and Reliable Performance"](https://www.g2.com/survey_responses/strategy-one-formerly-microstrategy-one-review-12406962)**

**Rating:** 5.0/5.0 stars

_— Carlos G._

[Read full review](https://www.g2.com/survey_responses/strategy-one-formerly-microstrategy-one-review-12406962)

#### What Are G2 Users Discussing About Strategy One (formerly MicroStrategy ONE)?

- [What is MicroStrategy used for?](https://www.g2.com/discussions/what-is-microstrategy-used-for)
- [What is the difference between tableau and MicroStrategy?](https://www.g2.com/discussions/what-is-the-difference-between-tableau-and-microstrategy)
- [How much does MicroStrategy cost?](https://www.g2.com/discussions/how-much-does-microstrategy-cost) - 1 comment
- [Why is MicroStrategy used?](https://www.g2.com/discussions/why-is-microstrategy-used)
- [What is MicroStrategy software?](https://www.g2.com/discussions/what-is-microstrategy-software)

### [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)

### [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews)

Teradata Autonomous Knowledge Platform activates enterprise intelligence by unifying data, knowledge and business context to achieve tangible outcomes. With Teradata, organizations can provide agents with full context for impact when it matters. Our solution lets businesses connect and scale on premises, in the cloud, or through a hybrid approach. Teradata delivers real business value with AI. Learn more at Teradata.com.

**Average Rating:** 4.3/5.0

**Total Reviews:** 356

#### How Do G2 Users Rate Teradata Autonomous Knowledge Platform?

- **Has the product been a good partner in doing business?:** 8.2/10 (Category avg: 9.1/10)
- **Steps to Answer:** 8.1/10 (Category avg: 8.4/10)
- **Reports Interface:** 7.7/10 (Category avg: 8.7/10)
- **Calculated Fields:** 8.4/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Teradata Autonomous Knowledge Platform?

- **Seller:** [Teradata Autonomous Knowledge Platform](https://www.g2.com/sellers/teradata-autonomous-knowledge-platform)
- **Year Founded:** 1979
- **HQ Location:** San Diego, CA
- **Twitter:** @Teradata  
93,113 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=06895b9a8db4fa478ba7da480ccd214a14ef698abd028e4642e62f189e82b650&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1466%2F&secure%5Burl_type%5D=linkedin_company_website)  
9,941 employees on LinkedIn®
- **Ownership:** NYSE:TDC

#### Who Uses This Product?

- **Who Uses This:** Data Engineer, Software Engineer
- **Top Industries:** Information Technology and Services, Financial Services
- **Company Size:** 69% Large, 22% Medium

#### What Do G2 Reviewers Say About Teradata Autonomous Knowledge Platform?

_AI-generated summary from verified user reviews_

##### Pros

- Users highlight the **extreme performance** of the Teradata Autonomous Knowledge Platform, especially for processing large data volumes efficiently.
- Users value the **high performance query execution** in Teradata, enhancing their business analytics capabilities significantly.
- Users value the **scalability** of Teradata Autonomous Knowledge Platform, enhancing data integration and operational efficiency significantly.
- Users commend the **high performance and speed** of Teradata, efficiently processing large datasets without issues.
- Users value the **fast processing of large datasets** with Teradata, praising its performance and stability during operations.

##### Cons

- Users find the **steep learning curve** of Teradata Autonomous Knowledge Platform challenging, impacting adoption and productivity temporarily.
- Users find the **steep learning curve** of Teradata Autonomous Knowledge Platform challenging, particularly for those lacking technical expertise.
- Users find the **complexity** of Teradata's platform challenging, particularly for non-technical users and new adopters.
- Users express concerns over the **cost management requirements** needed to avoid potential misusage and performance issues.
- Users feel the **high cost** of Teradata Autonomous Knowledge Platform is a significant drawback affecting accessibility.

#### What Are Recent G2 Reviews of Teradata Autonomous Knowledge Platform?

**["Teradata Vantage Fast Query Performance and Strong Analytics for Big Data"](https://www.g2.com/survey_responses/teradata-autonomous-knowledge-platform-review-12821668)**

**Rating:** 5.0/5.0 stars

_— Muzammil M._

[Read full review](https://www.g2.com/survey_responses/teradata-autonomous-knowledge-platform-review-12821668)

**["Teradata Vantage Excels at Big Data Processing and Advanced Analytics"](https://www.g2.com/survey_responses/teradata-autonomous-knowledge-platform-review-12739181)**

