# Best Machine Learning Software 2026 | Capterra > Find the top Machine Learning software of 2026 on Capterra. Based on millions of verified user reviews - compare and filter for whats important to you to find the best tools for your needs. Source: https://www.capterra.com/machine-learning-software/ --- # Best Machine Learning Software ## Nyckel Profile: [Nyckel](https://www.capterra.com/p/10016578/Nyckel/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Use AI to classify images and text in just minutes. #### Pros and cons based on reviews Not available #### Starting price Starting price: Not available Free trial: No Free demo: No ### Features tab #### Most popular features - Predictive Analytics: Available - Data Visualization: Available - API: Available - Predictive Modeling: Available - Data Import/Export: Available - Model Training: Available - Natural Language Processing: Available - Collaboration Tools: Available - Workflow Management: Available - ML Algorithm Library: Available - Activity Dashboard: Available - Deep Learning: Available ### Gallery tab ### Integrations tab Nyckel connects with 1+ software tools. [See all integrations](https://www.capterra.com/p/10016578/Nyckel/#integrations) #### Most popular integrations - Zapier: 4.7 rating --- ## Minitab Rating: 4.5 out of 5 (390 reviews) Profile: [Minitab](https://www.capterra.com/p/109731/Minitab-Statistical-Software/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Statistical software for data analysis, quality improvement, predictive analytics, and process optimization. #### Rating breakdown - Ease of Use: 4.2 out of 5 - Customer Service: 4.2 out of 5 - Features: 4.4 out of 5 - Value for Money: 4.2 out of 5 #### Pros and cons based on reviews Pros: - Comprehensive process optimization toolkit - Extensive tutorial and help resources Cons: - High and restrictive pricing model #### Starting price Starting price: $1851.00 Pricing details: Flat Rate, Per Year Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Model Training: 4.5 rating - Predictive Analytics: 4.5 rating - Data Capture and Transfer: 5.0 rating - Data Import/Export: 5.0 rating #### Lowest rated features - Collaboration Tools: 4.0 rating - Data Visualization: 4.0 rating - Reporting & Statistics: 5.0 rating #### Feature-related review snippet Reviewer: Brij Mohan S. Reviewer details: Education Management, 51-200 employees Published: December 22, 2025 > "With the integration of MINITAB AI, it is expected to become more user-friendly." ### Gallery tab Ease of use: 4.2 out of 5 (390 reviews) #### Related review snippet Reviewer: Muhammad Humayun S. Reviewer details: Food & Beverages, 1,001-5,000 employees Published: March 9, 2026 > "The software provides a structured and intuitive approach to applying statistical tools, which is especially helpful when working with real-world manufacturing and quality data" ### Integrations tab Minitab connects with 3+ software tools. [See all integrations](https://www.capterra.com/p/109731/Minitab-Statistical-Software/#integrations) #### Most popular integrations - Microsoft PowerPoint: 4.5 rating - Microsoft Word: 4.7 rating - PythonAnywhere: 4.0 rating #### Integrations-related review snippet Reviewer: Brij Mohan S. Reviewer details: Education Management, 51-200 employees Published: December 22, 2025 > "With the integration of MINITAB AI, it is expected to become more user-friendly." --- ## Google Cloud Rating: 4.7 out of 5 (2,306 reviews) Profile: [Google Cloud](https://www.capterra.com/p/268690/Google-Cloud-Platform/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Cloud-based service that allows users to create anything from swebsites to complex applications for businesses of all sizes. #### Rating breakdown - Ease of Use: 4.5 out of 5 - Customer Service: 4.3 out of 5 - Features: 4.6 out of 5 - Value for Money: 4.4 out of 5 #### Pros and cons based on reviews Pros: - Comprehensive data management platform - Seamless multi-device accessibility Cons: - Limited and slow customer support - Occasional slow performance issues #### Starting price Starting price: Not available Pricing details: Usage Based, Per Month Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Data Security: 5.0 rating - Data Import/Export: 4.3 rating - API: 4.8 rating - Data Connectors: 4.8 rating #### Lowest rated features - Natural Language Processing: 1.0 rating - Reporting & Statistics: 2.0 rating - Predictive Analytics: 4.0 rating - Data Capture and Transfer: 3.7 rating #### Feature-related review snippet Reviewer: Verified Reviewer Reviewer details: Marketing and Advertising, Self-employed Published: April 1, 2026 > "I like that it's quite easy to navigate, you don't get lost in the depth of an unnecessary complex interface" ### Gallery tab Ease of use: 4.5 out of 5 (2,306 reviews) #### Related review snippet Reviewer: John P. Reviewer details: Transportation/Trucking/Railroad, 11-50 employees Published: February 10, 2026 > "The mobile access features enable our dispatchers to access the carrier database anywhere which is crucial during booking of urgent loads on weekends." ### Integrations tab Google Cloud connects with 33+ software tools. [See all integrations](https://www.capterra.com/p/268690/Google-Cloud-Platform/#integrations) #### Most popular integrations - Slack: 4.8 rating - Webex Suite: 4.4 rating - Telegram: 3.8 rating - Stripe: 4.6 rating - SendGrid: 4.2 rating - Splunk Enterprise: 4.6 rating #### Integrations-related review snippet Reviewer: Matthew M. Reviewer details: Health, Wellness and Fitness, Self-employed Published: March 26, 2026 > "Great integration with other Google tools If you’re already using Google Workspace, Gmail, or Google Analytics, everything