Best Predictive Analytics Tools and Software

Bijou Barry
BB
Researched and written by Bijou Barry

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, ERP systems, or other digital analytics software.

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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Featured Predictive Analytics Software At A Glance

Leader:
Tableau
Tableau
Highest Performer:
Nixtla
Nixtla
Easiest to Use:
Nixtla
Nixtla
Top Trending:
Tableau
Tableau
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G2 takes pride in showing unbiased reviews on user satisfaction in our ratings and reports. We do not allow paid placements in any of our ratings, rankings, or reports. Learn about our scoring methodologies.

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285 Listings in Predictive Analytics Available
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Tableau

(3,569)4.4 out of 5
Entry Level Price:$75.00
3rd Easiest To Use in Predictive Analytics software
View top Consulting Services for Tableau
OverviewPros and Cons
Product Description

Tableau is the world’s leading AI-powered analytics platform. Whether you are a business user or an analyst, Tableau turns trusted data into actionable insights. With our flexible, interoperable platf

Users: Data Analyst, Business Analyst · Industries: Information Technology and Services, Computer Software · Market Segment: 41% Enterprise, 35% Mid-Market
User Sentiment

Users like Tableau's versatility, its compatibility with different systems, its easy-to-use interface, and its ability to provide fast results through data source filters. Users reported difficulties in creating dashboard layouts, issues with loading information in time, expensive pricing, and a weaker data preparation experience compared to other tools.

Pros and ConsUser Satisfaction
ProsEase of Use, Data Visualization, Visualization, Features, Intuitive
ConsLearning Curve, Learning Difficulty, Expensive, Slow Performance, Difficulty
User SatisfactionSeller Details
Tableau features and usability ratings that predict user satisfaction
8.5
Has the product been a good partner in doing business?
Average: 9.0
8.0
AI Text Summarization
Average: 8.1
8.4
Algorithms
Average: 8.5
8.0
AI Text Generation
Average: 8.1
Seller Details
Year Founded
1999
HQ Location
San Francisco, CA
Company Website
https://www.salesforce.com/
Twitter
@salesforce
LinkedIn® Page
https://www.linkedin.com/company/3185/
Ownership
NYSE:CRM
Phone
+1 (800) 667-6389

Clari

(5,595)4.6 out of 5
2nd Easiest To Use in Predictive Analytics software
View top Consulting Services for Clari
OverviewPros and Cons
Product Description

Clari's revenue platform improves efficiency, predictability, and growth across the entire revenue process. Clari gives revenue teams total visibility into their business to drive process rigor, align

Users: Account Executive, Account Manager · Industries: Computer Software, Information Technology and Services · Market Segment: 47% Mid-Market, 41% Enterprise
User Sentiment

Users frequently mention the platform's user-friendly interface, clear visibility into pipeline and deals, and its ability to provide real-time visibility into the pipeline, eliminating guesswork and providing a single source of truth. Users mentioned issues with the mobile app being clunky and slow compared to the desktop version, the steep learning curve for new users, and the heavy dependence on how well Salesforce is updated for accurate insights.

Pros and ConsUser Satisfaction
ProsEase of Use, Features, Helpful, Forecasting, Salesforce Integration
ConsLearning Curve, Limitations, Missing Features, Limited Customization, Not Intuitive
User SatisfactionSeller Details
Clari features and usability ratings that predict user satisfaction
9.2
Has the product been a good partner in doing business?
Average: 9.0
0.0
No information available
0.0
No information available
0.0
No information available
Seller Details
Year Founded
2011
HQ Location
Atlanta, GA
Company Website
https://salesloft.com
Twitter
@Salesloft
LinkedIn® Page
https://www.linkedin.com/company/2296178/
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Google Cloud BigQuery

(1,233)4.5 out of 5
Entry Level Price:Free
7th Easiest To Use in Predictive Analytics software
View top Consulting Services for Google Cloud BigQuery
OverviewPros and Cons
Product Description

BigQuery is a fully managed, AI-ready data analytics platform that helps you maximize value from your data and is designed to be multi-engine, multi-format, and multi-cloud. Store 10 GiB of data and

