# Best Predictive Analytics Tools and Software - Page 3

## How Many Predictive Analytics Software Products Does G2 Track?

**Total Products under this Category:** 299

### Category Stats (Aug 2026)

- **Average Rating:** 4.44/5 The average rating of products in this category, based on all submitted ratings
- **Top Trending Product:** Verint Voice of the Customer (+0.65%) - Among all products in this category, Verint Voice of the Customer recorded the largest rating increase compared to last month

_Last updated: August 07, 2026_

## How Does G2 Rank Predictive Analytics Software Products?

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

- 30 Analysts and Data Experts
- 31,800+ Authentic Reviews
- 299+ 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 Predictive Analytics Software
 ![G2 Grid® for Predictive Analytics Software plotting products by satisfaction and market presence](https://www.g2.com/categories/predictive-analytics/grids.png?focus%5B%5D=1213&focus%5B%5D=7788&focus%5B%5D=1327283&focus%5B%5D=6073&focus%5B%5D=3558&focus%5B%5D=612&focus%5B%5D=20158&focus%5B%5D=4350)

Highlighted products: Tableau, Clari, SAS Viya, Google Cloud BigQuery, Adobe Analytics, IBM Cognos Analytics, Amazon QuickSight, and IBM SPSS Statistics.

Underlying data: [Grid® JSON](https://www.g2.com/categories/predictive-analytics/grids.json?focus%5B%5D=tableau&focus%5B%5D=clari&focus%5B%5D=sas-sas-viya&focus%5B%5D=google-cloud-bigquery&focus%5B%5D=adobe-analytics&focus%5B%5D=ibm-cognos-analytics&focus%5B%5D=amazon-quicksight&focus%5B%5D=ibm-spss-statistics)

**Sponsored**

### Zoho Analytics

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.

[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=499&secure%5Bchosen_at%5D=2026-08-09T10%3A11%3A34Z&secure%5Bdisplayable_resource_id%5D=499&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=page_category&secure%5Bplacement_resource_ids%5D%5B%5D=499&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=3431&secure%5Bresource_id%5D=499&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fpredictive-analytics%3FhsCtaTracking%3D59ff82f1-4345-49a0-a6cc-23865c443e25%257Cf82c43fd-2d75-4271-b26a-ef01613ba3e1%26page%3D3&secure%5Btoken%5D=7daa65e5f1d30cafc6b00f9b0bd77722c755bf9cee84576a625f812861b203d7&secure%5Burl%5D=https%3A%2F%2Fwww.zoho.com%2Fanalytics%2F%3Futm_source%3DG2%26utm_medium%3Dcpc%26utm_campaign%3DPredictive_Analytics&secure%5Burl_type%5D=custom_url)

### [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: 8.9/10)
- **Algorithms:** 9.2/10 (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)

### [TrendMiner](https://www.g2.com/products/trendminer/reviews)

TrendMiner offers a fast, powerful, and intuitive industrial analytics & AI software platform. With a focus on highly digitized manufacturing industries, energy companies, and organizations with operations that need to maintain controlled environments. TrendMiner combines self-service, low-code data analysis for time series and event data with sophisticated machine learning (ML) and Agentic AI tools to deliver industrial data visualization, monitoring, and predictive capabilities. TrendMiner, a Vercore company, was founded in 2008 with a global headquarters located in Belgium, and offices in the U.S., Germany, Spain, and the Netherlands. TrendMiner has strategic partnerships with Amazon, Microsoft, SAP, GE Digital, Siemens, and Aveva, and offers standard integrations with a wide range of data platforms such as AVEVA PI, Yokogawa Exaquantum, AspenTech IP.21, Honeywell PHD, GE Proficy Historian, Canary, and Aveva Historian.

**Average Rating:** 4.6/5.0

**Total Reviews:** 178

#### How Do G2 Users Rate TrendMiner?

- **Has the product been a good partner in doing business?:** 9.3/10 (Category avg: 8.9/10)
- **AI Text Summarization:** 6.6/10 (Category avg: 8.1/10)
- **Algorithms:** 7.7/10 (Category avg: 8.5/10)
- **AI Text Generation:** 6.6/10 (Category avg: 8.1/10)

#### Who Is the Company Behind TrendMiner?

- **Seller:** [TrendMiner](https://www.g2.com/sellers/trendminer)
- **Company Website:** www.trendminer.com
- **Year Founded:** 2008
- **HQ Location:** Hasselt, Flemish Region
- **Twitter:** @TrendMining  
777 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=da520dcdcdf34549f06e16430fb52a15324176aa15f02a30acf6ac3269652dcc&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Ftrendminer%2F&secure%5Burl_type%5D=linkedin_company_website)  
89 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Process Analytics Engineer, Process Engineer
- **Top Industries:** Chemicals, Oil & Energy
- **Company Size:** 53% Large, 35% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users find TrendMiner's **ease of use** exceptional, with an intuitive design that makes navigation seamless for everyone.
- Users appreciate the **speed** of TrendMiner, enabling quick insights into data for effective decision-making.
- Users value the **quick and reliable insights** from TrendMiner, enhancing operations and facilitating informed decision-making.
- Users value the **real-time monitoring** in TrendMiner for its speed and effective quality control capabilities.
- Users commend the **excellent customer support** and responsiveness of TrendMiner's team, enhancing their overall experience.

##### Cons

- Users find the **complex usability** of TrendMiner challenging, especially for new users trying to connect data sources.
- Users find **difficult learning** curves due to advanced features and insufficient training materials for effective onboarding.
- Users find the **complexity** of TrendMiner challenging, requiring training and improvements in system administration for better usability.
- Users find the **learning curve steep** with TrendMiner, struggling to grasp its advanced features and functionality quickly.
- Users note the **limitations in mobile access and custom visualizations** , hindering their data experience with TrendMiner.

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

**["Powerful tool for getting a good overview to detailed granular analitics"](https://www.g2.com/survey_responses/trendminer-review-11789103)**

**Rating:** 4.5/5.0 stars

_— Edward B._

[Read full review](https://www.g2.com/survey_responses/trendminer-review-11789103)

**["Simple Visualization, Quick Analysis"](https://www.g2.com/survey_responses/trendminer-review-11788512)**

**Rating:** 4.5/5.0 stars

_— Susana S._

[Read full review](https://www.g2.com/survey_responses/trendminer-review-11788512)

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

- [How has Software AG TrendMiner supported your industrial analytics, and what features do you rely on?](https://www.g2.com/discussions/how-has-software-ag-trendminer-supported-your-industrial-analytics-and-what-features-do-you-rely-on)
- [What is TrendMiner used for?](https://www.g2.com/discussions/what-is-trendminer-used-for) - 1 comment

### [Logility Solutions](https://www.g2.com/products/logility-solutions/reviews)

Logility is a market-leading provider of AI-first supply chain management solutions engineered to help organizations build sustainable digital supply chains that improve people’s lives and the world we live in. The company’s approach is designed to reimagine supply chain planning by shifting away from traditional “what happened” processes to an AI-driven strategy that combines the power of humans and machines to predict and be ready for what’s coming. Logility’s fully integrated, end-to-end platform helps clients know faster, turn uncertainty into opportunity, and transform the supply chain from a cost center to an engine for growth.

