--- title: "Best Machine Learning Software for Small Businesses 2026 | Capterra" description: "Find and compare the 2026 best Machine Learning software for small businesses, using our interactive tool to quickly narrow your choices based on businesses like yours." source_url: "https://www.capterra.com/machine-learning-software/s/small-businesses/" page_type: "subcategory" language: "en" --- # Best Machine Learning Software for small business ## Top 7 ranked by small-business reviewer ratings ### Ranked small business Machine Learning products | Rank | Product | Rating | Key attribute | Starting price | Key features | | --- | --- | --- | --- | --- | --- | | 1 | [Rayven](https://www.capterra.com/p/173908/Rayven-Industrial-business-intelligence/) | 5.0 out of 5 (13 category reviews) | Highly rated for Ease of Setup | $50.00 Per Month | API, Collaboration Tools, Data Import/Export, Data Visualization, Model Training, Natural Language Processing, Predictive Analytics, Predictive Modeling, Workflow Management | | 2 | [Google Cloud](https://www.capterra.com/p/268690/Google-Cloud-Platform/) | 4.7 out of 5 (31 category reviews) | Highly rated for Functionality | Contact vendor | API, Collaboration Tools, Data Import/Export, Data Visualization, Model Training, Natural Language Processing, Predictive Analytics, Workflow Management | | 3 | [AeroMegh](https://www.capterra.com/p/10002374/AeroMegh/) | 4.8 out of 5 (39 category reviews) | Highly rated for Value for Money | $199.00 Usage Based, Per Month | Data Visualization | | 4 | [TensorFlow](https://www.capterra.com/p/170397/TensorFlow/) | 4.7 out of 5 (14 category reviews) | Highly rated for Functionality | Contact vendor | API, Model Training, Natural Language Processing, Predictive Modeling, Workflow Management | | 5 | [MySQL](https://www.capterra.com/p/11482/MySQL/) | 4.6 out of 5 (17 category reviews) | Highly rated for Ease of Setup | $2000.00 Per User, Per Year | API, Collaboration Tools, Data Import/Export, Data Visualization, Model Training, Predictive Analytics, Predictive Modeling, Workflow Management | | 6 | [Anaconda](https://www.capterra.com/p/191760/Anaconda/) | 4.6 out of 5 (54 category reviews) | Highly rated for Value for Money | Contact vendor | API, Collaboration Tools, Data Import/Export, Data Visualization, Model Training, Natural Language Processing, Predictive Analytics, Predictive Modeling | | 7 | [Clickworker](https://www.capterra.com/p/175432/Clickworker/) | 4.2 out of 5 (19 category reviews) | Highly rated for Quality of Support | Contact vendor | API, Data Import/Export, Data Visualization, Model Training, Natural Language Processing, Predictive Analytics | For the complete directory, see [the full product list](#full-product-list). --- ## See top 7 product details ### 1. [Rayven](https://www.capterra.com/p/173908/Rayven-Industrial-business-intelligence/) Rating: 5.0 out of 5 (13 category reviews) Key attribute: Highly rated for Ease of Setup Starting price: $50.00 Per Month Free trial: Available Free version: Available #### Features reviewers most value - API - Collaboration Tools - Data Import/Export - Data Visualization - Model Training - Natural Language Processing - Predictive Analytics - Predictive Modeling - Workflow Management --- ### 2. [Google Cloud](https://www.capterra.com/p/268690/Google-Cloud-Platform/) Rating: 4.7 out of 5 (31 category reviews) Key attribute: Highly rated for Functionality Starting price: Contact vendor Free trial: Available Free version: Available #### Features reviewers most value - API - Collaboration Tools - Data Import/Export - Data Visualization - Model Training - Natural Language Processing - Predictive Analytics - Workflow Management #### Pros based on reviews - Comprehensive data management platform - Seamless multi-device accessibility #### Cons based on reviews - Slow and limited support options - Occasional lag and slowdowns --- ### 3. [AeroMegh](https://www.capterra.com/p/10002374/AeroMegh/) Rating: 4.8 out of 5 (39 category reviews) Key attribute: Highly rated for Value for Money Starting price: $199.00 Usage Based, Per Month Free trial: Available Free version: Available #### Features reviewers most value - Data Visualization --- ### 4. [TensorFlow](https://www.capterra.com/p/170397/TensorFlow/) Rating: 4.7 out of 5 (14 category reviews) Key attribute: Highly rated for Functionality Starting price: Contact vendor Free trial: Not available Free version: Not available #### Features reviewers most value - API - Model Training - Natural Language Processing - Predictive Modeling - Workflow Management --- ### 5. [MySQL](https://www.capterra.com/p/11482/MySQL/) Rating: 4.6 out of 5 (17 category reviews) Key attribute: Highly rated for Ease of Setup Starting price: $2000.00 Per User, Per Year Free trial: Available Free version: Available #### Features reviewers most value - API - Collaboration Tools - Data Import/Export - Data Visualization - Model Training - Predictive