# Best Machine Learning Software - 2026 Reviews & Pricing

> Find the best Machine Learning Software for your organization. Compare top Machine Learning Software systems with customer reviews, pricing, and free demos.

Source: https://www.softwareadvice.com/machine-learning

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# Best Machine Learning Software of 2026

Updated June 29, 2026

On this page

1.  FrontRunners
2.  Popular Comparisons
3.  Related Software

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193 results

### Compare Products

Showing 1 - 25 of 193 products

#### Company Size

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-   51-200
    
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-   501-1000
    
-   1000+
    

#### Pricing Options

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### Compare Products

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**Sponsored**: Sorts listings by software vendors running active bidding campaigns, from the highest to lowest bid. Vendors who have paid for placement have a ‘Visit Website’ button, whereas unpaid vendors have a ‘Learn More’ button.  
  
**Reviews**: Sorts listings by the number of user reviews we have published, greatest to least.  
  
**Average Rating**: Sorts listings by overall star rating based on user reviews, highest to lowest.  
  
**Alphabetically (A-Z)**: Sorts listings by product name from A to Z.

SAS Viya is a cloud-native platform designed for data analytics, machine learning and data management. It supports organizations...[Read more about SAS Viya](https://www.softwareadvice.com/data-catalog/sas-viya-profile/)

**4.4**

([12 reviews](https://www.softwareadvice.com/data-catalog/sas-viya-profile/#reviews))

Free trial

Free version

Integrations

Integrations

Red Hat Enterprise Linux

Oracle Linux

+33 more

+32 more

+31 more

SAS Viya's Best Rated Features

5.0Workflow Management

See All

SAS Viya's Worst Rated Features

2.0Real-Time Analytics

See All

Minitab Statistical Software is a comprehensive data analysis and statistical software solution that helps organizations analyze...[Read more about Minitab](https://www.softwareadvice.com/bi/minitab-profile/)

**4.5**

([389 reviews](https://www.softwareadvice.com/bi/minitab-profile/reviews/))

Free trial

Free version

Integrations

Integrations

Microsoft PowerPoint

Microsoft Word

+1 more

+0 more

+0 more

Minitab's Best Rated Features

5.0AI/Machine Learning

See All

Minitab's Worst Rated Features

For Retail

See All

[Admin By Request](https://www.softwareadvice.com/remote-support/admin-by-request-profile/)

Admin By Request is a cybersecurity solution designed to make comprehensive security simple. Our main goal is to enable enterpri...[Read more about Admin By Request](https://www.softwareadvice.com/remote-support/admin-by-request-profile/)

**4.9**

([69 reviews](https://www.softwareadvice.com/remote-support/admin-by-request-profile/reviews/))

Free trial

Free version

Integrations

Integrations

Microsoft Teams

Okta

+8 more

+7 more

+6 more

Admin By Request's Best Rated Features

5.0Workflow Management

See All

Admin By Request's Worst Rated Features

Anti Virus

See All

[OriginPro](https://www.softwareadvice.com/statistical-analysis/originpro-profile/)

OriginPro is a cloud-based data analysis and graphing solution, which assists academic institutions, government organizations, n...[Read more about OriginPro](https://www.softwareadvice.com/statistical-analysis/originpro-profile/)

**4.8**

([197 reviews](https://www.softwareadvice.com/statistical-analysis/originpro-profile/reviews/))

Free trial

Free version

OriginPro's Best Rated Features

5.0Data Management

See All

OriginPro's Worst Rated Features

3.0Neural Network Modeling

See All

[Rayven](https://www.softwareadvice.com/iot/rayven-profile/)

The problem Most organisations face the same challenge: fragmented systems, siloed data + AI projects that never ship because t...[Read more about Rayven](https://www.softwareadvice.com/iot/rayven-profile/)

**5.0**

([24 reviews](https://www.softwareadvice.com/iot/rayven-profile/#reviews))