connects pretty seamlessly." --- ## MySQL Rating: 4.6 out of 5 (2,095 reviews) Profile: [MySQL](https://www.capterra.com/p/11482/MySQL/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Meet the database challenges of next gen web, cloud, & communications services with uncompromising scalability, uptime and scalability #### Rating breakdown - Ease of Use: 4.4 out of 5 - Customer Service: 4.2 out of 5 - Features: 4.5 out of 5 - Value for Money: 4.6 out of 5 #### Pros and cons based on reviews Pros: - Cost-effective open source platform - Versatile language compatibility Cons: - Performance limitations with scale - Frequent bugs and error handling #### Starting price Starting price: $2000.00 Pricing details: Per User, Per Year Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Data Security: 5.0 rating - Configurable Workflow: 4.5 rating - Predictive Modeling: 4.3 rating - Data Connectors: 4.5 rating #### Lowest rated features - Activity Dashboard: 3.0 rating - Predictive Analytics: 4.0 rating - Data Import/Export: 4.0 rating - Activity Tracking: 5.0 rating #### Feature-related review snippet Reviewer: Ram N. Reviewer details: Financial Services, 201-500 employees Published: May 13, 2024 > "I like the light user experience that MySQL gives me." ### Gallery tab Ease of use: 4.4 out of 5 (2,095 reviews) #### Related review snippet Reviewer: Jack I. Reviewer details: Insurance, 51-200 employees Published: July 28, 2025 > "MySQL is an intuitive database language that provides incredible reliability and scalability for what is a community driven language." ### Integrations tab MySQL connects with 1+ software tools. [See all integrations](https://www.capterra.com/p/11482/MySQL/#integrations) #### Most popular integrations - WordPress: 4.8 rating #### Integrations-related review snippet Reviewer: Harshit G. Reviewer details: Financial Services, 51-200 employees Published: March 13, 2025 > "The best thing I like about it’s integration with Excel." --- ## UiPath Rating: 4.6 out of 5 (723 reviews) Profile: [UiPath](https://www.capterra.com/p/135186/UiPath-Robotic-Process-Automation/) Visible tabs: Overview, Features, Integrations ### Overview tab #### What is this product about? UiPath caters to companies from all industries wanting to easily automate their web, SAP and Citrix-based business processes. #### Rating breakdown - Ease of Use: 4.5 out of 5 - Customer Service: 4.3 out of 5 - Features: 4.5 out of 5 - Value for Money: 4.4 out of 5 #### Pros and cons based on reviews Pros: - Extensive learning resources available - Enhanced efficiency and ROI Cons: - Stability and error challenges - Disruptive and inconsistent updates #### Starting price Starting price: $420.00 Pricing details: Flat Rate, Per Month Free trial: Yes Free demo: No ### Features tab #### Most popular features - Predictive Analytics: Not available - Data Visualization: Not available - API: Available - Predictive Modeling: Not available - Data Import/Export: Not available - Model Training: Available - Natural Language Processing: Available - Collaboration Tools: Available - Workflow Management: Not available - ML Algorithm Library: Available - Activity Dashboard: Not available - Deep Learning: Not available #### Feature-related review snippet Reviewer: Anirudh B. Reviewer details: Banking, 5,001-10,000 employees Published: June 23, 2026 > "Overall UiPath in my current opinion is the most powerful and useable of the RPA tools." ### Integrations tab UiPath connects with 9+ software tools. [See all integrations](https://www.capterra.com/p/135186/UiPath-Robotic-Process-Automation/#integrations) #### Most popular integrations - Google Docs: 4.7 rating - Google Drive: 5.0 rating - Microsoft Excel: 4.6 rating - Gmail: 4.7 rating - Google Calendar: 4.8 rating - Microsoft Outlook: 5.0 rating #### Integrations-related review snippet Reviewer: Daniel M. Reviewer details: Information Technology and Services, 201-500 employees Published: July 27, 2022 > "It can manage and document test cases and integrate with other development tools." --- ## Cloudflare Rating: 4.7 out of 5 (523 reviews) Profile: [Cloudflare](https://www.capterra.com/p/155191/Cloudflare/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Cloudflare is a web performance and security company on a mission to build a better Internet. #### Rating breakdown - Ease of Use: 4.6 out of 5 - Customer Service: 4.3 out of 5 - Features: 4.7 out of 5 - Value for Money: 4.6 out of 5 #### Pros and cons based on reviews Pros: - Global CDN for faster sites - Enhanced security and speed Cons: - Slow and limited support options #### Starting price Starting price: $20.00 Pricing details: Flat Rate, Per Month Free trial: No Free demo: No ### Features tab #### Highest rated features - API: 2.0 rating #### Feature-related review snippet Reviewer: Martin P. Reviewer details: Information Technology and Services, Self-employed Published: May 9, 2024 > "You can easily monitor your side using tools build-in in the web interface." ### Gallery tab Ease of use: 4.6 out of 5 (523 reviews) #### Related review snippet Reviewer: Hrithik V. Reviewer details: Financial Services, 201-500 employees Published: June 30, 2026 > "Features like DNS, CDN, SSL, WAF, and Access integrate well and help improve both reliability and application security." ### Integrations tab Cloudflare connects with 34+ software tools. [See all integrations](https://www.capterra.com/p/155191/Cloudflare/#integrations) #### Most popular integrations - Rippling: 4.9 rating - Adobe Commerce: 4.3 rating - Drupal: 4.2 rating - Webflow: 4.5 rating - Sender: 4.7 rating - Buddy: 4.8 rating #### Integrations-related review snippet Reviewer: Hrithik V. Reviewer