Best Predictive Analytics Tools and Software - Page 6

How Many Predictive Analytics Software Products Does G2 Track?

Total Products under this Category: 425

Category Stats (Oct 2026)

  • Average Rating: 4.44/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Salesloft (+1.52%) - Among all products in this category, Salesloft recorded the largest rating increase compared to last month

Last updated: October 15, 2026

How Does G2 Rank Predictive Analytics Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 32,200+ Authentic Reviews
  • 425+ 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

Highlighted products: Tableau, Salesloft, SAS Viya, IBM Cognos Analytics, Adobe Analytics, Google Cloud BigQuery, Amazon Quick, and Alteryx.

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

Kumo.AI

Kumo.AI is a SaaS platform that empowers organizations to build and deploy advanced predictive AI models directly from their relational data. By leveraging state-of-the-art Graph Neural Networks , Kumo.AI eliminates the need for manual feature engineering, enabling users to generate accurate predictions efficiently. The platform is designed to be accessible to both technical and non-technical users, facilitating the development of AI models without extensive machine learning expertise. Key Features and Functionality: - Data Integration: Connects seamlessly with existing data sources, allowing users to select relevant tables and define relationships without the need for data migration or complex pipelines. - Automated Model Training: Utilizes deep learning techniques to automatically determine significant attributes and relationships, streamlining the model training process and reducing the time from data to deployment. - Explainability Tools: Provides comprehensive explainability mechanisms, including entity-level insights and global contribution scores, enabling users to understand and trust model predictions. - Flexible Deployment Options: Offers various deployment models, including fully managed cloud services and integrations with platforms like Snowflake and Databricks, ensuring scalability and security. Primary Value and Problem Solved: Kumo.AI addresses the challenges associated with traditional AI model development, such as the need for extensive feature engineering, complex infrastructure, and prolonged development cycles. By automating these processes and providing an intuitive interface, Kumo.AI enables businesses to rapidly develop and deploy predictive models, leading to improved decision-making, enhanced operational efficiency, and significant cost savings. This approach democratizes access to advanced AI capabilities, allowing organizations to harness the full potential of their relational data.

Average Rating: 3.7/5.0

Total Reviews: 5

How Do G2 Users Rate Kumo.AI?

  • AI Text Summarization: 5.0/10 (Category avg: 8.1/10)
  • Algorithms: 6.7/10 (Category avg: 8.6/10)
  • AI Text Generation: 3.3/10 (Category avg: 8.1/10)

Who Is the Company Behind Kumo.AI?

  • Seller: Kumo.AI
  • Year Founded: 2021
  • HQ Location: Mountain View, US
  • Twitter: @Kumo_ai_team
    1,658 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    34 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 80% Small, 20% Large

What Are Recent G2 Reviews of Kumo.AI?

Modern Analytics

Modern Analytics specializes in cutting-edge predictive analytics in financial services that help organizations optimize business operations and boost sales.

Average Rating: 4.4/5.0

Total Reviews: 5

How Do G2 Users Rate Modern Analytics?

  • Has the product been a good partner in doing business?: 8.3/10 (Category avg: 8.9/10)
  • AI Text Summarization: 10.0/10 (Category avg: 8.1/10)
  • Algorithms: 7.9/10 (Category avg: 8.6/10)
  • AI Text Generation: 10.0/10 (Category avg: 8.1/10)

Who Is the Company Behind Modern Analytics?

Who Uses This Product?

  • Company Size: 40% Large, 40% Medium

What Are Recent G2 Reviews of Modern Analytics?

Palantir Gotham

Palantir Gotham is a commercially-available, AI-ready operating system that improves and accelerates decisions for operators across roles and all domains. For over a decade, Gotham has surfaced insights from complex data for global defense agencies, the intelligence community, disaster relief organizations, and beyond. Gotham joins and enriches massive volumes of near-real time data and presents them in a single view that enables users to make faster, more confident decisions, together. Decision makers from headquarters to the forward deployed edge access the most recent understanding of the world, and can act while accounting for global tradeoffs and dependencies.

Average Rating: 3.9/5.0

Total Reviews: 10

How Do G2 Users Rate Palantir Gotham?

  • AI Text Summarization: 9.2/10 (Category avg: 8.1/10)
  • Algorithms: 9.2/10 (Category avg: 8.6/10)
  • AI Text Generation: 9.4/10 (Category avg: 8.1/10)

Who Is the Company Behind Palantir Gotham?