Free trial

Free version

Integrations

Integrations

Dayforce HCM

Microsoft 365 for Jira

+475 more

+474 more

+473 more

Rayven's Best Rated Features

5.0Widgets

See All

Rayven's Worst Rated Features

5.0Asset Tracking

See All

[Google Cloud](https://www.softwareadvice.com/compliance/google-cloud-platform-profile/)

Google Cloud is a suite of cloud computing services that allows businesses to build, deploy, and scale applications. The platfor...[Read more about Google Cloud](https://www.softwareadvice.com/compliance/google-cloud-platform-profile/)

**4.7**

([2293 reviews](https://www.softwareadvice.com/compliance/google-cloud-platform-profile/reviews/))

Free trial

Free version

Integrations

Integrations

PagerDuty

OpsGenie

+30 more

+29 more

+28 more

Google Cloud's Best Rated Features

5.0Pre-built Templates

See All

Google Cloud's Worst Rated Features

2.0In-Database Processing

See All

[Cloudflare](https://www.softwareadvice.com/cybersecurity/cloudflare-profile/)

Cloudflare is a cloud-based web performance and security tool, which helps firms in the public and private sectors with protecti...[Read more about Cloudflare](https://www.softwareadvice.com/cybersecurity/cloudflare-profile/)

**4.7**

([522 reviews](https://www.softwareadvice.com/cybersecurity/cloudflare-profile/reviews/))

Free trial

Free version

Integrations

Integrations

Adobe Commerce

Drupal

+27 more

+26 more

+25 more

Cloudflare's Best Rated Features

4.88DDoS Protection

See All

Cloudflare's Worst Rated Features

3.0Application Management

See All

[Teramind](https://www.softwareadvice.com/unified-endpoint-management/teramind-profile/)

Teramind is a comprehensive workforce intelligence and insider risk management platform designed to help organizations protect s...[Read more about Teramind](https://www.softwareadvice.com/unified-endpoint-management/teramind-profile/)

**4.7**

([95 reviews](https://www.softwareadvice.com/unified-endpoint-management/teramind-profile/reviews/))

Free trial

Free version

Integrations

Integrations

Trello

Basecamp

+5 more

+4 more

+3 more

Teramind's Best Rated Features

5.0Incident Management

See All

Teramind's Worst Rated Features

Intellectual Property Protection

See All

[XLSTAT](https://www.softwareadvice.com/bi/xlstat-profile/)

XLSTAT provides a multitude of functionality to help companies generate analysis from data according to needs. It works through ...[Read more about XLSTAT](https://www.softwareadvice.com/bi/xlstat-profile/)

**4.7**

([398 reviews](https://www.softwareadvice.com/bi/xlstat-profile/reviews/))

Free trial

Free version

Integrations

Integrations

Microsoft Excel

+0 more

+0 more

+0 more

XLSTAT's Best Rated Features

5.0ML Algorithm Library

See All

XLSTAT's Worst Rated Features

4.0Text Analysis

See All

[Cheat Layer](https://www.softwareadvice.com/machine-learning/cheat-layer-profile/)

Cheat Layer is an automation platform that enables users to build software automations without code. The platform caters to smal...[Read more about Cheat Layer](https://www.softwareadvice.com/machine-learning/cheat-layer-profile/)

**4.7**

([68 reviews](https://www.softwareadvice.com/machine-learning/cheat-layer-profile/reviews/))

Free trial

Free version

Cheat Layer's Best Rated Features

5.0Natural Language Processing

See All

Cheat Layer's Worst Rated Features

Rules-Based Workflow

See All

[Lityx](https://www.softwareadvice.com/artificial-intelligence/lityxiq-profile/)

LityxIQ is a cloud-based advanced analytics platform for organizations of all sizes. It is an automated machine learning platfor...[Read more about Lityx](https://www.softwareadvice.com/artificial-intelligence/lityxiq-profile/)

**5.0**

([10 reviews](https://www.softwareadvice.com/artificial-intelligence/lityxiq-profile/#reviews))

Free trial

Free version

Integrations

Integrations

Tableau

Snowflake

+1 more

+0 more

+0 more

Lityx's Best Rated Features

4.86Predictive Analytics

See All

Lityx's Worst Rated Features

Workflow Management

See All

[Cauliflower](https://www.softwareadvice.com/qualitative-data-analysis/cauliflower-profile/)