details: Financial Services, 201-500 employees Published: June 30, 2026 > "Features like DNS, CDN, SSL, WAF, and Access integrate well and help improve both reliability and application security." --- ## ArcGIS Rating: 4.6 out of 5 (505 reviews) Profile: [ArcGIS](https://www.capterra.com/p/93333/ArcGIS/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Web, on-prem and mobile solutions to help businesses with mapping, data management, predictive modeling, geocoding and more. #### Rating breakdown - Ease of Use: 3.9 out of 5 - Customer Service: 4.1 out of 5 - Features: 4.6 out of 5 - Value for Money: 4.0 out of 5 #### Pros and cons based on reviews Pros: - Robust spatial analytics suite - Widely adopted industry platform Cons: - Frequent crashes and persistent bugs - High and complex licensing costs #### Starting price Starting price: Not available Pricing details: Per User, Per Year Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Data Import/Export: 5.0 rating #### Feature-related review snippet Reviewer: Nicholas C. Reviewer details: Telecommunications, 501-1,000 employees Published: October 13, 2023 > "UI / UX is generally intuitive and well-organised which is helpful especially for beginners / infrequent end-users who do not use ArcGIS on a daily basis." ### Gallery tab Ease of use: 3.9 out of 5 (505 reviews) #### Related review snippet Reviewer: Anthony P. Reviewer details: Utilities, 201-500 employees Published: November 10, 2025 > "The ArcGIS eco-system has come a long way and now incorporates mobile workflows and data entry to enable an enterprise-wide solution" ### Integrations tab ArcGIS connects with 1+ software tools. [See all integrations](https://www.capterra.com/p/93333/ArcGIS/#integrations) #### Most popular integrations - AutoCAD: 4.5 rating #### Integrations-related review snippet Reviewer: Brian H. Reviewer details: Utilities, 11-50 employees Published: March 11, 2021 > "ArcGIS has become a core piece of our business and our daily operations, and we continue to increase its use and integration with other systems." --- ## vSphere Rating: 4.7 out of 5 (433 reviews) Profile: [vSphere](https://www.capterra.com/p/93512/VMware-Horizon/) Visible tabs: Overview, Features, Gallery ### Overview tab #### What is this product about? Cloud-based virtualization platform which helps enterprises with data consolidation, infrastructure security and remote support. #### Rating breakdown - Ease of Use: 4.4 out of 5 - Customer Service: 4.3 out of 5 - Features: 4.6 out of 5 - Value for Money: 4.2 out of 5 #### Pros and cons based on reviews Pros: - Consistent performance and uptime - Efficient cluster resource management Cons: - High and unpredictable pricing - Web client usability issues #### Starting price Starting price: $576.96 Pricing details: Per User, Per Year Free trial: No Free demo: No ### Features tab #### Highest rated features - Data Management: 4.5 rating - ML Algorithm Library: 4.0 rating - Model Training: 3.0 rating ### Gallery tab Ease of use: 4.4 out of 5 (433 reviews) #### Related review snippet Reviewer: Connor Q. Reviewer details: Media Production, 201-500 employees Published: April 16, 2026 > "A solid industry standard platform that provides reliable virtualisation at scale. As the industry leader it excels at consolidating workloads, VM availability and providing excellent host and VM control for live/production environments." --- ## XLSTAT Rating: 4.7 out of 5 (398 reviews) Profile: [XLSTAT](https://www.capterra.com/p/119448/XLSTAT/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? The leading data analysis and statistical solution for Microsoft EXCEL®. Analyze, customize and share your results. #### Rating breakdown - Ease of Use: 4.6 out of 5 - Customer Service: 4.5 out of 5 - Features: 4.6 out of 5 - Value for Money: 4.5 out of 5 #### Pros and cons based on reviews Pros: - Intuitive and simple operation - Comprehensive statistics in Excel Cons: - Frequent crashes and glitches - High cost for individuals #### Starting price Starting price: $295.00 Pricing details: Flat Rate, Per Year Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Predictive Analytics: 5.0 rating - Reporting & Statistics: 4.7 rating - Data Visualization: 4.4 rating - Data Capture and Transfer: 4.0 rating #### Lowest rated features - ML Algorithm Library: 5.0 rating #### Feature-related review snippet Reviewer: Larry C. Reviewer details: Financial Services, Self-employed Published: June 30, 2026 > "It has a very nice user interface with Excel." ### Gallery tab Ease of use: 4.6 out of 5 (398 reviews) #### Related review snippet Reviewer: Matej P. Reviewer details: Veterinary, 51-200 employees Published: September 8, 2024 > "The xlstat is perfect for evaluation date for sensoric analysis, discrimination analysis and also for basic statistical thest." ### Integrations tab XLSTAT connects with 1+ software tools. [See all integrations](https://www.capterra.com/p/119448/XLSTAT/#integrations) #### Most popular integrations - Microsoft Excel: 4.9 rating #### Integrations-related review snippet Reviewer: Reginald B. Reviewer details: Medical Practice, Self-employed Published: February 13, 2025 > "Have used it for at least 7 years - gradual improvements in integration into Excel have made it very easy to use now." --- ## HeyGen Rating: 4.7 out of 5 (315 reviews) Profile: [HeyGen](https://www.capterra.com/p/10015133/HeyGen/) Visible tabs: Overview, Features, Gallery ### Overview tab #### What is this product about? HeyGen is a cloud-based video creation tool that allows you to easily create professional-quality videos. #### Rating breakdown - Ease of Use: 4.7 out of 5 - Customer Service: 4.6 out of 5 - Features: 4.7 