  • Seller: Palantir
  • HQ Location: Denver, US
  • Twitter: @PalantirTech
    425,595 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    6,022 employees on LinkedIn®
  • Ownership: PLTR (NYSE)

Who Uses This Product?

  • Company Size: 45% Medium, 27% Large

What Are Recent G2 Reviews of Palantir Gotham?

What Are G2 Users Discussing About Palantir Gotham?

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ShareInsights

Accelerite Share Insights is an end- to- end big data analytics platform that unifies different analytics operations like data processing, storage and visualization, It offer unique advantages like analytics development, managed life-cycle of analytics and future proofing.

Average Rating: 4.3/5.0

Total Reviews: 12

How Do G2 Users Rate ShareInsights?

  • Has the product been a good partner in doing business?: 8.3/10 (Category avg: 8.9/10)
  • AI Text Summarization: 7.2/10 (Category avg: 8.1/10)
  • Algorithms: 7.2/10 (Category avg: 8.6/10)
  • AI Text Generation: 7.2/10 (Category avg: 8.1/10)

Who Is the Company Behind ShareInsights?

  • Seller: Accelerite
  • Year Founded: 2014
  • HQ Location: Santa Clara, CA
  • Twitter: @Accelerite
    1,087 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    17 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 42% Medium, 33% Large

What Are Recent G2 Reviews of ShareInsights?

SparkPredict

SparkPredict, SparkCognition’s analytics solution, is revolutionizing maintenance by minimizing downtime and delivering millions of dollars in operating cost savings. SparkPredict is a turnkey solution that analyzes sensor data and uses machine learning to return actionable insights, flagging suboptimal operations and identifying impending failures before they occur.

Average Rating: 4.4/5.0

Total Reviews: 5

How Do G2 Users Rate SparkPredict?

  • Has the product been a good partner in doing business?: 8.3/10 (Category avg: 8.9/10)
  • AI Text Summarization: 8.8/10 (Category avg: 8.1/10)
  • Algorithms: 8.8/10 (Category avg: 8.6/10)
  • AI Text Generation: 8.8/10 (Category avg: 8.1/10)

Who Is the Company Behind SparkPredict?

  • Seller: Avathon
  • Year Founded: 2013
  • HQ Location: Austin, Texas
  • LinkedIn® Page: www.linkedin.com
    263 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 40% Medium, 40% Small

What Are Recent G2 Reviews of SparkPredict?

Braincube

Braincube is a smart IIoT platform suite with business and expert apps designed for industry. Braincube’s platform and off-the-shelf apps empower manufacturers to find instant and long-term value from data streams and Big Data analytics. Its operating software provides immediate visibility into live conditions via Edge and provides a hub of analysis apps via Cloud to better optimize performance. Combine Edge and Cloud to get the best results from your IIoT platform: adjust to real-time recommendations and improve future performance. Choose from a robust app store to help you achieve your context-specific goals whether you are striving for continuous improvement and higher productivity, cost- reduction via Machine Learning, asset monitoring and predictive maintenance strategies, or visualization with charts, tables, and dashboards. Braincube provides a one-stop shop to take control of your data and transform your operations.

Average Rating: 4.3/5.0

Total Reviews: 6

How Do G2 Users Rate Braincube?

  • Has the product been a good partner in doing business?: 8.3/10 (Category avg: 8.9/10)
  • AI Text Summarization: 10.0/10 (Category avg: 8.1/10)
  • Algorithms: 7.2/10 (Category avg: 8.6/10)
  • AI Text Generation: 10.0/10 (Category avg: 8.1/10)

Who Is the Company Behind Braincube?

  • Seller: Braincube
  • Year Founded: 2007
  • HQ Location: Issoire, FR
  • Twitter: @braincubeEn
    188 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    157 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Medium, 33% Small

What Do G2 Reviewers Say About Braincube?

AI-generated summary from verified user reviews

Pros
  • Users find Braincube's ease of use through its intuitive interface and seamless organizational integration very beneficial.
  • Users find Braincube's software to be intuitive and user-friendly, enhancing ease of implementation and performance.
  • Users appreciate the real-time data analytics of Braincube, finding it helpful for gaining valuable insights.
  • Users appreciate the API integration of Braincube, enhancing their data analytics experience with seamless connections.
  • Users value the easy access to cloud integration, enhancing visibility and adaptability in monitoring manufacturing assets.
Cons
  • Users note that the complex usability of Braincube can hinder their overall experience and efficiency.
  • Users find Braincube to be expensive in comparison to other accounting software options available.
  • Users find the high pricing of Braincube to be expensive when compared to other accounting software options.
  • Users indicate that customer support is lacking and needs improvement for better overall satisfaction.
  • Users feel that the customer support for Braincube could be significantly improved for better assistance.