**Average Rating:** 4.2/5.0

**Total Reviews:** 123

#### How Do G2 Users Rate Logility Solutions?

- **Has the product been a good partner in doing business?:** 8.5/10 (Category avg: 8.9/10)
- **Algorithms:** 8.3/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Logility Solutions?

- **Seller:** [Aptean](https://www.g2.com/sellers/aptean)
- **Company Website:** www.aptean.com
- **Year Founded:** 2012
- **HQ Location:** Alpharetta, Georgia
- **Twitter:** @Aptean  
1,620 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=2325631adaaf420409a60f3533d65006093bfa094af14612f7b86add57d251b2&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F2681769%2F&secure%5Burl_type%5D=linkedin_company_website)  
3,640 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Consumer Goods, Food & Beverages
- **Company Size:** 54% Medium, 32% Large

#### What Are Recent G2 Reviews of Logility Solutions?

**["Streamlined Supply Chain with Powerful Forecasting"](https://www.g2.com/survey_responses/logility-solutions-review-13070939)**

**Rating:** 5.0/5.0 stars

_— Subash Chandra Bose P._

[Read full review](https://www.g2.com/survey_responses/logility-solutions-review-13070939)

**["Powerful Forecasting, Clunky Interface"](https://www.g2.com/survey_responses/logility-solutions-review-13121635)**

**Rating:** 4.0/5.0 stars

_— Vimal G._

[Read full review](https://www.g2.com/survey_responses/logility-solutions-review-13121635)

#### What Are G2 Users Discussing About Logility Solutions?

- [What is your experience regarding pricing and costs for Logility Solutions, and how has it impacted your supply chain?](https://www.g2.com/discussions/what-is-your-experience-regarding-pricing-and-costs-for-logility-solutions-and-how-has-it-impacted-your-supply-chain)
- [What is Logility Solutions used for?](https://www.g2.com/discussions/what-is-logility-solutions-used-for)
- [What is Demand Management: Forecast Management used for?](https://www.g2.com/discussions/what-is-demand-management-forecast-management-used-for)
- [What is JDA used for?](https://www.g2.com/discussions/what-is-jda-used-for)
- [What is e2open?](https://www.g2.com/discussions/what-is-e2open)

### [DataRobot](https://www.g2.com/products/datarobot/reviews)

DataRobot’s enterprise AI platform democratizes data science with end-to-end automation for building, deploying, and managing machine learning models. This platform maximizes business value by delivering AI at scale and continuously optimizing performance over time. The company’s proven combination of cutting edge software and world-class AI implementation, training, and support services, empowers any organization – regardless of size, industry, or resources – to drive better business outcomes with AI.

**Average Rating:** 4.4/5.0

**Total Reviews:** 31

#### How Do G2 Users Rate DataRobot?

- **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 8.9/10)

#### Who Is the Company Behind DataRobot?

- **Seller:** [DataRobot](https://www.g2.com/sellers/datarobot)
- **Year Founded:** 2012
- **HQ Location:** Boston, Massachusetts
- **Twitter:** @DataRobot  
19,225 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=89c9e24da6d788dc433c6745ca09b189b87261921021a529df2781df784a2983&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F2672915%2F&secure%5Burl_type%5D=linkedin_company_website)  
886 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software
- **Company Size:** 50% Small, 31% Medium

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

**["Empowers Non-Data Scientists to Build Solid Models"](https://www.g2.com/survey_responses/datarobot-review-13176444)**

**Rating:** 5.0/5.0 stars

_— Brauny N._

[Read full review](https://www.g2.com/survey_responses/datarobot-review-13176444)

**["DataRobot Streamlines the Full ML Lifecycle with Intuitive AutoML and Governance"](https://www.g2.com/survey_responses/datarobot-review-13208835)**

**Rating:** 4.5/5.0 stars

_— Atharva S._

[Read full review](https://www.g2.com/survey_responses/datarobot-review-13208835)

### [Analytica](https://www.g2.com/products/analytica/reviews)

Analytica® is ideal for decision-makers who need the power of statistical tools combined with digital whiteboards. This way, everyone can visualize and understand how all of the factors, decisions, constraints, risks and objectives influence one another. This results in superior scenario planning, portfolio management, risk and financial modeling - especially for complex and dynamic problems. More reasons why Analytica® is consistently the all-in-one tool of choice: - Intelligent Arrays™ to gracefully handle multiple dimensions of data - Multiple options for risk management including Monte Carlo simulations - Powerful built-in tools for system dynamics, including feedback loops - Analyzing data and recommending a built-in solver for optimization - 3rd-party optimization solvers and managing results in our visual interface - Bi-directional integrations with Excel, databases and Python libraries - Quickly find and predict model errors and unintended feedback loops - Publish to the cloud for collaborating and making available to customers. The new clarity our visual interface brings also helps makes predicting model errors and unintended feedback loops much easier to identify. Analytica® is designed and supported by a friendly and responsive staff at Lumina Decision Systems Inc.

**Average Rating:** 4.8/5.0

**Total Reviews:** 32

#### How Do G2 Users Rate Analytica?

- **Has the product been a good partner in doing business?:** 8.7/10 (Category avg: 8.9/10)
- **Algorithms:** 9.8/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Analytica?

- **Seller:** [Lumina Decision Systems](https://www.g2.com/sellers/lumina-decision-systems)
- **Year Founded:** 1991
- **HQ Location:** Campbell, CA
- **Twitter:** @LuminaAnalytica  
510 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=0e194af5cdea12abd7509aa0ee7c3a842c94d121fe25e5c051d6fb8e8cee940e&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Flumina-decision-systems%2F&secure%5Burl_type%5D=linkedin_company_website)  
14 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 67% Small, 18% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of Analytica, making data management and decision-making straightforward and efficient.
- Users appreciate the **intuitive visual interface** of Analytica, enhancing model understanding and collaboration effectively.
- Users appreciate the **intuitive interface and advanced functionalities** of Analytica for enhanced modeling and collaboration.
- Users value the **accuracy** of Analytica, which provides reliable results and interactive model outputs for informed decision-making.
- Users find Analytica to have a **very intuitive and excellent interface** that enhances their workflow and data management.

##### Cons

- Users find the interface of Analytica **outdated** and desire improvements for better usability and compatibility.
- Users find the **interface outdated** and feel a refresh would significantly enhance the overall experience with Analytica.
- Users experience **connectivity issues** with Analytica, making data access challenging, especially with unstable internet connections.
- Users find that the **compatibility issues** with other operating systems hinder the overall user experience of Analytica.
- Users find that **internet dependency** can be challenging, especially during connectivity issues affecting data access and usage.