out of 5 - Value for Money: 4.4 out of 5 #### Pros and cons based on reviews Pros: - Intuitive and accessible interface - Rapid professional video production Cons: - High and inflexible pricing #### Starting price Starting price: $0.00 Free trial: No Free demo: No ### Features tab #### Highest rated features - Data Management: 5.0 rating - ML Algorithm Library: 5.0 rating - Model Training: 5.0 rating - Natural Language Processing: 5.0 rating #### Feature-related review snippet Reviewer: Wilfried L. Reviewer details: Marketing and Advertising, 11-50 employees Published: May 17, 2026 > "The user interface is clean, rendering is quick, and the platform keeps improving with new features." ### Gallery tab Ease of use: 4.7 out of 5 (315 reviews) #### Related review snippet Reviewer: Luis V. Reviewer details: Broadcast Media, 51-200 employees Published: June 17, 2026 > "The AI-generated videos provide a novel method to present campaigns, while the image generation feature has streamlined this brainstorming process for pitches." --- ## Splunk Enterprise Rating: 4.6 out of 5 (263 reviews) Profile: [Splunk Enterprise](https://www.capterra.com/p/94317/Splunk/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Get actionable insights with Splunk’s powerful dashboards and end-to-end visibility from edge to cloud—powered by Splunk AI. #### Rating breakdown - Ease of Use: 4.1 out of 5 - Customer Service: 4.3 out of 5 - Features: 4.5 out of 5 - Value for Money: 4.3 out of 5 #### Pros and cons based on reviews Pros: - Comprehensive real-time dashboard monitoring - Centralized and efficient log management Cons: - High and unpredictable pricing #### Starting price Starting price: Not available Pricing details: Usage Based, Per Year Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Data Visualization: 5.0 rating - Multiple Data Sources: 4.0 rating - Predictive Analytics: 3.0 rating #### Feature-related review snippet Reviewer: Chintan M. Reviewer details: Information Technology and Services, 1,001-5,000 employees Published: January 14, 2022 > "Simple graphical interface which makes it easy for a new user to understand the features easily" ### Gallery tab Ease of use: 4.1 out of 5 (263 reviews) #### Related review snippet Reviewer: Jeremy P. Reviewer details: Computer Software, 201-500 employees Published: May 21, 2026 > "This is very cluttered; I’m just going to continue — the dashboards are really good, simple drag-and-drop style and you can easily create something ready for production in less than 15 minutes, without having to write even a single line of code." ### Integrations tab Splunk Enterprise connects with 27+ software tools. [See all integrations](https://www.capterra.com/p/94317/Splunk/#integrations) #### Most popular integrations - Microsoft Excel: 4.8 rating - Microsoft 365: 4.6 rating - Tableau: 4.6 rating - Microsoft SQL Server: 4.6 rating - Amazon S3: 5.0 rating - Okta: 5.0 rating - Jenkins: 4.5 rating - OneLogin: 4.6 rating - Microsoft Entra ID: 5.0 rating --- ## Docebo Rating: 4.4 out of 5 (236 reviews) Profile: [Docebo](https://www.capterra.com/p/127213/Docebo/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Docebo is an AI-powered learning platform that helps 3,900+ organizations support continuous learning for employees, partners and custo #### Rating breakdown - Ease of Use: 4.3 out of 5 - Customer Service: 4.2 out of 5 - Features: 4.2 out of 5 - Value for Money: 4.2 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: Not available Pricing details: Usage Based Free trial: No Free demo: No ### Features tab #### Highest rated features - API: 5.0 rating #### Feature-related review snippet Reviewer: Janice T. Reviewer details: Apparel & Fashion, 1,001-5,000 employees Published: December 10, 2024 > "ur team appreciates that there are meaningful enhancements to continually create a better admin and user experience, which is why we have added it to our long-term roadmap." ### Gallery tab Ease of use: 4.3 out of 5 (236 reviews) #### Related review snippet Reviewer: Pallavi J. Reviewer details: Banking, 10,001+ employees Published: January 5, 2026 > "Docebo offers a comprehensive suite of features that empower organizations to deliver effective training programs, enhance learner engagement, and achieve measurable results in their learning and development initiatives" ### Integrations tab Docebo connects with 76+ software tools. [See all integrations](https://www.capterra.com/p/127213/Docebo/#integrations) #### Most popular integrations - Google Drive: 4.8 rating - GoTo Meeting: 4.4 rating - Microsoft Teams: 4.2 rating - BambooHR: 4.6 rating - Stripe: 4.6 rating - Meta for Business: 4.4 rating #### Integrations-related review snippet Reviewer: Paul D. Reviewer details: Professional Training & Coaching, 1,001-5,000 employees Published: June 5, 2024 > "We have the Discover, Coach, and Share packages and Extended Enterprise (which allows up to 50 subdomains)." --- ## OriginPro Rating: 4.8 out of 5 (197 reviews) Profile: [OriginPro](https://www.capterra.com/p/185129/OriginPro/) Visible tabs: Overview, Features, Gallery ### Overview tab #### What is this product about? Visualize, explore and analyze your data with a user-friendly, point-and-click interface. Optimize your workflow with batch operations. #### Rating breakdown - Ease of Use: 4.1 out of 5 - Customer Service: 4.6 out of 5 - Features: 4.7 out of 5 - Value for Money: 4.3 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: Not available Pricing details: One Time Free trial: Yes Free demo: No ### Features tab #### Most popular features - Predictive Analytics: Available - Data Visualization: Available - API: Available - Predictive Modeling: Not available - Data Import/Export: Available - Model Training: Not available - Natural Language Processing: Not available - Collaboration Tools: Not available - Workflow Management: Not available - ML Algorithm Library: Not available - Activity Dashboard: Not available - Deep Learning: Not available #### Feature-related review snippet Reviewer: Verified Reviewer Reviewer details: Electrical/Electronic Manufacturing, 501-1,000 employees Published: July 7, 2022 > "Very much customizable and easy to use." ### Gallery tab Ease of use: 4.1 out of 5 (197 reviews) #### Related review snippet Reviewer: Abdessalam N. Reviewer details: Civil Engineering, 5,001-10,000 employees Published: February 20, 2023 > "Furthermore, it is an excellent choice for the analysis of Raman and IR spectroscopic data, making it the perfect tool for preprocessing and analysis of spectroscopic and laboratory data." --- ## Reputation Rating: 4.4 out of 5 (184 reviews) Profile: [Reputation](https://www.capterra.com/p/167624/Reputation-com/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Reputration management tool that helps teams convert customer feedback & comments into actionable feedback to manage brand reputation. #### Rating breakdown - Ease of Use: 4.5 out of 5 - Customer Service: 4.3 out of 5 - Features: 4.3 out of 5 - Value for Money: 4.3 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: Not available Free trial: No Free demo: No ### Features tab #### Highest rated features - Data Import/Export: 4.0 rating - API: 5.0 rating ### Gallery tab Ease of use: 4.5 out of 5 (184 reviews) #### Related review snippet Reviewer: Mor L. Reviewer details: Information Technology and Services, 51-200 employees Published: January 8, 2025 > "I liked the success of Reputation in collecting and classifying reviews from all platforms, it simplifies for us to focus on knowing customer trends on each platform independently and formulating appropriate responses efficiently." ### Integrations tab Reputation connects with 22+ software tools. [See all integrations](https://www.capterra.com/p/167624/Reputation-com/#integrations) #### Most popular integrations - Dynamics 365: 4.4 rating - HubSpot CRM: 4.5 rating - Meta for Business: 5.0 rating - Microsoft Power BI: 4.6 rating - AdvancedMD EHR: 3.6 rating - Entrata: 4.6 rating - Salesforce Platform: 2.0 rating - CDK Global: 4.1 rating - Experity: 4.3 rating --- ## Dext Rating: 4.3 out of 5 (174 reviews) Profile: [Dext](https://www.capterra.com/p/160189/Dext/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? AI bookkeeping software that extracts financial data from receipts and e-commerce platforms, and syncs with Xero, QuickBooks, and Sage. #### Rating breakdown - Ease of Use: 4.3 out of 5 - Customer Service: 3.9 out of 5 - Features: 4.2 out of 5 - Value for Money: 3.9 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $31.50 Pricing details: Per User, Per Month Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Activity Dashboard: 5.0 rating - Data Capture and Transfer: 5.0 rating #### Feature-related review snippet Reviewer: Letlet G. Reviewer details: Retail, 11-50 employees Published: March 2, 2023 > "The software's user interface is also very easy to understand and use, making it accessible to anyone, even to people who don't know much about technology." ### Gallery tab Ease of use: 4.3 out of 5 (174 reviews) #### Related review snippet Reviewer: Nathan H. Reviewer details: Consumer Services, Self-employed Published: March 6, 2026 > "This program allows me to not only upload receipts and have its vendor, cost and account extracted then published to my QuickBooks account." ### Integrations tab Dext connects with 24+ software tools. [See all integrations](https://www.capterra.com/p/160189/Dext/#integrations) #### Most popular integrations - PayPal: 4.6 rating - Dropbox: 4.5 rating - QuickBooks Online: 4.8 rating - FreshBooks: 4.5 rating - Gusto: 4.6 rating - Xero: 5.0 rating #### Integrations-related review snippet Reviewer: Chloe S. Reviewer details: Accounting, Self-employed Published: June 8, 2026 > "It integrates into the appropriate softwares I use perfectly" --- ## Wolfram Mathematica Rating: 4.6 out of 5 (169 reviews) Profile: [Wolfram Mathematica](https://www.capterra.com/p/171048/Wolfram-Mathematica/) Visible tabs: Overview, Features, Gallery ### Overview tab #### What is this product about? Technical computing system that provides tools for image processing, geometry, visualization, machine learning, data mining, and more. #### Rating breakdown - Ease of Use: 4.2 out of 5 - Customer Service: 4.2 out of 5 - Features: 4.7 out of 5 - Value for Money: 4.2 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $335.00 Pricing details: One Time Free trial: Yes Free demo: No ### Features tab #### Most popular features - Predictive Analytics: Not available - Data Visualization: Available - API: Not available - Predictive Modeling: Not available - Data Import/Export: Not available - Model Training: Available - Natural Language Processing: Not available - Collaboration Tools: Not available - Workflow Management: Not available - ML Algorithm Library: Available - Activity Dashboard: Not available - Deep Learning: Not available #### Feature-related review snippet Reviewer: Jeremy S. Reviewer details: Defense & Space, 1,001-5,000 employees Published: January 17, 2023 > "The well designed interface allows any user to easily keep track of their work and report the required results" ### Gallery tab Ease of use: 4.2 out of 5 (169 reviews) #### Related review snippet Reviewer: Tanner H. Reviewer details: Financial Services, 1-10 employees Published: April 30, 2025 > "the visualizations, interactive notebook that is