What Are Recent G2 Reviews of Braincube?

DecisionTools Suite

Complete Risk and Analysis Toolkit in Excel The DecisionTools Suite is an integrated set of quantitative data analysis programs that remove uncertainty in decision-making through probabilistic risk analysis using Monte Carlo simulation. Create decision trees, optimize resource allocation, identify critical factors, manage uncertainty in project schedules, and more when you install the toolkit into the familiar environment of Microsoft Excel. Buy now or request a free trial to start making better decisions today.

Average Rating: 4.6/5.0

Total Reviews: 4

How Do G2 Users Rate DecisionTools Suite?

  • Has the product been a good partner in doing business?: 7.9/10 (Category avg: 8.9/10)

Who Is the Company Behind DecisionTools Suite?

  • Seller: Lumivero
  • Year Founded: 1995
  • HQ Location: Denver, CO
  • Twitter: @LUMIVER0
    399 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    296 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of DecisionTools Suite?

Discern

Successful businesses are founded on exceptional execution, which is driven by a deep understanding of key performance indicators (KPIs) and data insights. Achieving data clarity is challenging when sales, marketing, customer, billing, and financial data are siloed across disconnected systems and spreadsheets. Enter Discern. We automate the heavy lifting of business performance analytics, such as pipeline tracking, ARR, NRR analytics, and marketing attribution, turning what used to be days of manual reconciliation or years of BI builds into automated, real-time insights. No more wrestling with spreadsheets or questioning your numbers – just clear, consistent performance data you can trust. But we didn't stop there. Because in this new environment, understanding your own performance is only half the story. You also need industry context – and we're not talking about stale benchmarks released annually, but rather straight-from-the-source benchmarks that pick up on market changes just as they begin to manifest. Whether you're running team meetings, fine-tuning your strategy, prepping for a big board meeting, or pitching new investors, Discern helps you operate with confidence. Our combination of automated performance analytics and real-time, system-validated benchmarks gives you the complete story behind your performance, so you can focus on making the decisions that matter.

Average Rating: 4.8/5.0

Total Reviews: 21

How Do G2 Users Rate Discern?

  • Has the product been a good partner in doing business?: 9.9/10 (Category avg: 8.9/10)
  • Algorithms: 6.7/10 (Category avg: 8.6/10)

Who Is the Company Behind Discern?

Who Uses This Product?

  • Top Industries: Computer Software
  • Company Size: 86% Medium, 14% Small

What Do G2 Reviewers Say About Discern?

AI-generated summary from verified user reviews

Pros
  • Users find Discern to be incredibly easy to use, dramatically simplifying marketing funnel reporting and data analysis.
  • Users value the responsive customer support from Discern, enhancing implementation and driving successful outcomes seamlessly.
  • Users commend the implementation ease of Discern, enabling rapid reporting and enhanced efficiency in data handling.
  • Users value the time-saving data handling of Discern, allowing quick insights instead of tedious reporting processes.
  • Users find Discern's analytics capabilities invaluable for real-time performance tracking and data-driven decision-making.
Cons
  • Users find data inaccuracy in Discern, particularly with metrics that confuse executives without proper context.
  • Users find the complexity of metrics in Discern overwhelming, especially for those lacking technical expertise.
  • Users find the complex usage of Discern challenging, especially those lacking technical expertise or data analysis knowledge.
  • Users find the lack of detail in Discern's metrics makes it difficult for executives to comprehend fully.
  • Users find the learning curve steep due to complex metrics and the need for technical knowledge to navigate Discern.

What Are Recent G2 Reviews of Discern?

Inzata

Inzata is a data analytics platform for integrating, exploring, and analyzing data of any kind, from any source, at massive scale with impeccable speed. Go from raw data to actionable insights in under 30 minutes! Powerful Artificial Intelligence-based data modeling and a patented analytics engine help users quickly load, blend, prep and model raw and unstructured data into powerful enterprise data models, actionable real-time analytics, and engaging visualizations. We help people explore and discover the value of their data, in record time. We pride ourselves on our ability to build 360° views of any company's data, across a multitude of systems, in minutes. Inzata's experience provides the future of Big Data analysis: extremely fast, accurate, and machine-accelerated.