Users: Data Engineer, Data Analyst · Industries: Information Technology and Services, Computer Software · Market Segment: 37% Enterprise, 35% Mid-Market
Pros and ConsUser Satisfaction
ProsEase of Use, Speed, Fast Querying, Integrations, Query Efficiency
ConsExpensive, Query Issues, Cost Issues, Cost Management, Learning Curve
User SatisfactionSeller Details
Google Cloud BigQuery features and usability ratings that predict user satisfaction
8.6
Has the product been a good partner in doing business?
Average: 9.0
7.8
AI Text Summarization
Average: 8.1
8.8
Algorithms
Average: 8.5
7.5
AI Text Generation
Average: 8.1
Seller Details
Year Founded
1998
HQ Location
Mountain View, CA
Company Website
https://cloud.google.com/
Twitter
@google
LinkedIn® Page
https://www.linkedin.com/company/1441/
Ownership
NASDAQ:GOOG
Phone
+1 (650) 253-0000

SAS Viya

(734)4.3 out of 5
4th Easiest To Use in Predictive Analytics software
OverviewPros and Cons
Product Description

SAS Viya is a cloud-native data and AI platform that enables teams to build, deploy and scale explainable AI that drives trusted, confident decisions. It unites the entire data and AI life cycle and e

Users: Student, Biostatistician · Industries: Pharmaceuticals, Computer Software · Market Segment: 33% Enterprise, 32% Small-Business
User Sentiment

Users frequently mention the platform's ability to process massive datasets efficiently in the cloud environment, its multi-language support, and its effective performance and memory processing. Reviewers experienced issues with the complexity of the initial setup, the steep learning curve for new users, and the high licensing and implementation costs.

Pros and ConsUser Satisfaction
ProsEase of Use, Features, Analytics, Data Analysis, User Interface
ConsLearning Difficulty, Learning Curve, Complexity, Difficult Learning, Expensive
User SatisfactionSeller Details
SAS Viya features and usability ratings that predict user satisfaction
8.2
Has the product been a good partner in doing business?
Average: 9.0
6.7
AI Text Summarization
Average: 8.1
8.6
Algorithms
Average: 8.5
6.3
AI Text Generation
Average: 8.1
Seller Details
Year Founded
1976
HQ Location
Cary, NC
Company Website
https://www.sas.com/
Twitter
@SASsoftware
LinkedIn® Page
https://www.linkedin.com/company/1491/
Phone
1-800-727-0025

Amazon QuickSight

(688)4.3 out of 5
Entry Level Price:$3.00
10th Easiest To Use in Predictive Analytics software
View top Consulting Services for Amazon QuickSight
OverviewPros and Cons
Product Description

Amazon QuickSight is a cloud-based unified business intelligence (BI) service at hyperscale. With QuickSight, all users can meet varying analytic needs from the same source of truth through modern int

Users: Data Analyst, Software Engineer · Industries: Computer Software, Information Technology and Services · Market Segment: 40% Small-Business, 36% Mid-Market
User Sentiment

Users frequently mention the seamless integration with AWS services, the ability to handle large datasets efficiently with the SPICE engine, and the convenience of creating interactive dashboards without complex setup. Reviewers noted limitations in customization options for visuals and layouts, a less intuitive user interface compared to other BI tools, and a steep initial learning curve for non-technical users.

Pros and ConsUser Satisfaction
ProsIntegrations, Ease of Use, Easy Integrations, Data Visualization, Dashboard Management
ConsLimited Customization, Learning Curve, Limited Visualization, Missing Features, Poor Interface Design
User SatisfactionSeller Details
Amazon QuickSight features and usability ratings that predict user satisfaction
8.3
Has the product been a good partner in doing business?
Average: 9.0
8.1
AI Text Summarization
Average: 8.1
8.1
Algorithms
Average: 8.5
8.2
AI Text Generation
Average: 8.1
Seller Details
Year Founded
2006
HQ Location
Seattle, WA
Company Website
https://aws.amazon.com/?nc2=h_lg
Twitter
@awscloud
LinkedIn® Page
https://www.linkedin.com/company/amazon-web-services/
Ownership
NASDAQ: AMZN

Adobe Analytics

(1,154)4.2 out of 5
8th Easiest To Use in Predictive Analytics software
View top Consulting Services for Adobe Analytics
OverviewPros and Cons
Product Description

