--- title: "Best Machine Learning Software 2026 | Capterra" description: "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_url: "https://www.capterra.com/machine-learning-software/" page_type: "category" language: "en" --- # 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 --- ## BigQuery Rating: 4.6 out of 5 (37 reviews) Profile: [BigQuery](https://www.capterra.com/p/268689/Google-Cloud-BigQuery/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? BigQuery is the autonomous data to AI platform, automating the entire data life cycle, from ingestion to AI-driven insights. #### Rating breakdown - Ease of Use: 4.4 out of 5 - Customer Service: 3.9 out of 5 - Features: 4.6 out of 5 - Value for Money: 4.2 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $0.01 Pricing details: Flat Rate, Per Month Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Data Connectors: 4.7 rating - Data Visualization: 5.0 rating - Multiple Data Sources: 5.0 rating #### Feature-related review snippet Reviewer: Rishikumar P. Reviewer details: Computer Software, Self-employed Published: February 1, 2023 > "The user interface is intuitive and easy to navigate, making it accessible for users of all skill levels." ### Gallery tab Ease of use: 4.4 out of 5 (37 reviews) #### Related review snippet Reviewer: Sudhakar P. Reviewer details: Banking, 5,001-10,000 employees Published: February 17, 2026 > "This database is integrated with mainframes using BQConhector tool and easy to load data from mainframe to bigquery" ### Integrations tab BigQuery connects with 27+ software tools. [See all integrations](https://www.capterra.com/p/268689/Google-Cloud-BigQuery/#integrations) #### Most popular integrations - Google Analytics 360: 4.8 rating - Google Ads: 4.4 rating - Google Data Studio: 4.3 rating - Looker: 4.5 rating - Remote: 4.3 rating - Built: 4.3 rating #### Integrations-related review snippet Reviewer: Sudhakar P. Reviewer details: Banking, 5,001-10,000 employees Published: February 17, 2026 > "This database is integrated with mainframes using BQConhector tool and easy to load data from mainframe to bigquery" --- ## Minitab Rating: 4.5 out of 5 (391 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 tools - Extensive tutorial and support resources Cons: - High cost and licensing barriers #### 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 (391 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." --- Connect with a Capterra advisor for a free 15-minute consultation Get a personalized software list aligned to your business needs with guidance from our expert advisors. ## SAS Viya Rating: 4.4 out of 5 (12 reviews) Profile: [SAS Viya](https://www.capterra.com/p/10004983/SAS-Viya/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? SAS Viya is a cloud-native AI and analytics platform that integrates data, builds models, and manages cloud infrastructure. #### Rating breakdown - Ease of Use: 4.1 out of 5 - Customer Service: 3.9 out of 5 - Features: 4.4 out of 5 - Value for Money: 3.7 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: Not available Free trial: Yes Free demo: No ### Features tab #### Highest rated features - Data Visualization: 4.7 rating - Predictive Analytics: 4.5 rating - Reporting & Statistics: 4.5 rating - Data Import/Export: 4.0 rating #### Lowest rated features - Multiple Data Sources: 4.0 rating - Configurable Workflow: 5.0 rating - Workflow Management: 5.0 rating ### Gallery tab Ease of use: 4.1 out of 5 (12 reviews) ### Integrations tab SAS Viya connects with 38+ software tools. [See all integrations](https://www.capterra.com/p/10004983/SAS-Viya/#integrations) #### Most popular integrations - Google Drive: 4.8 rating - OneDrive: 4.5 rating - Google Analytics 360: 4.7 rating - Twitter/X: 4.5 rating - YouTube: 4.7 rating - Facebook Business Suite: 4.3 rating - Azure Synapse Analytics: 4.3 rating - Red Hat Enterprise Linux: 4.6 rating - Databricks: 4.5 rating --- ## Google Cloud Rating: 4.7 out of 5 (2,326 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: - Slow and limited support options - Occasional lag and slowdowns #### 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 (2,326 reviews) #### Related review snippet Reviewer: Mike P. Reviewer details: Construction, 51-200 employees Published: July 7, 2026 > "It is built to seamlessly pipe documents from raw storage into intelligent data pipelines, converting unstructured paperwork into actionable business infrastructure" ### Integrations tab Google Cloud connects with 32+ 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 (2,098 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 database - Broad programming language compatibility Cons: - Performance limitations with scale - Frequent bugs and error handling challenges #### 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 (2,098 reviews) #### Related review snippet Reviewer: Nay Myo H. Reviewer details: Banking, 201-500 employees Published: November 6, 2024 > "MySQL is one of the most widely used databases, meaning there’s extensive documentation, community support, and established best practices that can assist in troubleshooting and optimization." ### 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: - Comprehensive free learning resources - Efficient automation of routine work Cons: - Stability and error handling concerns - Frequent and disruptive 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 (524 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 content delivery network - Comprehensive security and speed tools 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 (524 reviews) #### Related review snippet Reviewer: Kaynan S. Reviewer details: Computer Software, 51-200 employees Published: July 13, 2026 > "At NextDay AI, the combination of traffic protection, flexible security controls, caching, R2 storage and Pages helps us keep services fast and reliable while simplifying parts of our infrastructure." ### Integrations tab Cloudflare connects with 33+ 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 (507 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: - Advanced spatial analytics platform - Widely adopted industry standard Cons: - Frequent crashes and glitches - High cost and complex licensing #### 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 (507 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 (434 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 uptime and performance - Efficient cluster resource control Cons: - High and unpredictable costs - Sluggish and incomplete web interface #### 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 (434 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." --- ## Phrase Rating: 4.6 out of 5 (274 reviews) Profile: [Phrase](https://www.capterra.com/p/276186/Phrase/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Phrase empowers customers to automate, manage, translate, and integrate localization content at great speed, accuracy, and scale. #### Rating breakdown - Ease of Use: 4.6 out of 5 - Customer Service: 4.6 out of 5 - Features: 4.4 out of 5 - Value for Money: 4.3 out of 5 #### Pros and cons based on reviews Pros: - Intuitive and accessible design - Responsive and helpful assistance Cons: - Frequent QA and login problems #### Starting price Starting price: $27.00 Pricing details: Flat Rate, 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: Not available - Data Import/Export: Not 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: Thiago P. Reviewer details: Translation and Localization, 51-200 employees Published: July 14, 2022 > "The layout is quite intuitive and the TBs are well integrated." ### Gallery tab Ease of use: 4.6 out of 5 (274 reviews) #### Related review snippet Reviewer: Vivien L. Reviewer details: Translation and Localization, Self-employed Published: October 5, 2025 > "I have used phrase for two different clients, at this point I will definitely say it’s my favorite platform to work on when it comes to translation." ### Integrations tab Phrase connects with 20+ software tools. [See all integrations](https://www.capterra.com/p/276186/Phrase/#integrations) #### Most popular integrations - WordPress: 5.0 rating - GitHub: 4.8 rating - HubSpot CRM: 4.5 rating - Bitbucket: 4.6 rating - GitLab: 4.6 rating - Figma: 4.7 rating - Joomla: 4.2 rating - Drupal: 4.2 rating - Braze: 4.7 rating --- ## Docebo Rating: 4.4 out of 5 (240 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 (240 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 74+ 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 (175 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 (175 reviews) #### Related review snippet Reviewer: Isabelle D. Reviewer details: Accounting, 11-50 employees Published: April 1, 2026 > "The platform allows me to easily take photographs of invoices, receipts and import email documents." ### Integrations tab Dext connects with 23+ 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" --- ## DigitalOcean Rating: 4.6 out of 5 (159 reviews) Profile: [DigitalOcean](https://www.capterra.com/p/205055/DigitalOcean/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Cloud-based platform offering compute, storage, databases, networking, and AI inference tools for developers and growing businesses. #### Rating breakdown - Ease of Use: 4.6 out of 5 - Customer Service: 4.3 out of 5 - Features: 4.6 out of 5 - Value for Money: 4.5 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: $4.00 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: Not available - Natural Language Processing: Not available - Collaboration Tools: Available - Workflow