Average Rating: 4.7/5.0

Total Reviews: 15

How Do G2 Users Rate Inzata?

  • Has the product been a good partner in doing business?: 9.4/10 (Category avg: 8.9/10)
  • Algorithms: 10.0/10 (Category avg: 8.6/10)

Who Is the Company Behind Inzata?

  • Seller: Inzata
  • Year Founded: 2016
  • HQ Location: Tampa, Florida
  • Twitter: @InzataAnalytics
    310 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    23 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 67% Small, 20% Medium

What Are Recent G2 Reviews of Inzata?

What Are G2 Users Discussing About Inzata?

Neuron7.ai

Neuron7 is the Service Decision Platform, built for humans and AI agents, for teams supporting complex products like medical devices, industrial equipment, high-tech systems, telecom infrastructure. Industries where a wrong call means another truck roll, a missed SLA, or a technician relearning something the team already knew. The Service Decision Platform spans the full service lifecycle: predicting which assets will fail, preventing the costliest events, resolving issues, and learning from every decision made, whether that decision is made by a technician on-site or another AI agent calling into the system. It runs on the Service Decision Graph, which connects products, failure modes, and resolution paths pulled from manuals, tickets, and fixes technicians have already made. Rather than forcing one model to handle everything, Neuron7 matches the right AI approach to each problem. That intelligence layer sits underneath the entire service continuum, including self-service portals, contact center agent-assist, L2/L3 technical support, and field service technicians working on-site, and it connects to other AI agents and platforms via MCP and A2A for closed-loop automation. Every interaction updates the graph, so accuracy compounds rather than plateaus. Customers see 90%+ resolution accuracy and measurable ROI within 90 days. TransLogic, Ciena, and NCR Atleos use Neuron7 to move from reactive break-fix work toward predicting failures before they happen.

Average Rating: 4.6/5.0

Total Reviews: 7

How Do G2 Users Rate Neuron7.ai?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 8.9/10)
  • Algorithms: 8.3/10 (Category avg: 8.6/10)
  • AI Text Generation: 10.0/10 (Category avg: 8.1/10)

Who Is the Company Behind Neuron7.ai?

  • Seller: Neuron7.ai
  • Company Website:
  • Year Founded: 2020
  • HQ Location: N/A
  • Twitter: @Neuron7_AI
    91 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    142 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 57% Large, 43% Medium

What Do G2 Reviewers Say About Neuron7.ai?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the user-friendly automation of Neuron7.ai, making it accessible for non-technical users.
  • Users enjoy the ease of use of Neuron7.ai, appreciating its intuitive design and straightforward answers for automation.
  • Users appreciate the intelligent support search of Neuron7.ai, enhancing data analysis with efficient navigation and options.
Cons
  • Users find the cost issues of sharing data with Neuron7.ai can be burdensome, often needing dedicated resources.
  • Users find the effort required for data sharing to be costly, often needing dedicated resources for processing.
  • Users find it challenging to configure models due to the difficult learning process, especially for non-technical individuals.

What Are Recent G2 Reviews of Neuron7.ai?

Orion Serial Metrics

Serial Metrics are a team of mathematicians, computer scientists, and data engineers working to automate the predictive modeling process.

Average Rating: 4.1/5.0

Total Reviews: 4

How Do G2 Users Rate Orion Serial Metrics?

  • Has the product been a good partner in doing business?: 8.9/10 (Category avg: 8.9/10)
  • AI Text Summarization: 5.0/10 (Category avg: 8.1/10)
  • Algorithms: 7.1/10 (Category avg: 8.6/10)
  • AI Text Generation: 5.0/10 (Category avg: 8.1/10)

Who Is the Company Behind Orion Serial Metrics?

Who Uses This Product?

  • Company Size: 60% Medium, 40% Small

What Do G2 Reviewers Say About Orion Serial Metrics?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the simplicity and clarity of Orion Serial Metrics, enabling quick access to essential data and reports.
  • Users appreciate the ease of use of Orion Serial Metrics, enabling quick data access and efficient sharing.
  • Users appreciate the efficiency of Orion Serial Metrics, enabling quick data access and streamlined reporting.
  • Users love Orion Serial Metrics for its powerful statistics that simplify performance tracking with real-time insights.
  • Users appreciate the speed of data generation with Orion Serial Metrics, allowing quick access to essential insights.
Cons
  • Users note a steep learning curve initially, but customization options for reports are limited and desired.
  • Users desire more customization options for reports and graphs to present information in varied styles.
  • Users find the limited data visualization options frustrating, as they struggle to create tailored reports for projects.
  • Users find the limited data visualization options frustrating, hindering their ability to create suitable reports.