dynamic and graphs that make it easier to understand" --- ## AdCreative.ai Rating: 3.3 out of 5 (169 reviews) Profile: [AdCreative.ai](https://www.capterra.com/p/253052/AdCreativeai/) Visible tabs: Overview, Features, Gallery ### Overview tab #### What is this product about? AI-powered ad creation for high-converting creatives. No design skills are needed—just results. Start generating ads today! #### Rating breakdown - Ease of Use: 3.6 out of 5 - Customer Service: 3.2 out of 5 - Features: 3.3 out of 5 - Value for Money: 3.1 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $39.00 Pricing details: Flat Rate, Per Month Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Collaboration Tools: 2.0 rating ### Gallery tab Ease of use: 3.6 out of 5 (169 reviews) #### Related review snippet Reviewer: Verified Reviewer Reviewer details: Health, Wellness and Fitness, 11-50 employees Published: February 7, 2024 > "It state things such as chat GPT and Canva who had a baby, but Canva have AI capacity and so I found out very fast that Canva was a superior tool and is costing me 15$ per month despite costing 200$ CAD with Adcreative" --- ## ServiceNow Customer Service Management Rating: 4.4 out of 5 (152 reviews) Profile: [ServiceNow Customer Service Management](https://www.capterra.com/p/225960/ServiceNow-Customer-Service-Management/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Automate and streamline processes to solve customer issues faster, decreasing your cost to serve and increasing customer loyalty. #### Rating breakdown - Ease of Use: 4.1 out of 5 - Customer Service: 4.2 out of 5 - Features: 4.3 out of 5 - Value for Money: 4.1 out of 5 #### Pros and cons based on reviews Pros: - Comprehensive ticket management features - Robust customer support capabilities Cons: - Inconsistent performance and speed #### Starting price Starting price: Not available Pricing details: Per Year Free trial: No Free demo: No ### Features tab #### Most popular features - Predictive Analytics: Available - Data Visualization: Not available - API: Available - Predictive Modeling: Not available - Data Import/Export: Available - Model Training: Available - Natural Language Processing: Available - Collaboration Tools: Available - Workflow Management: Available - ML Algorithm Library: Available - Activity Dashboard: Available - Deep Learning: Not available #### Feature-related review snippet Reviewer: Preeti S. Reviewer details: Financial Services, 10,001+ employees Published: July 1, 2025 > "The thing that I like the most about ServiceNow Customer Service Management is that the interface is very easy to understand interface and is also very easy to navigate." ### Gallery tab Ease of use: 4.1 out of 5 (152 reviews) #### Related review snippet Reviewer: Verified Reviewer Reviewer details: Real Estate, 1,001-5,000 employees Published: April 20, 2026 > "Having customer interactions, data, and service processes in one place improves visibility and collaboration across teams, which ultimately leads to faster resolution times and a better customer experience." ### Integrations tab ServiceNow Customer Service Management connects with 12+ software tools. [See all integrations](https://www.capterra.com/p/225960/ServiceNow-Customer-Service-Management/#integrations) #### Most popular integrations - Jira: 5.0 rating - Microsoft Teams: 4.5 rating - Webex Suite: 4.4 rating - Talkdesk: 4.5 rating - Five9: 4.2 rating - Vonage Business Communications: 4.0 rating #### Integrations-related review snippet Reviewer: John M. Reviewer details: Online Media, 51-200 employees Published: January 16, 2023 > "Superior adaptability and seamless integration It can be easily integrated with virtually any existing portal or dashboard." --- ## Mixpanel Rating: 4.5 out of 5 (146 reviews) Profile: [Mixpanel](https://www.capterra.com/p/158740/Mixpanel/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Mixpanel is the decision analytics platform that helps teams move fast, align confidently, and act on what matters most. #### Rating breakdown - Ease of Use: 4.1 out of 5 - Customer Service: 4.2 out of 5 - Features: 4.5 out of 5 - Value for Money: 4.2 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $25.00 Pricing details: Flat Rate, Per Month Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Data Visualization: 5.0 rating - Predictive Analytics: 5.0 rating - Predictive Modeling: 5.0 rating - Activity Dashboard: 5.0 rating #### Lowest rated features - Data Import/Export: 5.0 rating #### Feature-related review snippet Reviewer: Niccolo F. Reviewer details: Renewables & Environment, 1-10 employees Published: November 16, 2023 > "Their UI is easy, setup time is very short." ### Gallery tab Ease of use: 4.1 out of 5 (146 reviews) #### Related review snippet Reviewer: Flavio M. Reviewer details: Banking, 201-500 employees Published: February 26, 2026 > "Mixpanel enables scalable, self-service analytics across Product, UX, and Data teams—supporting faster, evidence-based decision-making." ### Integrations tab Mixpanel connects with 37+ software tools. [See all integrations](https://www.capterra.com/p/158740/Mixpanel/#integrations) #### Most popular integrations - Microsoft Azure: 4.6 rating - Intercom: 5.0 rating - Marketo Engage: 5.0 rating - OneSignal: 1.0 rating - Appcues: 4.8 rating - LeadsBridge: 4.4 rating #### Integrations-related review snippet Reviewer: Niccolo F. Reviewer details: Renewables & Environment, 1-10 employees Published: November 16, 2023 > "It integrates seamlessly with low-code platforms, such as Bubble." --- ## Teramind Rating: 4.7 out of 5 (104 reviews) Profile: [Teramind](https://www.capterra.com/p/172645/Teramind/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Unified