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

**["AN INCREDIBLE TOOL FOR TEACHING RISK ASSESSMENT and DECISION ANALYSIS"](https://www.g2.com/survey_responses/analytica-review-8127757)**

**Rating:** 5.0/5.0 stars

_— John E._

[Read full review](https://www.g2.com/survey_responses/analytica-review-8127757)

**["INTUITIVE, USER-FRIENDLY AND OUTSTANDING OPERATIONAL RISK MANAGEMENT TOOL."](https://www.g2.com/survey_responses/analytica-review-8218965)**

**Rating:** 5.0/5.0 stars

_— Belinda R._

[Read full review](https://www.g2.com/survey_responses/analytica-review-8218965)

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

- [What are the features of Analytica?](https://www.g2.com/discussions/what-are-the-features-of-analytica) - 1 comment
- [What does Analytica?](https://www.g2.com/discussions/what-does-analytica)
- [What is Analytica software used for?](https://www.g2.com/discussions/what-is-analytica-software-used-for)

### [Seeq](https://www.g2.com/products/seeq/reviews)

Seeq is the only enterprise SaaS platform that is purpose-built for time series data, and is trusted by the most recognizable names in oil & gas, pharmaceuticals, specialty chemicals, utilities, renewable energy, and numerous other vertical industries. Seeq accelerates digital transformation efforts and ROI impact by providing live connectivity to hundreds of data sources, and empowering more people across the organization to leverage a broad range of AI capabilities including advanced analytics, machine learning, and generative AI (GenAI).

**Average Rating:** 4.6/5.0

**Total Reviews:** 145

#### How Do G2 Users Rate Seeq?

- **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 8.9/10)
- **AI Text Summarization:** 6.9/10 (Category avg: 8.1/10)
- **Algorithms:** 7.6/10 (Category avg: 8.5/10)
- **AI Text Generation:** 7.2/10 (Category avg: 8.1/10)

#### Who Is the Company Behind Seeq?

- **Seller:** [Seeq Corporation](https://www.g2.com/sellers/seeq-corporation)
- **Company Website:** www.seeq.com
- **Year Founded:** 2013
- **HQ Location:** Seattle, Washington
- **Twitter:** @SeeqCorporation  
959 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=52123deef039bf7e4645366754564ee588b554867381c6aab2f8ec85428e9200&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F3126445%2F&secure%5Burl_type%5D=linkedin_company_website)  
322 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Process Engineer
- **Top Industries:** Oil & Energy, Chemicals
- **Company Size:** 58% Large, 32% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **powerful data analysis and visualization features** of Seeq, enhancing insights and collaboration across teams.
- Users appreciate the **ease of use** of Seeq, which simplifies data analysis and enhances overall efficiency.
- Users value the **transformative capabilities** of Seeq, enhancing data insights and accelerating decision-making for improved outcomes.
- Users value the **intuitive analysis capabilities** of Seeq, simplifying time series data exploration and trend identification.
- Users value Seeq's **automation capabilities** , which streamline data analysis and enhance decision-making efficiency.

##### Cons

- Users find the **difficult learning curve** of Seeq challenging, especially when navigating without adequate guidance or experience.
- Users find the **complex usability** of Seeq frustrating, particularly with visualizing data and navigating multiple AI agents.
- Users find the **learning curve challenging** , especially without guidance or prior engineering knowledge, complicating usage of Seeq.
- Users find the **learning difficulty** of Seeq challenging, especially when navigating its powerful features without guidance.
- Users find the **interface lacking in user-friendliness** , particularly for visualizing data and creating dashboards.

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

**["My seeq review"](https://www.g2.com/survey_responses/seeq-review-11719959)**

**Rating:** 5.0/5.0 stars

_— Verified User in Pharmaceuticals_

[Read full review](https://www.g2.com/survey_responses/seeq-review-11719959)

**["Seeq Accelerates Digital Transformation and Transforms Business Processes"](https://www.g2.com/survey_responses/seeq-review-12061217)**

**Rating:** 4.5/5.0 stars

_— Simon T._

[Read full review](https://www.g2.com/survey_responses/seeq-review-12061217)

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

- [How much does seeq cost?](https://www.g2.com/discussions/how-much-does-seeq-cost) - 1 upvote
- [What is seeq cortex?](https://www.g2.com/discussions/what-is-seeq-cortex) - 1 comment
- [What does seeq stand for?](https://www.g2.com/discussions/what-does-seeq-stand-for)
- [What is seeq used for?](https://www.g2.com/discussions/what-is-seeq-used-for)

### [Plutoshift](https://www.g2.com/products/plutoshift-plutoshift/reviews)

Plutoshift is pioneering a new category of data platform, purpose built for enterprises that provide physical products and services. The Plutoshift Operational Data Platform (ODP) applies AI and automated machine learning to unify and align the myriad of data sources into a shared system of record, enabling a new caliber of “always-on” performance monitoring and predictive analysis. For the first time, front line and remote workers can utilize current and trusted data all the way out to the operational front lines of the business, dramatically improving the speed and reliability of critical decision making.

**Average Rating:** 4.8/5.0

**Total Reviews:** 20

#### How Do G2 Users Rate Plutoshift?

- **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 8.9/10)
- **Algorithms:** 9.7/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Plutoshift?

- **Seller:** [Plutoshift](https://www.g2.com/sellers/plutoshift)
- **Year Founded:** 2024
- **HQ Location:** Palo Alto, California
- **Twitter:** @plutoshift  
229 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=73850d355bfdc14ea36770d57547c351f3cf2b7a001f9b02cdf0446b9a78ef75&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fplutoshift-ai%2F&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Software Engineer
- **Top Industries:** Computer Software
- **Company Size:** 65% Medium, 25% Large

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

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **ease of data analysis** with Plutoshift, enhancing decision-making through automated insights and real-time intelligence.
- Users value Plutoshift for its ability to provide **real-time actionable insights** that simplify complex data and enhance decision-making.
- Users value the **responsive support team** of Plutoshift, enhancing their experience with efficient assistance and solutions.
- Users value the **real-time analysis capabilities** of Plutoshift, which simplify complex data for informed decision-making.
- Users appreciate the **real-time actionable insights** provided by Plutoshift's innovative analytics technology, enhancing decision-making processes.

##### Cons

- Users find Plutoshift's **complex usability** challenging, particularly for those less familiar with technology and setup processes.
- Users find Plutoshift's **complexity** challenging, particularly when connecting data sources and configuring settings.
- Users find **integration issues** frustrating, as connecting data sources and configuring settings can be time-consuming and challenging.
- Users find Plutoshift's **learning curve challenging** , particularly for those lacking technical expertise or familiarity.
- Users find the **difficult setup** of Plutoshift time-consuming, especially for those lacking technical skills.