What Are Recent G2 Reviews of Orion Serial Metrics?

Polyture

Polyture combines all the major elements of the modern data stack into one application that is intuitive and free to use. The platform consists of four modules; Warehousing, Dataflows, Automated Machine Learning, and Dashboards.

Average Rating: 5.0/5.0

Total Reviews: 4

Who Is the Company Behind Polyture?

  • Seller: Polyture
  • HQ Location: Santa Clara, CA
  • Twitter: @PolytureData
    25 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Polyture?

What Are G2 Users Discussing About Polyture?

Rapidminer Knowledge Studio

Advanced Machine Learning and Artificial Intelligence Data scientists and business analysts use Rapidminer Knowledge Studio to generate actionable insight from their data. Knowledge Studio is a market-leading easy to use machine learning and predictive analytics solution that rapidly visualizes data as it quickly generates explainable results - without requiring a single line of code. A recognized analytics leader, Knowledge Studio brings transparency and automation to machine learning with features such as AutoML and Explainable AI without restricting how models are configured and tuned, giving you control over model building. Key Features: - No Code Machine Learning Modeling - Transparent, Explainable AI - Predictive to Prescriptive Analytics

Average Rating: 4.0/5.0

Total Reviews: 5

How Do G2 Users Rate Rapidminer Knowledge Studio?

  • Algorithms: 7.5/10 (Category avg: 8.6/10)

Who Is the Company Behind Rapidminer Knowledge Studio?

Who Uses This Product?

  • Company Size: 80% Large, 20% Small

What Are Recent G2 Reviews of Rapidminer Knowledge Studio?

What Are G2 Users Discussing About Rapidminer Knowledge Studio?

@RISK

Probabilistic Risk Analysis in Excel From the financial to the scientific, anyone who faces uncertainty in their quantitative analyses can benefit from @RISK. @RISK integrates directly into Microsoft Excel and employs Monte Carlo simulation to map out all possible scenarios and the probability they will occur – taking the guesswork out of big decisions. With @RISK, you can calculate the chances of making money on your next venture, staying within budget, and more to plan strategies with confidence. Buy now or request a free trial to start uncovering new opportunities.

Average Rating: 4.2/5.0

Total Reviews: 11

How Do G2 Users Rate @RISK?

  • Has the product been a good partner in doing business?: 7.9/10 (Category avg: 8.9/10)
  • AI Text Summarization: 7.5/10 (Category avg: 8.1/10)
  • Algorithms: 7.9/10 (Category avg: 8.6/10)
  • AI Text Generation: 9.2/10 (Category avg: 8.1/10)

Who Is the Company Behind @RISK?

  • Seller: Lumivero
  • Year Founded: 1995
  • HQ Location: Denver, CO
  • Twitter: @LUMIVER0
    399 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    296 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 64% Medium, 18% Large

What Are Recent G2 Reviews of @RISK?

Scoop Analytics

Scoop is AI performance management for distributed businesses. It diagnoses performance at every location every cycle and gives every manager a clear action plan. Business intelligence stops at insight. Most reports tell you what happened, not what to do about it, who should do it, or whether it worked. Scoop closes the loop from data to action to outcome. It codifies the judgment your best operators carry, screens every location automatically, and delivers role-specific action plans. No prompting required. Built for COOs, CFOs, Chief Strategy Officers, and VPs of Operations in retail, food and beverage, hospitality, franchise businesses, and private equity rollups. SOC 2 Type II certified. 100+ data connectors. Backed by Ridge Ventures, Engineering Capital, and Industry Ventures. Founded by Brad Peters, who founded Birst (Gartner Magic Quadrant leader, acquired by Infor) and built the analytics line at Siebel that became Oracle's OBIEE.

Average Rating: 4.0/5.0

Total Reviews: 4

Who Is the Company Behind Scoop Analytics?

Who Uses This Product?

  • Company Size: 50% Medium, 25% Large

What Are Recent G2 Reviews of Scoop Analytics?

Bijou Barry
BB
Researched and written by Bijou Barry
Updated October 29, 2024