Cauliflower – AI-Powered Text Analytics for Research, CX, and UX Teams Cauliflower is an AI-driven platform designed to help re...[Read more about Cauliflower](https://www.softwareadvice.com/qualitative-data-analysis/cauliflower-profile/)

**4.9**

([12 reviews](https://www.softwareadvice.com/qualitative-data-analysis/cauliflower-profile/reviews/))

Free trial

Free version

Integrations

Integrations

Google Translate

DeepL Pro

+1 more

+0 more

+0 more

Cauliflower's Best Rated Features

5.0Categorization/Grouping

See All

Cauliflower's Worst Rated Features

4.0Data Visualization

See All

[Moveo.AI](https://www.softwareadvice.com/customer-communications-mngt/moveo-ai-profile/)

Moveo.AI revolutionizes customer experiences through cutting-edge conversational AI agents. Our enterprise-grade platform, drive...[Read more about Moveo.AI](https://www.softwareadvice.com/customer-communications-mngt/moveo-ai-profile/)

**5.0**

([9 reviews](https://www.softwareadvice.com/customer-communications-mngt/moveo-ai-profile/#reviews))

Free trial

Free version

Integrations

Integrations

WhatsApp

Viber

+8 more

+7 more

+6 more

Moveo.AI's Best Rated Features

5.0For No-Code Development

See All

Moveo.AI's Worst Rated Features

4.75Code-free Development

See All

[vSphere](https://www.softwareadvice.com/bi/vmware-vsphere-profile/)

vSphere is a server virtualization solution, which enables businesses to run, manage, connect and secure applications in a unifi...[Read more about vSphere](https://www.softwareadvice.com/bi/vmware-vsphere-profile/)

**4.7**

([433 reviews](https://www.softwareadvice.com/bi/vmware-vsphere-profile/reviews/))

Free trial

Free version

vSphere's Best Rated Features

5.0Load Balancing

See All

vSphere's Worst Rated Features

3.0API

See All

[HumanFirst](https://www.softwareadvice.com/product/463240-HumanFirst/)

HumanFirst helps teams with any level of technical expertise transform unstructured text and conversation data into customizable...[Read more about HumanFirst](https://www.softwareadvice.com/product/463240-HumanFirst/)

**4.9**

([11 reviews](https://www.softwareadvice.com/product/463240-HumanFirst/#reviews))

Free trial

Free version

[Neural Designer](https://www.softwareadvice.com/deep-learning/neural-designer-profile/)

Neural Designer is a user-friendly app for data science and machine learning. It allows you to build AI-powered applications wit...[Read more about Neural Designer](https://www.softwareadvice.com/deep-learning/neural-designer-profile/)

**4.9**

([11 reviews](https://www.softwareadvice.com/deep-learning/neural-designer-profile/#reviews))

Free trial

Free version

Neural Designer's Best Rated Features

5.0Predictive Analytics

See All

Neural Designer's Worst Rated Features

4.0Data Connectors

See All

[Snowflake](https://www.softwareadvice.com/database-monitoring/snowflake-profile/)

Snowflake is a data cloud platform for technology professionals and businesses in various industries, including financial servic...[Read more about Snowflake](https://www.softwareadvice.com/database-monitoring/snowflake-profile/)

**4.7**

([96 reviews](https://www.softwareadvice.com/database-monitoring/snowflake-profile/reviews/))

Free trial

Free version

Integrations

Integrations

Salesforce Platform

Matillion

+16 more

+15 more

+14 more

Snowflake's Best Rated Features

5.0Model Training

See All

Snowflake's Worst Rated Features

4.07Data Visualization

See All

[Composable DataOps Platform](https://www.softwareadvice.com/machine-learning/composable-profile/)

Composable is an on-premise and cloud-based business intelligence (BI) solution that enables enterprises to streamline decision-...[Read more about Composable DataOps Platform](https://www.softwareadvice.com/machine-learning/composable-profile/)