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

**["Committed to Managing Sites Operations."](https://www.g2.com/survey_responses/plutoshift-review-10796025)**

**Rating:** 4.5/5.0 stars

_— Davide P._

[Read full review](https://www.g2.com/survey_responses/plutoshift-review-10796025)

**["Simplifies Resource Management with Easy Setup"](https://www.g2.com/survey_responses/plutoshift-review-12393684)**

**Rating:** 4.0/5.0 stars

_— Jeni J._

[Read full review](https://www.g2.com/survey_responses/plutoshift-review-12393684)

### [Demandbase One](https://www.g2.com/products/demandbase-one/reviews)

Demandbase is the leading, enterprise-grade account-based GTM platform for sales and marketing teams designed to make every moment and every dollar count. Since creating the category in 2013, we have been pioneering technologies to sharpen revenue teams’ ability to confidently deliver the right message to the right customers at the right time. Powered by industry-leading data, our transparent and tunable AI-enhanced model, and integrations that meet your tech stack where it is, Demandbase helps you to take meaningful action confidently and efficiently. We know that there’s no such thing as ‘one-size- fits-all’ account-based marketing and sales. That’s why we built our platform to be flexible, easily handling dynamic GTM motions, nuanced business rules, and diverse integrations that others struggle with. Demandbase One™ is your account-based GTM command center, powering your entire revenue stack. Our AI-driven engine unifies first and third-party data, streamlines cross-channel execution, and connects the tools in your stack with the same data, insights, and workflows to accelerate your revenue.

**Average Rating:** 4.4/5.0

**Total Reviews:** 1,941

#### How Do G2 Users Rate Demandbase One?

- **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 8.9/10)

#### Who Is the Company Behind Demandbase One?

- **Seller:** [Demandbase](https://www.g2.com/sellers/demandbase)
- **Company Website:** www.demandbase.com
- **Year Founded:** 2005
- **HQ Location:** San Francisco, CA
- **Twitter:** @Demandbase  
21,346 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=fbd6df6ae02e0de4dfedb3f639579bc9dbe447eab6e09932935521ae69a2dba8&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F89759%2F&secure%5Burl_type%5D=linkedin_company_website)  
985 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Account Executive, Business Development Representative
- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 48% Medium, 32% Large

#### What Do G2 Reviewers Say About Demandbase One?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **ease of use** of Demandbase One, enhancing efficiency in building targeted custom audiences effortlessly.
- Users value the **comprehensive datasets** of Demandbase One, enhancing targeted marketing and audience engagement strategies.
- Users value the **comprehensive toolset** of Demandbase One, enhancing account targeting and analytics for effective ABM strategy.
- Users value the **unified data and seamless integrations** of Demandbase One, enhancing their marketing and sales efforts significantly.
- Users value the **insightful intent data** from Demandbase One for fast and effective account targeting and decision making.

##### Cons

- Users face a **steep learning curve** with Demandbase One, making it challenging to utilize all features effectively.
- Users find the **steep learning curve** of Demandbase One frustrating, requiring more training to maximize its features.
- Users find the **steep learning curve** of Demandbase One challenging, particularly for new or smaller teams lacking expertise.
- Users find the **learning difficulty** of Demandbase One challenging, particularly for those lacking technical skills.
- Users find the **navigation unintuitive** , making it challenging to navigate and manage campaigns effectively.

#### What Are Recent G2 Reviews of Demandbase One?

**["Demandbase One: Powerful Targeting, Intent Insights, and Account-Level Visibility"](https://www.g2.com/survey_responses/demandbase-one-review-12742698)**

**Rating:** 4.0/5.0 stars

_— Nijat I._

[Read full review](https://www.g2.com/survey_responses/demandbase-one-review-12742698)

**["Powerful Intent Data and Account Insights for B2B Account Prioritization"](https://www.g2.com/survey_responses/demandbase-one-review-12823589)**

**Rating:** 4.5/5.0 stars

_— Himanshu J._

[Read full review](https://www.g2.com/survey_responses/demandbase-one-review-12823589)

#### What Are G2 Users Discussing About Demandbase One?

- [As a beginner, how do I effectively use Demandbase One's account-based marketing feature for targeted campaigns?](https://www.g2.com/discussions/as-a-beginner-how-do-i-effectively-use-demandbase-one-s-account-based-marketing-feature-for-targeted-campaigns) - 1 upvote
- [What is Demandbase ABM/ABX Cloud used for?](https://www.g2.com/discussions/what-is-demandbase-abm-abx-cloud-used-for)
- [What does Insideview Data Integrity do?](https://www.g2.com/discussions/what-does-insideview-data-integrity-do)
- [What is the use of Insideview Data Integrity?](https://www.g2.com/discussions/what-is-the-use-of-insideview-data-integrity)
- [What does inside view do?](https://www.g2.com/discussions/what-does-inside-view-do)

### [IBM Watson Studio](https://www.g2.com/products/ibm-watson-studio/reviews)

IBM Watson Studio on IBM Cloud Pak for Data is a leading data science and machine learning solution that helps enterprises accelerate AI-powered digital transformation. It allows businesses to scale trustworthy AI and optimize decisions. Build, run, and manage AI models on any cloud through an automated end-to-end AI lifecycle--simplifying experimentation and deployment, speeding up data exploration and preparation, and improving model development and training. Govern and monitor models to mitigate drift and bias, and manage model risk. Build a ModelOps practice that synchronizes application and model pipelines to operationalize responsible, explainable AI across your enterprise. As a key offering of IBM Cloud Pak for Data, a unified data and AI platform, Watson Studio integrates seamlessly with data management services, data privacy and security capabilities, AI application tooling, open source frameworks, and a robust technology ecosystem. It unites teams and empowers businesses to build the modern information architecture that AI requires and infuse it across the organization. IBM Watson Studio is code-optional, allowing both data scientists and business analysts to work on the same platform by providing the best of open source tools along with visual, drag-and-drop capabilities. It enables organizations to tap into data assets and inject predictions into business processes and modern applications—helping them maximize their business value. It's suited for hybrid multicloud environments that demand mission-critical performance, security, and governance. Features include: • AutoAI that eliminates time-consuming, repetitive tasks by automating data preparation, model development, feature engineering and hyperparameter optimization. • Text Analytics for uncovering insights from unstructured data • Drag-and-drop visual model-building with SPSS Modeler • Broad data access – flat files, spreadsheets, major relational databases • Sophisticated graphics engine for building stunning visualizations • Support for Python 3 Notebooks Watson Studio is available via several deployment options: • IBM Cloud Pak for Data – An open, extensible data and AI platform that runs on any cloud • IBM Cloud Pak for Data System – A hybrid cloud, on-premises platform-in-a-box • IBM Cloud Pak for Data as a Service – A set of IBM Cloud Pak for Data platform services fully managed on the IBM Cloud