**Rating:** 4.5/5.0 stars

_— Nijat I._

[Read full review](https://www.g2.com/survey_responses/teradata-autonomous-knowledge-platform-review-12739181)

#### What Are G2 Users Discussing About Teradata Autonomous Knowledge Platform?

- [What does Teradata Data Lab do?](https://www.g2.com/discussions/what-does-teradata-data-lab-do)
- [Is Teradata a premiership?](https://www.g2.com/discussions/is-teradata-a-premiership)
- [What is Teradata Vantage?](https://www.g2.com/discussions/what-is-teradata-vantage)
- [How much does Teradata cost?](https://www.g2.com/discussions/how-much-does-teradata-cost)
- [What is Sandbox in Teradata?](https://www.g2.com/discussions/what-is-sandbox-in-teradata)

### [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)

### [datapine](https://www.g2.com/products/rib-software-datapine/reviews)

datapine is a business intelligence & dashboarding platform that is focused on self-service, but also offers advanced analytics features such as predictive analytics or intelligent data alerts based on artificial intelligence and machine learning. With a few clicks, datapine integrates dozens of data sources such as databases, flat files, marketing analytics, social media data, CRM, and ERP data as well as helpdesk data. Thanks to an intuitive user interface, users of all skill levels can visualize and make sense of complex data by asking important questions and receiving answers immediately. The core of the product are dynamic, interactive business dashboards, that help to share insights within the organization effectively. datapine enables managers to data scientists to explore, visualize, analyze and report data in one central analytics platform and empowers modern, KPI driven businesses to grow further. datapine is a RIB Software GmbH solution.

**Average Rating:** 4.6/5.0

**Total Reviews:** 26

#### How Do G2 Users Rate datapine?

- **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 9.1/10)
- **Steps to Answer:** 10.0/10 (Category avg: 8.4/10)
- **Reports Interface:** 10.0/10 (Category avg: 8.7/10)
- **Calculated Fields:** 10.0/10 (Category avg: 8.5/10)

#### Who Is the Company Behind datapine?

- **Seller:** [RIB Software](https://www.g2.com/sellers/rib-software)
- **Year Founded:** 1961
- **HQ Location:** Stuttgart, DE
- **Twitter:** @RIB\_Global  
1,214 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8179bca752e6e793d16419635048c00482de304bcea9b867ee66c8c56ea51cf0&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Frib-software%2F&secure%5Burl_type%5D=linkedin_company_website)  
1,556 employees on LinkedIn®
- **Ownership:** ETR:RIB

#### Who Uses This Product?

- **Company Size:** 50% Medium, 42% Small

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

**["Great predictive analytics features for budgeting"](https://www.g2.com/survey_responses/datapine-review-7521266)**

**Rating:** 5.0/5.0 stars

_— Verified User in Consumer Services_

[Read full review](https://www.g2.com/survey_responses/datapine-review-7521266)

**["All in one BI tool with powerful features"](https://www.g2.com/survey_responses/datapine-review-5112205)**

**Rating:** 5.0/5.0 stars

_— Verified User in Retail_

[Read full review](https://www.g2.com/survey_responses/datapine-review-5112205)

### [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)

### [Dataiku](https://www.g2.com/products/dataiku/reviews)

Dataiku is the Platform for AI Success: the AI orchestration layer where enterprises build, deploy, and govern analytics, models, and agents at scale. It sits on top of the data platforms, clouds, and AI services you already use, working across all of them without locking you into any one. Dataiku expands who can build production AI, putting the right tools in the hands of data scientists and domain experts alike, from fraud analysts to demand planners. It orchestrates machine learning, rules, LLMs, and agents as one governed system, built on more than a decade of running production AI. Governance is part of the build rather than something bolted on afterward, so teams ship faster while keeping performance, cost, and risk under control. The result: AI that moves from experimentation to trusted, measurable execution now, not in 18 months.

**Average Rating:** 4.4/5.0

**Total Reviews:** 213

#### How Do G2 Users Rate Dataiku?

- **Has the product been a good partner in doing business?:** 8.6/10 (Category avg: 9.1/10)
- **Steps to Answer:** 7.8/10 (Category avg: 8.4/10)
- **Reports Interface:** 7.8/10 (Category avg: 8.7/10)
- **Calculated Fields:** 8.2/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Dataiku?