workforce intelligence platform for insider risk detection, DLP, behavioral analytics, and productivity optimization. #### Rating breakdown - Ease of Use: 4.5 out of 5 - Customer Service: 4.6 out of 5 - Features: 4.5 out of 5 - Value for Money: 4.2 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $14.00 Pricing details: Per User, Per Year Free trial: Yes Free demo: No ### Features tab #### Most popular features - Predictive Analytics: Available - Data Visualization: Available - API: Available - Predictive Modeling: Not available - Data Import/Export: Available - Model Training: Not available - Natural Language Processing: Available - Collaboration Tools: Not available - Workflow Management: Available - ML Algorithm Library: Not available - Activity Dashboard: Available - Deep Learning: Not available ### Gallery tab Ease of use: 4.5 out of 5 (104 reviews) #### Related review snippet Reviewer: Konrad S. Reviewer details: Entertainment, 51-200 employees Published: April 27, 2026 > "Our industry has many peculiar security requirements Teramind meets them all perfectly and we've been able to leverage it's alerts to fulfill other requirements we didn't even know it could help with." ### Integrations tab Teramind connects with 6+ software tools. [See all integrations](https://www.capterra.com/p/172645/Teramind/#integrations) #### Most popular integrations - Trello: 4.5 rating - Jira: 4.4 rating - Basecamp: 4.3 rating - Zendesk Suite: 4.4 rating - Redmine: 4.1 rating - LogRhythm SIEM: 4.4 rating #### Integrations-related review snippet Reviewer: Verified Reviewer Reviewer details: Information Technology and Services, 51-200 employees Published: November 15, 2022 > "over all we are satisfied with product looking forward to have integration feature for this product like SSO and AD" --- ## TensorFlow Rating: 4.6 out of 5 (104 reviews) Profile: [TensorFlow](https://www.capterra.com/p/170397/TensorFlow/) Visible tabs: Overview, Features, Gallery ### Overview tab #### What is this product about? An open-source platform that allows developers, businesses and researchers to build and deploy machine learning algorithms. #### Rating breakdown - Ease of Use: 3.9 out of 5 - Customer Service: 4.1 out of 5 - Features: 4.6 out of 5 - Value for Money: 4.7 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: Not available Free trial: No Free demo: No ### Features tab #### Highest rated features - API: 5.0 rating - Model Training: 4.8 rating - Predictive Modeling: 4.7 rating - Configurable Workflow: 5.0 rating #### Lowest rated features - Deep Learning: 5.0 rating - Workflow Management: 5.0 rating #### Feature-related review snippet Reviewer: Aniket P. Reviewer details: Research, 501-1,000 employees Published: June 29, 2021 > "TensorFlow is a very powerful framework, and with the new version and the Keras interface, it is 10 times much easier to use, for simple usage." ### Gallery tab Ease of use: 3.9 out of 5 (104 reviews) #### Related review snippet Reviewer: Rahul V. Reviewer details: Information Technology and Services, 51-200 employees Published: June 23, 2025 > "The end result is that by training our models on our infrastructure data, we are able to detect potential breaches or outliers faster and thereby better protect our network as a whole." --- ## Snowflake Rating: 4.7 out of 5 (97 reviews) Profile: [Snowflake](https://www.capterra.com/p/148267/Snowflake/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Snowflake empowers the Data Cloud, fostering global data connectivity and collaboration across diverse scales and types. #### Rating breakdown - Ease of Use: 4.5 out of 5 - Customer Service: 4.3 out of 5 - Features: 4.5 out of 5 - Value for Money: 4.3 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $23.00 Pricing details: Flat Rate, Per Month Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Third-Party Integrations: 5.0 rating - Workflow Management: 4.5 rating - Activity Dashboard: 5.0 rating - Data Visualization: 5.0 rating #### Lowest rated features - Data Connectors: 5.0 rating - Data Management: 5.0 rating - Model Training: 5.0 rating - Data Capture and Transfer: 5.0 rating #### Feature-related review snippet Reviewer: Verified Reviewer Reviewer details: Entertainment, 51-200 employees Published: August 9, 2024 > "Easy and intuitive interface." ### Gallery tab Ease of use: 4.5 out of 5 (97 reviews) #### Related review snippet Reviewer: Amanda F. Reviewer details: Real Estate, 1-10 employees Published: December 22, 2025 > "With Snowflake, I have been able to make informed business decisions by collecting, modeling and visualizing data across a wide array of sources." ### Integrations tab Snowflake connects with 20+ software tools. [See all integrations](https://www.capterra.com/p/148267/Snowflake/#integrations) #### Most popular integrations - Tableau: 4.8 rating - Salesforce Platform: 4.4 rating - Matillion: 3.5 rating - Fivetran: 4.0 rating - Informatica Big Data: 4.1 rating - Dataiku: 4.6 rating #### Integrations-related review snippet Reviewer: Kyle A. Reviewer details: Computer Software, 1,001-5,000 employees Published: September 6, 2022 > "Easy to integrate with AWS pipelines." --- ## Kount Rating: 4.6 out of 5 (93 reviews) Profile: [Kount](https://www.capterra.com/p/226974/Kount/) Visible tabs: Overview, Features ### Overview tab #### What is this product about? Kount's advanced AI and Machine Learning deliver fraud prevention and enable personalized customer experiences for 9,000+ top brands. #### Rating breakdown - Ease of Use: 4.5 out of 5 - Customer Service: 4.7 out of 5 - Features: 4.5 out of 5 - Value for Money: 4.5 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $0.01 