Adobe Analytics empowers marketing, product, and business teams with insights to understand their customers and the journeys they take across digital channels, products, content, and services. From di

Users: Data Analyst, Analyst · Industries: Marketing and Advertising, Information Technology and Services · Market Segment: 42% Enterprise, 29% Mid-Market
Pros and ConsUser Satisfaction
ProsInsights, Analytics, Ease of Use, Features, Reporting
ConsLearning Curve, Steep Learning Curve, Expensive, Slow Performance, Complexity
User SatisfactionSeller Details
Adobe Analytics features and usability ratings that predict user satisfaction
8.0
Has the product been a good partner in doing business?
Average: 9.0
9.1
AI Text Summarization
Average: 8.1
8.6
Algorithms
Average: 8.5
8.8
AI Text Generation
Average: 8.1
Seller Details
Year Founded
1982
HQ Location
San Jose, CA
Company Website
https://adobe.com
Twitter
@Adobe
LinkedIn® Page
https://www.linkedin.com/company/1480/
Ownership
NASDAQ:ADBE
Phone
+1 (888) 649-2990

IBM Cognos Analytics

(460)4.1 out of 5
Free trial available
View top Consulting Services for IBM Cognos Analytics
OverviewPros and Cons
Product Description

IBM Cognos Analytics acts as your trusted co-pilot for business with the aim of making you smarter, faster, and more confident in your data-driven decisions. IBM Cognos Analytics gives every user

Users: Data Analyst · Industries: Information Technology and Services, Financial Services · Market Segment: 59% Enterprise, 26% Mid-Market
User Sentiment

Users frequently mention the clear interface, the ability to pull historical data, the ease of creating dashboards, and the tool's flexibility in customizing reports. Reviewers experienced issues with the product's outdated structure, slow report generation, steep learning curve for new users, and the complexity of creating more advanced reports.

Pros and ConsUser Satisfaction
ProsEase of Use, Report Generation, Analytics, Data Visualization, User Interface
ConsLearning Curve, Learning Difficulty, Slow Performance, Complexity, Complex Usage
User SatisfactionSeller Details
IBM Cognos Analytics features and usability ratings that predict user satisfaction
7.8
Has the product been a good partner in doing business?
Average: 9.0
8.1
AI Text Summarization
Average: 8.1
9.0
Algorithms
Average: 8.5
8.0
AI Text Generation
Average: 8.1
Seller Details
Year Founded
1911
HQ Location
Armonk, NY
Company Website
https://www.ibm.com/us-en
Twitter
@IBM
LinkedIn® Page
https://www.linkedin.com/company/1009/
Ownership
SWX:IBM
Phone
1-866-277-7488

IBM SPSS Statistics

(922)4.2 out of 5
Entry Level Price:Starting at $105.00
15th Easiest To Use in Predictive Analytics software
OverviewPros and Cons
Product Description

IBM SPSS Statistics is an end-to-end statistical solution that simplifies advanced statistical analysis across industries for users of any statistical expertise. It offers comprehensive resources, exp

Users: Research Assistant, Assistant Professor · Industries: Higher Education, Research · Market Segment: 43% Enterprise, 30% Mid-Market
Pros and ConsUser Satisfaction
ProsEase of Use, Statistical Analysis, Data Management, User Interface, Analysis Capabilities
ConsExpensive, Poor Visualization, Learning Curve, Outdated Interface, Performance Issues
User SatisfactionSeller Details
IBM SPSS Statistics features and usability ratings that predict user satisfaction
8.0
Has the product been a good partner in doing business?
Average: 9.0
10.0
AI Text Summarization
Average: 8.1
7.7
Algorithms
Average: 8.5
10.0
AI Text Generation
Average: 8.1
Seller Details
Year Founded
1911
HQ Location
Armonk, NY
Company Website
https://www.ibm.com/us-en
Twitter
@IBM
LinkedIn® Page
https://www.linkedin.com/company/1009/
Ownership
SWX:IBM
Phone
1-866-277-7488

Amazon Forecast

(99)4.3 out of 5
OverviewPros and Cons
Product Description

Amazon Forecast is a fully managed service that uses machine learning to deliver highly accurate forecasts.