- **Seller:** [Dataiku](https://www.g2.com/sellers/dataiku)
- **Company Website:** Dataiku.com
- **Year Founded:** 2013
- **HQ Location:** New York, NY
- **Twitter:** @dataiku  
22,917 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=e59ec8fccc02ecc4f883419e54da56d3f6fc8b1e556153f0cc01cd05e3b77faa&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdataiku%2F&secure%5Burl_type%5D=linkedin_company_website)  
1,619 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Data Scientist, Data Analyst
- **Top Industries:** Financial Services, Pharmaceuticals
- **Company Size:** 60% Large, 22% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate how Dataiku facilitates **easy ML development** , allowing focus on building models without the complexity.
- Users love the **ease of use** in Dataiku, simplifying complex tasks and enhancing their data analysis experience.
- Users appreciate the **ease of usability** in Dataiku, enabling collaboration for both technical and non-technical users.
- Users appreciate the **easy integrations** of Dataiku, facilitating smooth collaboration and deployment across various analytics tools.
- Users benefit from the **productivity improvement** of Dataiku, enabling faster project development and enhanced career growth.

##### Cons

- Users find the **steep learning curve** of Dataiku challenging, making it tough for beginners to master the platform.
- Users find the **steep learning curve** challenging for beginners, impacting their ability to effectively use Dataiku.
- Users find the **difficult learning** curve challenging, particularly for beginners navigating advanced features.
- Users experience **slow performance** with Dataiku when handling large datasets, affecting efficiency and productivity.
- Users find Dataiku **expensive** , especially for smaller organizations and projects, impacting accessibility and affordability.

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

**["Build Faster Workflows with Connected Data from many providers or distinct data sources"](https://www.g2.com/survey_responses/dataiku-review-13120436)**

**Rating:** 4.5/5.0 stars

_— Adalberto G._

[Read full review](https://www.g2.com/survey_responses/dataiku-review-13120436)

**["Unified, Low-Code Platform That Boosts End-to-End Data & AI Productivity"](https://www.g2.com/survey_responses/dataiku-review-13125252)**

**Rating:** 4.5/5.0 stars

_— Ravindra N._

[Read full review](https://www.g2.com/survey_responses/dataiku-review-13125252)

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

- [Is Dataiku an ETL tool?](https://www.g2.com/discussions/is-dataiku-an-etl-tool)
- [Is Dataiku web based?](https://www.g2.com/discussions/is-dataiku-web-based)
- [What is DSS Dataiku?](https://www.g2.com/discussions/what-is-dss-dataiku)
- [What is Dataiku DSS used for?](https://www.g2.com/discussions/what-is-dataiku-dss-used-for)

### [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews)

Qlik Sense empowers people to make better data-driven decisions and take action. The solution provides augmented analytics for every business need from visualization and dashboards to natural language analytics, custom and embedded analytics, reporting and alerting. Our unique associative technology enhances human intuition with AI-powered insights, offering unmatched capabilities for combining data and exploring information. It indexes the associations in your data, and exposes related and unrelated values as you click, revealing hidden insights that would be missed by query-based tools. And it performs calculations as fast as you can think. Qlik Sense helps users move from passive to active analytics for real-time collaboration and action. And you get robust data integration, application automation and the convenience of SaaS with hybrid multi-cloud capabilities. See why we’ve been named a Gartner Magic Quadrant Leader for Analytics and BI platforms for 11 years in a row. Visit us at [https://www.qlik.com/us/](-%09https://www.qlik.com/us/products/qlik-sense?utm_medium=referral&utm_source=G2&utm_team=DIG&utm_term=QlikSense&utm_mpt_id=CKMP5D)

**Average Rating:** 4.4/5.0

**Total Reviews:** 763

#### How Do G2 Users Rate Qlik Sense?

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

#### Who Is the Company Behind Qlik Sense?

- **Seller:** [Qlik](https://www.g2.com/sellers/qlik)
- **Year Founded:** 1993
- **HQ Location:** Radnor, PA
- **Twitter:** @qlik  
64,130 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=cd147c14c7daf80e08bf113d2cae24ca3693e49a87c147350c31e8b0961c7297&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F10162%2F&secure%5Burl_type%5D=linkedin_company_website)  
4,551 employees on LinkedIn®
- **Phone:** 1 (888) 994-9854

#### Who Uses This Product?

- **Who Uses This:** Consultant, Analyst
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 41% Large, 41% Medium

#### What Do G2 Reviewers Say About Qlik Sense?

_AI-generated summary from verified user reviews_

##### Pros

- Users commend the **ease of use** of Qlik Sense, appreciating its user-friendly interface and seamless data integration.
- Users value the **robust data visualization capabilities** in Qlik Sense, enhancing insight generation from diverse data sources.
- Users value the **rapid development capabilities** of Qlik Sense, enabling quick creation of insightful analytics applications.
- Users value the **robust data visualization capabilities** of Qlik Sense, enhancing insights and facilitating data integration effortlessly.
- Users praise the **versatile tools** of Qlik Sense, enabling effective data integration and insightful analytics at all levels.