Pricing details: Per Month Free trial: No Free demo: No ### Features tab #### Most popular features - Predictive Analytics: Not available - Data Visualization: Not available - API: Available - Predictive Modeling: Available - Data Import/Export: Not available - Model Training: Available - Natural Language Processing: Not available - Collaboration Tools: Not available - Workflow Management: Available - ML Algorithm Library: Available - Activity Dashboard: Not available - Deep Learning: Available --- ## Workday Financial Management Rating: 4.4 out of 5 (88 reviews) Profile: [Workday Financial Management](https://www.capterra.com/p/66909/Workday-Financial-Management/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Workday Financial Management enables accounting to operate with greater productivity, superior insights, and adapt to changing needs. #### Rating breakdown - Ease of Use: 4.1 out of 5 - Customer Service: 4.3 out of 5 - Features: 4.4 out of 5 - Value for Money: 4.2 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $50.00 Pricing details: Per User, Per Month Free trial: No Free demo: No ### Features tab #### Most popular features - Predictive Analytics: Not available - Data Visualization: Available - API: Available - Predictive Modeling: Not available - Data Import/Export: Available - Model Training: Not available - Natural Language Processing: Not available - Collaboration Tools: Available - Workflow Management: Available - ML Algorithm Library: Not available - Activity Dashboard: Available - Deep Learning: Not available #### Feature-related review snippet Reviewer: Claudia L. Reviewer details: Computer Software, Self-employed Published: January 4, 2023 > "Workday Financial Management integrates seamlessly with other Workday products, such as HCM and PPM." ### Gallery tab Ease of use: 4.1 out of 5 (88 reviews) #### Related review snippet Reviewer: Amanda J. Reviewer details: Transportation/Trucking/Railroad, 5,001-10,000 employees Published: February 5, 2026 > "Lots of flexibility for custom rules/validations, lots of pre-built items available such as calculations and reports. Once you get the hang of your area and related cause/effect, becomes second nature on how to make related changes to align with your company's needs." ### Integrations tab Workday Financial Management connects with 1+ software tools. [See all integrations](https://www.capterra.com/p/66909/Workday-Financial-Management/#integrations) #### Most popular integrations - Salesforce Platform: 4.0 rating #### Integrations-related review snippet Reviewer: Claudia L. Reviewer details: Computer Software, Self-employed Published: January 4, 2023 > "Workday Financial Management integrates seamlessly with other Workday products, such as HCM and PPM." --- ## Anaconda Rating: 4.6 out of 5 (86 reviews) Profile: [Anaconda](https://www.capterra.com/p/191760/Anaconda/) Visible tabs: Overview, Features, Gallery ### Overview tab #### What is this product about? Anaconda enables businesses to securely harness the power of the open-source data science and AI community. #### Rating breakdown - Ease of Use: 4.4 out of 5 - Customer Service: 4.0 out of 5 - Features: 4.7 out of 5 - Value for Money: 4.6 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: Not available Pricing details: Per Feature Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Predictive Modeling: 4.4 rating - Predictive Analytics: 4.2 rating - Model Training: 4.8 rating - Data Visualization: 4.2 rating #### Lowest rated features - Data Connectors: 3.0 rating - Data Extraction: 3.0 rating - API: 4.3 rating - ML Algorithm Library: 4.5 rating #### Feature-related review snippet Reviewer: Moustafa Medhat A. Reviewer details: Medical Devices, 10,001+ employees Published: February 1, 2022 > "I like the interface of Anaconda as it is so minimalistic and all options can be understood easily especially for beginners." ### Gallery tab Ease of use: 4.4 out of 5 (86 reviews) #### Related review snippet Reviewer: Aditya R. Reviewer details: Computer Networking, Self-employed Published: January 7, 2026 > "It has made data management much easier by providing a stable environment to work with large datasets and popular libraries without constant dependency issues." --- Page 1 of 7 ## Top-rated software of 2026 ### Fill out the form and we'll send a list of the top-rated software based on real user reviews directly to your inbox. Filter (281) Products: Sort By: Featured Partners * * * Plan Type Free Trial Popular 85% of professionals opt for a 30-day trial before the software purchase Other subsciption plans: Free Version Monthly Subscription Annual Subscription One-Time License Key Features All key features Popular We have selected the most important and critical features as defined by Capterra user reviews Activity Dashboard AI Copilot API Collaboration Tools Data Import/Export Data Visualization Deep Learning Generative AI ML Algorithm Library Model Training Natural Language Processing Predictive Analytics Predictive Modeling Workflow Management Deployment Cloud, SaaS, Web-Based Desktop Mac Desktop Windows Desktop Linux On-Premise Windows On-Premise Linux Desktop Chromebook Mobile Android Mobile iPhone Mobile iPad Related Software Category: [Artificial Intelligence Software](https://www.capterra.com/artificial-intelligence-software/)[Big Data Software](https://www.capterra.com/big-data-software/)[Deep Learning Software](https://www.capterra.com/deep-learning-software/)[Robotic Process Automation Software](https://www.capterra.com/robotic-process-automation-software/) I'm looking for Machine Learning Software that is: [Free](https://www.capterra.com/machine-learning-software/s/free/)