**Average Rating:** 4.2/5.0

**Total Reviews:** 164

#### How Do G2 Users Rate IBM Watson Studio?

- **Has the product been a good partner in doing business?:** 8.0/10 (Category avg: 8.9/10)
- **AI Text Summarization:** 8.3/10 (Category avg: 8.1/10)
- **Algorithms:** 8.1/10 (Category avg: 8.5/10)
- **AI Text Generation:** 9.3/10 (Category avg: 8.1/10)

#### Who Is the Company Behind IBM Watson Studio?

- **Seller:** [IBM](https://www.g2.com/sellers/ibm)
- **Year Founded:** 1911
- **HQ Location:** Armonk, New York, United States
- **Twitter:** @IBMSecurity  
74,660 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=14b544adaece4fdbc987f1d7f7028048c22259946811200cc751263825586af9&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1009%2F&secure%5Burl_type%5D=linkedin_company_website)  
328,202 employees on LinkedIn®
- **Ownership:** SWX:IBM

#### Who Uses This Product?

- **Who Uses This:** Software Engineer, CEO
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 49% Large, 31% Small

#### What Do G2 Reviewers Say About IBM Watson Studio?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **Auto AI capability** of IBM Watson Studio, which automates tasks and enhances data science efficiency.
- Users appreciate the **Auto AI capability** of IBM Watson Studio, significantly reducing manual work and enhancing productivity.
- Users value the **ease of use** of IBM Watson Studio, enabling quick project initiation and seamless collaboration.
- Users appreciate the **Auto AI capability** of IBM Watson Studio, significantly reducing manual work in data preprocessing.
- Users find the **easy AI integration** of IBM Watson Studio transformative, enhancing their data science and ML workflows significantly.

##### Cons

- Users find the **expensive pricing** of IBM Watson Studio to be a significant barrier, especially for individuals and startups.
- Users find the **steep learning curve** of IBM Watson Studio challenging, especially for beginners navigating complex features.
- Users face a **steep learning curve** with IBM Watson Studio, making it challenging for beginners to navigate the complex features.
- Users find the **complex interface** of IBM Watson Studio challenging, especially for beginners navigating its features.
- Users find the **steep learning curve** of IBM Watson Studio challenging, particularly due to its complex interface.

#### What Are Recent G2 Reviews of IBM Watson Studio?

**["Robust Platform for Seamless Data Science Collaboration"](https://www.g2.com/survey_responses/ibm-watson-studio-review-12313951)**

**Rating:** 4.5/5.0 stars

_— Naimish M._

[Read full review](https://www.g2.com/survey_responses/ibm-watson-studio-review-12313951)

**["All-in-One Data Science Platform That’s Beginner-Friendly"](https://www.g2.com/survey_responses/ibm-watson-studio-review-12610720)**

**Rating:** 4.5/5.0 stars

_— Kodam S._

[Read full review](https://www.g2.com/survey_responses/ibm-watson-studio-review-12610720)

#### What Are G2 Users Discussing About IBM Watson Studio?

- [What is IBM Watson Studio used for?](https://www.g2.com/discussions/what-is-ibm-watson-studio-used-for) - 1 upvote
- [What are the main benefits of using AutoAI in IBM Watson Studio?](https://www.g2.com/discussions/what-are-the-main-benefits-of-using-autoai-in-ibm-watson-studio)
- [Is IBM Watson Studio free?](https://www.g2.com/discussions/is-ibm-watson-studio-free)
- [How do I use IBM Watson Studio?](https://www.g2.com/discussions/how-do-i-use-ibm-watson-studio)
- [What does IBM Watson Studio do?](https://www.g2.com/discussions/what-does-ibm-watson-studio-do)

### [IBM Cloud Pak for Data](https://www.g2.com/products/ibm-cloud-pak-for-data/reviews)

IBM Cloud Pak® for Data is a fully integrated data and AI platform that modernizes how businesses collect, organize and analyze data, forming the foundation to infuse AI across their organization. Running on Red Hat OpenShift and available on any cloud, this unified platform helps companies automate the end-to-end AI lifecycle. The intelligent data fabric in IBM Cloud Pak for Data enables automated distributed queries at scale without data movement; automated discovery and understanding of business-ready data; automated universal privacy and usage policies across the data ecosystem; and optimized model training, accuracy and explainability. View the demo: https://mediacenter.ibm.com/media/1\_je41fqqz. The platform delivers on the below use cases: • Data access and availability – Eliminate data silos and simplify your data landscape to enable faster, cost-effective extraction of value from your data. • Data quality and governance - Apply governance solutions and methodologies to deliver trusted, business data. • Data privacy and security - Fully understand and manage sensitive data with a pervasive privacy framework. • ModelOps - Automate the AI lifecycle and synchronize application and model pipelines to scale AI deployments. • AI governance – Ensure your AI is transparent, compliant and trustworthy with greater visibility into model development, with capabilities such as explainable AI, model risk management and bias detection. • AI for Financial Operations - Automate and integrate planning across your organization, from financial planning & analysis to workforce planning, sales forecasting and supply chain planning. • AI for Customer care - Reduce time to resolution, decrease call volume and increase customer satisfaction. IBM Watson Assistant (WA) can provide AI-powered automated assistance and enable human agents to better handle inquiries. IBM Watson Discovery (WD) complements Watson Assistant and can help unlock insights from complex business content. Discover IBM Cloud Pak for Data Industry Accelerators: https://dataplatform.cloud.ibm.com/gallery?context=cpdaas See a case study: https://mediacenter.ibm.com/media/1\_sr6lx8sz Try at no-cost: http://ibm.biz/dataplatformtrial

**Average Rating:** 4.3/5.0

**Total Reviews:** 72

#### How Do G2 Users Rate IBM Cloud Pak for Data?

- **Has the product been a good partner in doing business?:** 8.1/10 (Category avg: 8.9/10)
- **AI Text Summarization:** 8.3/10 (Category avg: 8.1/10)
- **Algorithms:** 8.6/10 (Category avg: 8.5/10)
- **AI Text Generation:** 8.9/10 (Category avg: 8.1/10)

#### Who Is the Company Behind IBM Cloud Pak for Data?

- **Seller:** [IBM](https://www.g2.com/sellers/ibm)
- **Year Founded:** 1911
- **HQ Location:** Armonk, New York, United States
- **Twitter:** @IBMSecurity  
74,660 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=14b544adaece4fdbc987f1d7f7028048c22259946811200cc751263825586af9&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1009%2F&secure%5Burl_type%5D=linkedin_company_website)  
328,202 employees on LinkedIn®
- **Ownership:** SWX:IBM

#### Who Uses This Product?

- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 51% Large, 28% Small

#### What Are Recent G2 Reviews of IBM Cloud Pak for Data?

**["Comprehensive solution for data-intensive workflows"](https://www.g2.com/survey_responses/ibm-cloud-pak-for-data-review-12967373)**

**Rating:** 4.5/5.0 stars

_— Amr a._

[Read full review](https://www.g2.com/survey_responses/ibm-cloud-pak-for-data-review-12967373)