Management: Not available - ML Algorithm Library: Not available - Activity Dashboard: Not available - Deep Learning: Not available #### Feature-related review snippet Reviewer: James T. Reviewer details: Information Technology and Services, 1-10 employees Published: September 10, 2025 > "Overall a great experience. haven't have down time and the interface is simple and easy to use without searching for things" ### Gallery tab Ease of use: 4.6 out of 5 (159 reviews) #### Related review snippet Reviewer: Saad K. Reviewer details: Higher Education, 10,001+ employees Published: June 6, 2025 > "Seamless hosting of my website that was scalable on the go with convenient pricing strategy that fits budget for small ventures to enterprise level." ### Integrations tab DigitalOcean connects with 15+ software tools. [See all integrations](https://www.capterra.com/p/205055/DigitalOcean/#integrations) #### Most popular integrations - WordPress: 4.8 rating - Brevo Marketing Platform: 4.6 rating - MySQL: 4.6 rating - Microsoft SQL Server: 4.6 rating - Docker: 5.0 rating - Git: 4.8 rating #### Integrations-related review snippet Reviewer: James F. Reviewer details: Information Technology and Services, Self-employed Published: January 23, 2024 > "I originally went with DigitalOcean because it integrated well with SpinupWP." --- ## ServiceNow Customer Service Management Rating: 4.4 out of 5 (153 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 tracking system - Robust customer service platform Cons: - Frequent slowdowns and lag #### 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 (153 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 36+ software tools. [See all integrations](https://www.capterra.com/p/158740/Mixpanel/#integrations) #### Most popular integrations - Zendesk Suite: 4.4 rating - Microsoft Azure: 4.6 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 (107 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: 4.3 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 #### Feature-related review snippet Reviewer: Gerardo C. Reviewer details: Marketing and Advertising, 51-200 employees Published: July 25, 2026 > "The new version is very efficient, Overall, it is very good software." ### Gallery tab Ease of use: 4.5 out of 5 (107 reviews) #### Related review snippet Reviewer: Rolands B. Reviewer details: Financial Services, 1,001-5,000 employees Published: July 26, 2026 > "Additional feature, that is especially important for my line of work is monitoring and risk management, as those features can prevent data incidents or potential fraudulent activities." ### 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: 4.4 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." --- ## Alteryx Designer Rating: 4.8 out of 5 (102 reviews) Profile: [Alteryx Designer](https://www.capterra.com/p/145696/Alteryx-Designer/) Visible tabs: Overview, Features, Gallery, Integrations ### Overview tab #### What is this product about? Alteryx unifies analytics, data science and process automation in one, end-to-end platform to accelerate digital transformation. #### Rating breakdown - Ease of Use: 4.5 out of 5 - Customer Service: 4.4 out of 5 - Features: 4.7 out of 5 - Value for Money: 4.1 out of 5 #### Pros and cons based on reviews Not available #### Starting price Starting price: Not available 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: Available - Data Import/Export: Available - Model Training: Not available - Natural Language Processing: Not available - Collaboration Tools: Available - Workflow Management: Not available - ML Algorithm Library: Not available - Activity Dashboard: Not available - Deep Learning: Not available #### Feature-related review snippet Reviewer: Sathishkumar U. Reviewer details: Automotive, 10,001+ employees Published: July 29, 2024 > "With its user-friendly drag-and-drop interface and extensive library of tools, I can automate repetitive tasks and handle intricate data transformations effortlessly." ### Gallery tab Ease of use: 4.5 out of 5 (102 reviews) #### Related review snippet Reviewer: Sathishkumar U. Reviewer details: Automotive, 10,001+ employees Published: July 29, 2024 > "Alteryx excels in seamlessly managing large datasets, enabling me to process and analyze vast amounts of data within seconds, a task that was once cumbersome and time-consuming." ### Integrations tab Alteryx Designer connects with 4+ software tools. [See all integrations](https://www.capterra.com/p/145696/Alteryx-Designer/#integrations) #### Most popular integrations - Tableau: 5.0 rating - Microsoft Azure: 5.0 rating - UiPath: 4.6 rating - Adobe Analytics: 4.5 rating --- ## 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." --- 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 (294) 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/)