Industries: Computer Software, Information Technology and Services · Market Segment: 51% Small-Business, 35% Mid-Market
Pros and ConsUser Satisfaction
ProsEase of Use, Forecasting Accuracy, Accuracy, Machine Learning, Quality
ConsExpensive, Complexity, Learning Curve, Cost Issues, Large Dataset Handling
User SatisfactionSeller Details
Amazon Forecast features and usability ratings that predict user satisfaction
8.9
Has the product been a good partner in doing business?
Average: 9.0
8.8
AI Text Summarization
Average: 8.1
8.7
Algorithms
Average: 8.5
9.6
AI Text Generation
Average: 8.1
Seller Details
Year Founded
2006
HQ Location
Seattle, WA
Company Website
https://aws.amazon.com/?nc2=h_lg
Twitter
@awscloud
LinkedIn® Page
https://www.linkedin.com/company/amazon-web-services/
Ownership
NASDAQ: AMZN

SAP Analytics Cloud

(888)4.2 out of 5
Entry Level Price:$36.00
View top Consulting Services for SAP Analytics Cloud
OverviewPros and Cons
Product Description

With the SAP Analytics Cloud solution, you can bring together analytics and planning with unique integration to SAP applications and smooth access to heterogenous data sources. As the analytics and pl

Users: Senior Consultant, Consultant · Industries: Information Technology and Services, Computer Software · Market Segment: 49% Enterprise, 28% Mid-Market
User Sentiment

Users like the platform's ability to unify inputs from multiple backend systems into a single source of truth for dashboards and reporting, its strong built-in planning features, and its clean, modern dashboards. Reviewers noted issues with SAP Analytics Cloud's performance when handling large datasets or complex models, and the initial setup can get complex with non-SAP systems or advanced planning models.

Pros and ConsUser Satisfaction
ProsEase of Use, Data Analysis, Data Visualization, Easy Integrations, Analytics
ConsSlow Performance, Learning Curve, Learning Difficulty, Performance Issues, Large Dataset Handling
User SatisfactionSeller Details
SAP Analytics Cloud features and usability ratings that predict user satisfaction
8.3
Has the product been a good partner in doing business?
Average: 9.0
8.9
AI Text Summarization
Average: 8.1
8.0
Algorithms
Average: 8.5
8.7
AI Text Generation
Average: 8.1
Seller Details
Year Founded
1972
HQ Location
Walldorf
Company Website
https://www.sap.com/
Twitter
@SAP
LinkedIn® Page
https://www.linkedin.com/company/sap/
Ownership
NYSE:SAP
Phone
+1 (800) 872-1727

Minitab Statistical Software

(223)4.6 out of 5
OverviewPros and Cons
Product Description

Minitab® Statistical Software is a comprehensive data analysis solution designed to assist users in making informed, data-driven decisions through visualizations, statistical analysis, and predictive

Users: Quality Manager · Industries: Automotive, Manufacturing · Market Segment: 46% Enterprise, 32% Mid-Market
Pros and ConsUser Satisfaction
ProsEase of Use, Data Analysis, Statistical Analysis, Analysis, Analysis Capabilities
ConsExpensive, Learning Curve, Not User-Friendly, Complexity, Limited Features
User SatisfactionSeller Details
Minitab Statistical Software features and usability ratings that predict user satisfaction
8.6
Has the product been a good partner in doing business?
Average: 9.0
7.4
AI Text Summarization
Average: 8.1
8.3
Algorithms
Average: 8.5
7.3
AI Text Generation
Average: 8.1
Seller Details
Year Founded
1972
HQ Location
State College, Pennsylvania, United States
Company Website
https://www.minitab.com
Twitter
@Minitab
LinkedIn® Page
https://www.linkedin.com/company/39142/

Pure1 AIOps

(12)4.7 out of 5
6th Easiest To Use in Predictive Analytics software
OverviewPros and Cons
Product Description

Pure1 Meta is global intelligence built from a massive collection of storage array health and performance data. By continuously scanning call-home telemetry from Pure’s installed base, Pure1 Meta uses