**["Unified Data Integration and Governance for Analytics and AI on OpenShift"](https://www.g2.com/survey_responses/ibm-cloud-pak-for-data-review-13089210)**

**Rating:** 4.5/5.0 stars

_— Aleksander M._

[Read full review](https://www.g2.com/survey_responses/ibm-cloud-pak-for-data-review-13089210)

### [SAS Enterprise Miner](https://www.g2.com/products/sas-enterprise-miner/reviews)

SAS Enterprise Miner is a comprehensive data mining and predictive analytics software designed to streamline the process of developing descriptive and predictive models. It enables users to analyze vast amounts of data efficiently, uncovering patterns and relationships that inform better decision-making. With an intuitive graphical user interface, SAS Enterprise Miner facilitates the entire data mining process, from data preparation to model assessment, making advanced analytics accessible to both technical and non-technical users. Key Features and Functionality: - User-Friendly Interface: An interactive GUI allows users to build process flow diagrams, simplifying the modeling process. - Advanced Data Preparation: Tools for handling missing values, filtering outliers, and performing data transformations enhance data quality. - Diverse Modeling Techniques: Supports a wide range of algorithms, including decision trees, neural networks, and regression models, catering to various analytical needs. - Open Source Integration: Seamless integration with R enables users to perform data transformations and model training within the platform. - High-Performance Capabilities: Incorporates high-performance data mining nodes to boost processing efficiency. - Automated Scoring: Generates score code in multiple languages (SAS, C, Java, PMML) for deployment across various environments. - Model Comparison and Management: Features for comparing multiple models using lift curves and statistical diagnostics to identify the best-performing models. Primary Value and Solutions Provided: SAS Enterprise Miner empowers organizations to harness the full potential of their data by providing a robust platform for developing accurate predictive models. It addresses challenges such as fraud detection, risk minimization, resource demand forecasting, and customer attrition reduction. By automating and simplifying complex data mining tasks, it enables users to make informed, data-driven decisions, ultimately enhancing operational efficiency and competitive advantage.

**Average Rating:** 4.2/5.0

**Total Reviews:** 185

#### How Do G2 Users Rate SAS Enterprise Miner?

- **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 8.9/10)
- **AI Text Summarization:** 7.4/10 (Category avg: 8.1/10)
- **Algorithms:** 8.0/10 (Category avg: 8.5/10)
- **AI Text Generation:** 7.4/10 (Category avg: 8.1/10)

#### Who Is the Company Behind SAS Enterprise Miner?

- **Seller:** [SAS Institute Inc.](https://www.g2.com/sellers/sas-institute-inc-df6dde22-a5e5-4913-8b21-4fa0c6c5c7c2)
- **Year Founded:** 1976
- **HQ Location:** Cary, NC
- **Twitter:** @SASsoftware  
60,863 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=64db42c044af5bbad79bd9677a620a6c31a8ff1abf4e7b2a6f1d6ed9561d105d&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1491%2F&secure%5Burl_type%5D=linkedin_company_website)  
18,638 employees on LinkedIn®
- **Phone:** 1-800-727-0025

#### Who Uses This Product?

- **Top Industries:** Higher Education, Information Technology and Services
- **Company Size:** 60% Large, 28% Medium

#### What Do G2 Reviewers Say About SAS Enterprise Miner?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of installation** with SAS Enterprise Miner, simplifying the setup for node-based analysis.
- Users appreciate the **ease of creating node-based analyses** in SAS Enterprise Miner, enhancing their analytical workflows.
- Users value the **ease of creating node-based analyses** in SAS Enterprise Miner, enhancing their analytical experience.

##### Cons

- Users find **the learning curve steep** , especially when generating output for other SAS products as beginners.
- Users find that generating output from SAS Enterprise Miner can be **challenging for inexperienced users** , impacting usability.
- Users find the **steep learning curve** of SAS Enterprise Miner daunting, particularly when generating output to other products.

#### What Are Recent G2 Reviews of SAS Enterprise Miner?

**["Great Decision Trees That Deliver"](https://www.g2.com/survey_responses/sas-enterprise-miner-review-12697539)**

**Rating:** 4.5/5.0 stars

_— Rohan K._

[Read full review](https://www.g2.com/survey_responses/sas-enterprise-miner-review-12697539)

**["Excellent product for statistical analysis"](https://www.g2.com/survey_responses/sas-enterprise-miner-review-11134264)**

**Rating:** 5.0/5.0 stars

_— bobby x._

[Read full review](https://www.g2.com/survey_responses/sas-enterprise-miner-review-11134264)

#### What Are G2 Users Discussing About SAS Enterprise Miner?

- [Is SAS software dying?](https://www.g2.com/discussions/sas-advanced-analytics-is-sas-software-dying)
- [Who uses SAS Enterprise Miner?](https://www.g2.com/discussions/who-uses-sas-enterprise-miner)
- [What is SAS software used for?](https://www.g2.com/discussions/sas-advanced-analytics-what-is-sas-software-used-for)
- [Is SAS Enterprise Miner useful?](https://www.g2.com/discussions/is-sas-enterprise-miner-useful)
- [What is advanced analytics platform?](https://www.g2.com/discussions/what-is-advanced-analytics-platform) - 1 comment

### [KNIME](https://www.g2.com/products/knime-analytics-platform/reviews)

KNIME helps everybody make sense of data. Its free and open source KNIME Analytics Platform enables anyone — whether they come from a business, technical or data background — to intuitively work with data, every day. KNIME Business Hub is the commercial complement to KNIME Analytics Platform and enables users to collaborate on data science and share insights across the organization. Together, the products support the complete data science lifecycle, allowing teams at all levels of analytics readiness to support the operationalization of data and to build a scalable data science practice.

**Average Rating:** 4.5/5.0

**Total Reviews:** 104

#### How Do G2 Users Rate KNIME?

- **Has the product been a good partner in doing business?:** 8.4/10 (Category avg: 8.9/10)
- **AI Text Summarization:** 7.6/10 (Category avg: 8.1/10)
- **Algorithms:** 8.2/10 (Category avg: 8.5/10)
- **AI Text Generation:** 7.6/10 (Category avg: 8.1/10)

#### Who Is the Company Behind KNIME?

- **Seller:** [KNIME](https://www.g2.com/sellers/knime)
- **Company Website:** knime.com
- **Year Founded:** 2008
- **HQ Location:** Zurich, Switzerland
- **Twitter:** @knime  
7,998 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=f7a516bbe2dc4d0e292ed78e5e957b79bbec1dfe489fa8be92a344d651ca0810&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F692207%3Ftrk%3Dtyah%26trkInfo%3DclickedVertical%253Acompany%252CclickedEntityId%253A692207%252Cidx%253A2-1-4%252CtarId%253A1454002156993%252Ctas%253Aknime&secure%5Burl_type%5D=linkedin_company_website)  
245 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Higher Education
- **Company Size:** 41% Large, 33% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users find KNIME's **ease of use** exceptional, enabling non-technical individuals to create workflows effortlessly.
- Users value the **coding ease** of KNIME, allowing even non-coders to build complex workflows effortlessly.
- Users find KNIME's **ease of learning** beneficial, allowing beginners to start delivering results quickly.
- Users find KNIME to be a **powerful and easy-to-learn platform** , enabling effective data analysis and AI solution development.
- Users highlight the **effortless data visualization** capabilities of KNIME, making complex data accessible and easy to understand.