**4.9**

([10 reviews](https://www.softwareadvice.com/machine-learning/composable-profile/#reviews))

Free trial

Free version

Integrations

Integrations

Microsoft Azure

Amazon Redshift

+4 more

+3 more

+2 more

Composable DataOps Platform's Best Rated Features

5.0Reporting/Analytics

See All

Composable DataOps Platform's Worst Rated Features

4.67Data Synchronization

See All

[Reveal](https://www.softwareadvice.com/product/287646-Reveal-Data/)

Reveal builds and supports a leading AI-powered platform for eDiscovery, investigations, and related activities. With industry-l...[Read more about Reveal](https://www.softwareadvice.com/product/287646-Reveal-Data/)

**4.8**

([18 reviews](https://www.softwareadvice.com/product/287646-Reveal-Data/reviews/))

Free trial

Free version

Integrations

Integrations

Google Drive

Slack

+2 more

+1 more

+0 more

[SAS Customer Intelligence 360](https://www.softwareadvice.com/marketing/sas-customer-intelligence-profile/)

SAS Customer Intelligence 360 is a multichannel marketing hub for the modern marketing organization. Offering a suite comprised ...[Read more about SAS Customer Intelligence 360](https://www.softwareadvice.com/marketing/sas-customer-intelligence-profile/)

**4.9**

([8 reviews](https://www.softwareadvice.com/marketing/sas-customer-intelligence-profile/#reviews))

Free trial

Free version

Integrations

Integrations

Google Cloud

Microsoft Azure

+57 more

+56 more

+55 more

SAS Customer Intelligence 360's Best Rated Features

5.0Contact Database

See All

SAS Customer Intelligence 360's Worst Rated Features

4.0Customizable Fields

See All

[Database Performance Analyzer](https://www.softwareadvice.com/rdbms/database-performance-analyzer-profile/)

Database Performance Analyzer is an application-performance monitoring solution that helps users monitor and analyze database pe...[Read more about Database Performance Analyzer](https://www.softwareadvice.com/rdbms/database-performance-analyzer-profile/)

**4.9**

([9 reviews](https://www.softwareadvice.com/rdbms/database-performance-analyzer-profile/#reviews))

Free trial

Free version

Integrations

Integrations

Microsoft Azure

+0 more

+0 more

+0 more

Database Performance Analyzer's Best Rated Features

5.0Server Monitoring

See All

Database Performance Analyzer's Worst Rated Features

4.0Real-Time Monitoring

See All

[AeroMegh](https://www.softwareadvice.com/artificial-intelligence/aeromegh-profile/)

AeroMegh is a SaaS Platform that Transforms Drone Data into Actionable Insights. AeroMegh offers three products that enable fly...[Read more about AeroMegh](https://www.softwareadvice.com/artificial-intelligence/aeromegh-profile/)

**4.7**

([61 reviews](https://www.softwareadvice.com/artificial-intelligence/aeromegh-profile/#reviews))

Free trial

Free version

AeroMegh's Best Rated Features

4.70Spatial Analysis

See All

AeroMegh's Worst Rated Features

4.51Data Visualization

See All

[Black Crow AI](https://www.softwareadvice.com/artificial-intelligence/black-crow-ai-profile/)

Black Crow AI helps DTC marketers and lifecycle managers acquire, recognize, and retain customers using predictive analytics and...[Read more about Black Crow AI](https://www.softwareadvice.com/artificial-intelligence/black-crow-ai-profile/)

**4.9**

([8 reviews](https://www.softwareadvice.com/artificial-intelligence/black-crow-ai-profile/#reviews))

Free trial

Free version

Integrations

Integrations

Klaviyo

Shopify Plus

+1 more

+0 more

+0 more

Black Crow AI's Best Rated Features

5.0Natural Language Processing

See All

Black Crow AI's Worst Rated Features

4.0Machine Learning

See All

[OpsVeda](https://www.softwareadvice.com/bi/opsveda-profile/)