##### Cons

- Users note the **limited features** of Qlik Sense, particularly regarding custom visuals and dashboard development ease.
- Users miss the **ability to add personal objects** and static report features in Qlik Sense SaaS compared to on-premise.
- Users find Qlik Sense to be **expensive** , which affects its accessibility and overall value for data analytics.
- Users are frustrated with **manual data management tasks** , wishing for more automation and better data organization in Qlik Sense.
- Using Qlik Sense involves a steep **learning curve** , making it challenging for beginners to utilize effectively.

#### What Are Recent G2 Reviews of Qlik Sense?

**["Intuitive Data Exploration and Dashboards with Qlik Sense’s Associative Model"](https://www.g2.com/survey_responses/qlik-sense-review-12963425)**

**Rating:** 4.5/5.0 stars

_— Suman K._

[Read full review](https://www.g2.com/survey_responses/qlik-sense-review-12963425)

**["Visually Stunning, Excel-Like Ease on Web"](https://www.g2.com/survey_responses/qlik-sense-review-12727600)**

**Rating:** 4.0/5.0 stars

_— Adnan J._

[Read full review](https://www.g2.com/survey_responses/qlik-sense-review-12727600)

#### What Are G2 Users Discussing About Qlik Sense?

- [What is Qlik Sense used for?](https://www.g2.com/discussions/what-is-qlik-sense-used-for)
- [What is QlikView used for?](https://www.g2.com/discussions/what-is-qlikview-used-for)
- [What is the difference between QlikView and qlik sense?](https://www.g2.com/discussions/what-is-the-difference-between-qlikview-and-qlik-sense) - 1 comment
- [Is qlik sense good?](https://www.g2.com/discussions/is-qlik-sense-good) - 1 comment
- [What can qlik sense do?](https://www.g2.com/discussions/what-can-qlik-sense-do) - 1 comment

- [‹ Prev‹ Prev](/categories/analytics-platforms/small-business?attributes%5B110%5D=all&order=g2_score&selected_view=grid#product-list)
- [1](/categories/analytics-platforms/small-business?attributes%5B110%5D=all&order=g2_score&selected_view=grid#product-list)
- 2
- [3](/categories/analytics-platforms/small-business?attributes%5B110%5D=all&order=g2_score&page=3&selected_view=grid#product-list)
- [4](/categories/analytics-platforms/small-business?attributes%5B110%5D=all&order=g2_score&page=4&selected_view=grid#product-list)
- [5](/categories/analytics-platforms/small-business?attributes%5B110%5D=all&order=g2_score&page=5&selected_view=grid#product-list)
- [Next ›Next ›](/categories/analytics-platforms/small-business?attributes%5B110%5D=all&order=g2_score&page=3&selected_view=grid#product-list)

Spotlight Categories

[Voice Recognition Software](https://www.g2.com/categories/voice-recognition)

[Product Lifecycle Management (PLM) Software](https://www.g2.com/categories/product-lifecycle-management-plm)

[Environmental Health and Safety Software](https://www.g2.com/categories/environmental-health-and-safety)

[Social Media Management Tools](https://www.g2.com/categories/social-media-mgmt)

[Customer Communications Management Software](https://www.g2.com/categories/customer-communications-management)

Similar Categories

- [Agentic Analytics](/categories/agentic-analytics)
- [AI Search and Discovery Platforms](/categories/ai-search-and-discovery-platforms)
- [Business Intelligence](/categories/business-intelligence)
- [Data Virtualization](/categories/data-virtualization)
- [Drone Analytics](/categories/drone-analytics)

- [Enterprise Search Software](/categories/enterprise-search-software)
- [Graph Visualization Tools](/categories/graph-visualization-tools)
- [Insight Engines](/categories/insight-engines)
- [Other Analytics](/categories/other-analytics)
- [Predictive Analytics](/categories/predictive-analytics)

- [Site Search Software](/categories/site-search-software)
- [Statistical Analysis](/categories/statistical-analysis)
- [Text Analysis](/categories/text-analysis)
- [Time Series Intelligence](/categories/time-series-intelligence)
- [Visitor Behavior Intelligence](/categories/visitor-behavior-intelligence)

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