##### Cons

- Users find the **initial learning curve challenging** , especially for those new to data science and visual programming.
- Users experience significant **memory usage issues** with KNIME, leading to slow performance, especially with large files.
- Users report **storage limitations** with KNIME, facing memory availability issues that hinder performance with large files.
- Users note that **data management issues** persist in KNIME, particularly with file handling and database compatibility.
- Users feel the **lack of learning resources** hinders their ability to fully utilize KNIME's capabilities.

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

**["KNIME’s Visual Workflows - One of the best tool for Auditing, Accounting & Finance Professionals"](https://www.g2.com/survey_responses/knime-review-12976842)**

**Rating:** 5.0/5.0 stars

_— Charm M._

[Read full review](https://www.g2.com/survey_responses/knime-review-12976842)

**["KNIME’s Free No-Code Drag-and-Drop Analytics, from Descriptive to Agentic AI"](https://www.g2.com/survey_responses/knime-review-12992618)**

**Rating:** 5.0/5.0 stars

_— Guylaine B._

[Read full review](https://www.g2.com/survey_responses/knime-review-12992618)

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

- [What is KNIME Analytics Platform used for?](https://www.g2.com/discussions/what-is-knime-analytics-platform-used-for)
- [Is Knime easy to use?](https://www.g2.com/discussions/is-knime-easy-to-use) - 1 comment
- [How do I use Knime Analytics?](https://www.g2.com/discussions/how-do-i-use-knime-analytics)
- [Is Knime any good?](https://www.g2.com/discussions/is-knime-any-good)
- [What is Knime analytics platform?](https://www.g2.com/discussions/what-is-knime-analytics-platform)

### [Epsilon3](https://www.g2.com/products/epsilon3/reviews)

Epsilon3 is the first AI-powered procedure and resource management tool designed for teams that engineer, build, test, and operate advanced products and systems. ✔ Standardize & Optimize Processes Our interoperable procedure execution system replaces inefficient checklists managed with paper, spreadsheets, docs, and outdated planning tools. Automatically track every step to ensure quality, consistency, and traceability. ✔ Fuel Rapid Iteration & Innovation Built-in version control, conditional workflows, and real-time data synchronization keep stakeholders on the same page. Enable continuous improvement and quick, data-driven decisions to stay far ahead of the competition. ✔ Streamline & Scale Operations Securely integrate siloed systems and automate repetitive, error-prone tasks to boost productivity and prevent delays. Simplify training, reduce costs, and maintain efficiency as your operations expand to meet demand. Epsilon3 is trusted by industry leaders like NASA, Blue Origin, Firefly Aerospace, Sierra Space, Redwire, Shift4, AeroVironment, Commonwealth Fusion Systems, and other commercial and government organizations. The company and platform were built by engineering leaders from SpaceX, NASA, and Google. Learn how: https://www.epsilon3.io/

**Average Rating:** 4.2/5.0

**Total Reviews:** 259

#### How Do G2 Users Rate Epsilon3?

- **Has the product been a good partner in doing business?:** 9.2/10 (Category avg: 8.9/10)
- **AI Text Summarization:** 8.9/10 (Category avg: 8.1/10)
- **Algorithms:** 8.3/10 (Category avg: 8.5/10)
- **AI Text Generation:** 8.3/10 (Category avg: 8.1/10)

#### Who Is the Company Behind Epsilon3?

- **Seller:** [Epsilon3](https://www.g2.com/sellers/epsilon3)
- **Company Website:** epsilon3.io
- **Year Founded:** 2021
- **HQ Location:** Los Angeles, California
- **Twitter:** @Epsilon3Inc  
1,068 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=4ebd3db3ebaf8d4d7fb61b4d447133202b9069ea67424b10333f9fc6af291687&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fepsilon3inc&secure%5Burl_type%5D=linkedin_company_website)  
33 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Customer Service Representative
- **Top Industries:** Aviation & Aerospace, Financial Services
- **Company Size:** 43% Medium, 40% Large

#### What Do G2 Reviewers Say About Epsilon3?

_AI-generated summary from verified user reviews_

##### Pros

- Users find the **ease of use** in Epsilon3 beneficial, thanks to clear guides and well-structured information.
- Users value the **efficiency of procedure management** in Epsilon3, enjoying streamlined workflows and easy access to documentation.
- Users appreciate the **efficiency** of Epsilon3, as it centralizes processes and saves time while minimizing errors.
- Users value the **efficiency improvement** Epsilon3 offers, enhancing workflow and reducing paperwork clutter significantly.
- Users value the **version control and edit request features** of Epsilon3, enhancing their collaboration and article management.

##### Cons

- Users face **complexity issues** with Epsilon3, particularly with slow login times and a confusing interface.
- Users note a significant **initial learning curve** that temporarily hinders productivity before they fully master Epsilon3.
- Users face a **steep learning curve** with Epsilon3, causing initial frustration and temporary productivity loss.
- Users find the **procedures confusing** , complicating searches and slowing down their workflow, especially for experienced team members.
- Users express frustration with the **poor interface design** of Epsilon3, finding it confusing and time-consuming to navigate.

#### What Are Recent G2 Reviews of Epsilon3?

**["Best software ever!"](https://www.g2.com/survey_responses/epsilon3-review-8714480)**

**Rating:** 5.0/5.0 stars

_— Domantas B._

[Read full review](https://www.g2.com/survey_responses/epsilon3-review-8714480)

**["Marvelous compared to piles and piles of on-paper checklists"](https://www.g2.com/survey_responses/epsilon3-review-8715685)**

**Rating:** 4.5/5.0 stars

_— Minxi L._

[Read full review](https://www.g2.com/survey_responses/epsilon3-review-8715685)

### [Black Crow AI](https://www.g2.com/products/black-crow-ai/reviews)

Black Crow AI is a Shopify app that predicts shopping behavior patterns to efficiently acquire and reach more customers across digital marketing channels. We empower e-commerce brand growth by unlocking the hidden value in the customer data you already own.

**Average Rating:** 4.8/5.0

**Total Reviews:** 12

#### How Do G2 Users Rate Black Crow AI?

- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 8.9/10)
- **Algorithms:** 9.6/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Black Crow AI?