OpsVeda is a platform that provides operations intelligence to enable businesses to make smarter operations decisions based on r...[Read more about OpsVeda](https://www.softwareadvice.com/bi/opsveda-profile/)

**4.7**

([26 reviews](https://www.softwareadvice.com/bi/opsveda-profile/reviews/))

Free trial

Free version

OpsVeda's Best Rated Features

5.0Demand Forecasting

See All

OpsVeda's Worst Rated Features

Activity Dashboard

See All

[Ondato](https://www.softwareadvice.com/financial-risk-management/ondato-profile/)

Ondato provides identity verification and authentication tools, as well as compliance management features. The cloud-based platf...[Read more about Ondato](https://www.softwareadvice.com/financial-risk-management/ondato-profile/)

**4.8**

([13 reviews](https://www.softwareadvice.com/financial-risk-management/ondato-profile/reviews/))

Free trial

Free version

Ondato's Best Rated Features

5.0Check Fraud Detection

See All

Ondato's Worst Rated Features

4.0Compliance Tracking

See All

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[2](https://www.softwareadvice.com/machine-learning/?page=2)[3](https://www.softwareadvice.com/machine-learning/?page=3)[4](https://www.softwareadvice.com/machine-learning/?page=4)[5](https://www.softwareadvice.com/machine-learning/?page=5)

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[8](https://www.softwareadvice.com/machine-learning/?page=8)

## Popular Comparisons

[

Splunk Enterprise vs Google Cloud

](https://www.softwareadvice.com/compliance/google-cloud-platform-profile/vs/splunk-enterprise/)[

Minitab vs XLSTAT

](https://www.softwareadvice.com/bi/minitab-profile/vs/xlstat/)[

Snowflake vs TensorFlow

](https://www.softwareadvice.com/database-monitoring/snowflake-profile/vs/tensorflow/)

## Your Guide to Top Machine Learning Software, November 2023

Software Advice uses reviews from real software users to highlight the top-rated Machine Learning products in North America.

[Learn how products are chosen](https://www.softwareadvice.com/legal-page/frontrunners-methodology/)

#### Explore FrontRunners

-   [Admin By Request](https://www.softwareadvice.com/remote-support/admin-by-request-profile/)
-   [XLSTAT](https://www.softwareadvice.com/bi/xlstat-profile/)
-   [Cheat Layer](https://www.softwareadvice.com/machine-learning/cheat-layer-profile/)
-   [Google Cloud](https://www.softwareadvice.com/compliance/google-cloud-platform-profile/)
-   [vSphere](https://www.softwareadvice.com/bi/vmware-vsphere-profile/)
-   [MySQL](https://www.softwareadvice.com/machine-learning/mysql-profile/)
-   [Snowflake](https://www.softwareadvice.com/database-monitoring/snowflake-profile/)
-   [Wolfram Mathematica](https://www.softwareadvice.com/sales-forecasting/wolfram-mathematica-profile/)
-   [Minitab](https://www.softwareadvice.com/bi/minitab-profile/)
-   [Google Cloud BigQuery](https://www.softwareadvice.com/bi/google-cloud-bigquery-profile/)
-   [Clickworker](https://www.softwareadvice.com/machine-learning/clickworker-profile/)
-   [Appen](https://www.softwareadvice.com/translation-management/appen-profile/)
-   [AdCreative.ai](https://www.softwareadvice.com/creative-management/adcreative-ai-profile/)

“Usability” includes user ratings for Functionality and Ease of Use.

“Customer Satisfaction” includes user ratings for Customer Support, Likelihood to Recommend and Value for Money.

Reviews analysis period: The reviews analysis period spans two years and ends the 15th of the month prior to publication.

### Related Machine Learning Software

-   [Artificial Intelligence Software](https://www.softwareadvice.com/artificial-intelligence/)
-   [Big Data Software](https://www.softwareadvice.com/bi/big-data-comparison/)
-   [Deep Learning Software](https://www.softwareadvice.com/deep-learning/)
-   [Robotic Process Automation Software](https://www.softwareadvice.com/robotic-process-automation/)