Market Segment: 42% Mid-Market, 33% Enterprise
Pros and ConsUser Satisfaction
ProsCustomer Support, Ease of Use, Implementation Ease, Security
ConsCost Issues, Expensive
User SatisfactionSeller Details
Pure1 AIOps features and usability ratings that predict user satisfaction
9.2
Has the product been a good partner in doing business?
Average: 9.0
10.0
AI Text Summarization
Average: 8.1
10.0
Algorithms
Average: 8.5
10.0
AI Text Generation
Average: 8.1
Seller Details
Year Founded
2009
HQ Location
Santa Clara, US
Company Website
https://www.purestorage.com
Twitter
@purestorage
LinkedIn® Page
https://www.linkedin.com/company/pure-storage/
Ownership
PSTG

Dataiku

(190)4.4 out of 5
Entry Level Price:Free
View top Consulting Services for Dataiku
OverviewPros and Cons
Product Description

Dataiku is the Platform for AI Success that unites people, orchestration, and governance to turn AI investments into measurable business outcomes. It helps organizations move from fragmented experimen

Users: Data Scientist, Data Analyst · Industries: Financial Services, Pharmaceuticals · Market Segment: 59% Enterprise, 23% Mid-Market
User Sentiment

Users like Dataiku's user-friendly interface, strong collaboration features, and its ability to streamline building, training, and deploying AI models at scale, making generative AI projects faster and more reliable. Reviewers noted that Dataiku can be demanding on system resources, especially when working with large datasets, and its extensive features can be overwhelming for new users, leading to a steeper learning curve.

Pros and ConsUser Satisfaction
ProsEase of Use, Features, Usability, Easy Integrations, Productivity Improvement
ConsLearning Curve, Steep Learning Curve, Slow Performance, Difficult Learning, Expensive
User SatisfactionSeller Details
Dataiku features and usability ratings that predict user satisfaction
8.6
Has the product been a good partner in doing business?
Average: 9.0
8.3
AI Text Summarization
Average: 8.1
8.0
Algorithms
Average: 8.5
8.6
AI Text Generation
Average: 8.1
Seller Details
Year Founded
2013
HQ Location
New York, NY
Company Website
https://Dataiku.com
Twitter
@dataiku
LinkedIn® Page
https://www.linkedin.com/company/dataiku/

Salesloft

(4,274)4.5 out of 5
Entry Level Price:Contact Us
5th Easiest To Use in Predictive Analytics software
View top Consulting Services for Salesloft
OverviewPros and Cons
Product Description

Salesloft powers durable revenue growth for the world’s most demanding companies. The industry-leading Revenue Orchestration Platform uses purpose-built AI to help market-facing teams prioritize and t

Users: Account Executive, Sales Development Representative · Industries: Computer Software, Information Technology and Services · Market Segment: 56% Mid-Market, 23% Small-Business
Pros and ConsUser Satisfaction
ProsEase of Use, Helpful, Features, Automation, Time-saving
ConsMissing Features, Call Issues, Integration Issues, Learning Curve, Limitations
User SatisfactionSeller Details
Salesloft features and usability ratings that predict user satisfaction
8.9
Has the product been a good partner in doing business?
Average: 9.0
0.0
No information available
0.0
No information available
0.0
No information available
Seller Details
Year Founded
2011
HQ Location
Atlanta, GA
Company Website
https://salesloft.com
Twitter
@Salesloft
LinkedIn® Page
https://www.linkedin.com/company/2296178/

Nixtla

(47)4.8 out of 5
Free trial available
1st Easiest To Use in Predictive Analytics software
OverviewPros and Cons
Product Description

TimeGPT is a cutting-edge foundation model specifically designed for time series forecasting and anomaly detection. This innovative solution empowers users to harness the full potential of their time

Users: Data Scientist · Industries: Computer Software, Retail · Market Segment: 49% Enterprise, 32% Small-Business
Pros and ConsUser Satisfaction
ProsEase of Use, Easy Integrations, Customer Support, Machine Learning, Implementation Ease
ConsMissing Features, Expensive, Lack of Guidance, Limited Features, Learning Curve
User SatisfactionSeller Details
Nixtla features and usability ratings that predict user satisfaction
9.4
Has the product been a good partner in doing business?
Average: 9.0
4.3
AI Text Summarization
Average: 8.1
9.6
Algorithms
Average: 8.5
4.6
AI Text Generation
Average: 8.1
Seller Details
Year Founded
2021
HQ Location
San Francisco, US
Company Website
https://www.nixtla.io/
LinkedIn® Page
https://www.linkedin.com/company/nixtlainc
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