- **Seller:** [Black Crow AI](https://www.g2.com/sellers/black-crow-ai)
- **HQ Location:** New York, NY
- **Twitter:** @BlackCrowAI  
288 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=6386413349a5055e78e137e5527f297ca3ccb0c4de478397620475174cab8ebb&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fblackcrowai%2F&secure%5Burl_type%5D=linkedin_company_website)  
81 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 58% Small, 33% Medium

#### What Are Recent G2 Reviews of Black Crow AI?

**["Wonderful Thought Partners"](https://www.g2.com/survey_responses/black-crow-ai-review-8297394)**

**Rating:** 4.5/5.0 stars

_— Rose H._

[Read full review](https://www.g2.com/survey_responses/black-crow-ai-review-8297394)

**["Great Intelligence and Great Team to Work With"](https://www.g2.com/survey_responses/black-crow-ai-review-7939305)**

**Rating:** 5.0/5.0 stars

_— AC C._

[Read full review](https://www.g2.com/survey_responses/black-crow-ai-review-7939305)

### [ibi WebFOCUS](https://www.g2.com/products/ibi-webfocus/reviews)

The ibi WebFOCUS® platform is an enterprise business intelligence and analytics solution equipped with data management, visual discovery, predictive analytics, and powerful visualizations. Combining these capabilities and data science in one unified platform, the WebFOCUS solution helps make data-driven decisions across the enterprise providing reports, dashboards, and customer-facing applications at scale.

**Average Rating:** 4.4/5.0

**Total Reviews:** 149

#### How Do G2 Users Rate ibi WebFOCUS?

- **Has the product been a good partner in doing business?:** 8.9/10 (Category avg: 8.9/10)
- **Algorithms:** 8.1/10 (Category avg: 8.5/10)

#### Who Is the Company Behind ibi WebFOCUS?

- **Seller:** [ibi](https://www.g2.com/sellers/ibi-c9a17c70-0d20-476a-899c-480706dd4ce4)
- **Year Founded:** 1975
- **HQ Location:** Fort Lauderdale, FL
- **Twitter:** @infobldrs  
32,864 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=e6ec665aed25a6d5dc4c047c5bd36b0b3f44507b76b9fcddfe83a0ea77d3a1e4&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Finformation-builders%2F&secure%5Burl_type%5D=linkedin_company_website)  
894 employees on LinkedIn®
- **Phone:** 212-736-4433

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Government Administration
- **Company Size:** 57% Large, 32% Medium

#### What Are Recent G2 Reviews of ibi WebFOCUS?

**["WebFOCUS - Best Product for Analytics"](https://www.g2.com/survey_responses/ibi-webfocus-review-4278981)**

**Rating:** 4.5/5.0 stars

_— Sanford K._

[Read full review](https://www.g2.com/survey_responses/ibi-webfocus-review-4278981)

**["MAKES DATA EASY!!!"](https://www.g2.com/survey_responses/ibi-webfocus-review-719271)**

**Rating:** 5.0/5.0 stars

_— Jill M._

[Read full review](https://www.g2.com/survey_responses/ibi-webfocus-review-719271)

#### What Are G2 Users Discussing About ibi WebFOCUS?

- [What is TIBCO WebFOCUS used for?](https://www.g2.com/discussions/what-is-tibco-webfocus-used-for)

- [‹ Prev‹ Prev](/categories/predictive-analytics?hsCtaTracking=59ff82f1-4345-49a0-a6cc-23865c443e25%7Cf82c43fd-2d75-4271-b26a-ef01613ba3e1&order=g2_score&page=2#product-list)
- [1](/categories/predictive-analytics?hsCtaTracking=59ff82f1-4345-49a0-a6cc-23865c443e25%7Cf82c43fd-2d75-4271-b26a-ef01613ba3e1&order=g2_score#product-list)
- [2](/categories/predictive-analytics?hsCtaTracking=59ff82f1-4345-49a0-a6cc-23865c443e25%7Cf82c43fd-2d75-4271-b26a-ef01613ba3e1&order=g2_score&page=2#product-list)
- 3
- [4](/categories/predictive-analytics?hsCtaTracking=59ff82f1-4345-49a0-a6cc-23865c443e25%7Cf82c43fd-2d75-4271-b26a-ef01613ba3e1&order=g2_score&page=4#product-list)
- [5](/categories/predictive-analytics?hsCtaTracking=59ff82f1-4345-49a0-a6cc-23865c443e25%7Cf82c43fd-2d75-4271-b26a-ef01613ba3e1&order=g2_score&page=5#product-list)
- [6](/categories/predictive-analytics?hsCtaTracking=59ff82f1-4345-49a0-a6cc-23865c443e25%7Cf82c43fd-2d75-4271-b26a-ef01613ba3e1&order=g2_score&page=6#product-list)
- [7](/categories/predictive-analytics?hsCtaTracking=59ff82f1-4345-49a0-a6cc-23865c443e25%7Cf82c43fd-2d75-4271-b26a-ef01613ba3e1&order=g2_score&page=7#product-list)
- …
- [19](/categories/predictive-analytics?hsCtaTracking=59ff82f1-4345-49a0-a6cc-23865c443e25%7Cf82c43fd-2d75-4271-b26a-ef01613ba3e1&order=g2_score&page=19#product-list)
- [20](/categories/predictive-analytics?hsCtaTracking=59ff82f1-4345-49a0-a6cc-23865c443e25%7Cf82c43fd-2d75-4271-b26a-ef01613ba3e1&order=g2_score&page=20#product-list)
- [Next ›Next ›](/categories/predictive-analytics?hsCtaTracking=59ff82f1-4345-49a0-a6cc-23865c443e25%7Cf82c43fd-2d75-4271-b26a-ef01613ba3e1&order=g2_score&page=4#product-list)

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[Browse Predictive Analytics Themes](/categories/predictive-analytics/themes)

 ![Bijou Barry](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Bijou Barry")
BB

Researched and written by [Bijou Barry](https://research.g2.com/insights/author/bijou-barry)

Updated October 29, 2024

Predictive analytics software mines and analyzes historical data patterns to predict future outcomes by extracting information from data sets to determine patterns and trends. Using a range of statistical analysis and algorithms, analysts use predictive analytics tools to build decision models, which business managers can use to plan for the best possible outcome. Analysts, business users, data scientists, and developers all use predictive analytics solutions to better understand customers, products, and partners and to identify potential risks and opportunities for a company.

Predictive analytics platforms enable organizations to use big data (both stored and real-time) to move from a historical view to a forward-looking perspective of the customer. These tools and techniques can be deployed both on premise (usually for enterprise users) and in the cloud. While the majority of predictive analytics software is proprietary, versions that are based on open-source technology do exist. Recent trends in software for predictive analytics show its integration with [business intelligence platforms](https://www.g2.com/categories/business-intelligence-platforms), [ERP systems](https://www.g2.com/categories/erp-systems), or other [digital analytics software](https://www.g2.com/categories/digital-analytics).

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

- Mine and analyze structured and/or unstructured data 
- Create datasets and/or data visualizations from compiled data 
- Create predictive models to forecast future probabilities 
- Adapt to change and revisions 
- Allow import and export from office suites or other data-collecting channels 

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