Analytics - Predictive Modeling - Workflow Management #### Pros based on reviews - Cost-effective open source database - Broad programming language compatibility #### Cons based on reviews - Performance limitations with scale - Frequent bugs and error handling challenges --- ### 6. [Anaconda](https://www.capterra.com/p/191760/Anaconda/) Rating: 4.6 out of 5 (54 category reviews) Key attribute: Highly rated for Value for Money Starting price: Contact vendor Free trial: Available Free version: Available #### Features reviewers most value - API - Collaboration Tools - Data Import/Export - Data Visualization - Model Training - Natural Language Processing - Predictive Analytics - Predictive Modeling --- ### 7. [Clickworker](https://www.capterra.com/p/175432/Clickworker/) Rating: 4.2 out of 5 (19 category reviews) Key attribute: Highly rated for Quality of Support Starting price: Contact vendor Free trial: Available Free version: Available #### Features reviewers most value - API - Data Import/Export - Data Visualization - Model Training - Natural Language Processing - Predictive Analytics --- ## All machine learning software for small businesses 0.0 (0) Use AI to classify images and text in just minutes. [Learn more about Nyckel](https://www.capterra.com/p/10016578/Nyckel/) Machine Learning features reviewers most value API Collaboration Tools Data Import/Export Data Visualization Model Training Natural Language Processing Predictive Analytics Predictive Modeling Workflow Management [4.5 (391)](https://www.capterra.com/p/109731/Minitab-Statistical-Software/reviews/) Statistical software for data analysis, quality improvement, predictive analytics, and process optimization. [Learn more about Minitab](https://www.capterra.com/p/109731/Minitab-Statistical-Software/) Machine Learning features reviewers most value API Collaboration Tools Data Import/Export Data Visualization Model Training Natural Language Processing Predictive Analytics Predictive Modeling Workflow Management [4.6 (37)](https://www.capterra.com/p/268689/Google-Cloud-BigQuery/reviews/) BigQuery is the autonomous data to AI platform, automating the entire data life cycle, from ingestion to AI-driven insights. [Learn more about BigQuery](https://www.capterra.com/p/268689/Google-Cloud-BigQuery/) Machine Learning features reviewers most value API Collaboration Tools Data Import/Export Data Visualization Model Training Natural Language Processing Predictive Analytics Predictive Modeling Workflow Management 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. [## Google Cloud](https://www.capterra.com/p/268690/Google-Cloud-Platform/) [4.7 (2331)](https://www.capterra.com/p/268690/Google-Cloud-Platform/reviews/) Cloud-based service that allows users to create anything from swebsites to complex applications for businesses of all sizes. [Learn more about Google Cloud](https://www.capterra.com/p/268690/Google-Cloud-Platform/) Machine Learning features reviewers most value API Collaboration Tools Data Import/Export Data Visualization Model Training Natural Language Processing Predictive Analytics Predictive Modeling Workflow Management 82% recommend this product [## MySQL](https://www.capterra.com/p/11482/MySQL/) [4.6 (2099)](https://www.capterra.com/p/11482/MySQL/reviews/) Meet the database challenges of next gen web, cloud, & communications services with uncompromising scalability, uptime and scalability [Learn more about MySQL](https://www.capterra.com/p/11482/MySQL/) Machine Learning features reviewers most value API Collaboration Tools Data Import/Export Data Visualization Model Training Natural Language Processing Predictive Analytics Predictive Modeling Workflow Management 86% recommend this product [## UiPath](https://www.capterra.com/p/135186/UiPath-Robotic-Process-Automation/) [4.6 (723)](https://www.capterra.com/p/135186/UiPath-Robotic-Process-Automation/reviews/) UiPath caters to companies from all industries wanting to easily automate their web, SAP and Citrix-based business processes. [Learn more about UiPath](https://www.capterra.com/p/135186/UiPath-Robotic-Process-Automation/) Machine Learning features reviewers most value API Collaboration Tools Data Import/Export Data Visualization Model Training Natural Language Processing Predictive Analytics Predictive Modeling Workflow Management 92% recommend this product [## Cloudflare](https://www.capterra.com/p/155191/Cloudflare/) [4.7 (528)](https://www.capterra.com/p/155191/Cloudflare/reviews/) Cloudflare is a web performance and security company on a mission to build a better Internet. [Learn more about Cloudflare](https://www.capterra.com/p/155191/Cloudflare/) Machine Learning features reviewers most value API Collaboration Tools Data Import/Export Data Visualization Model Training Natural Language Processing Predictive Analytics Predictive Modeling Workflow Management 88% recommend this product [## ArcGIS](https://www.capterra.com/p/93333/ArcGIS/) [4.6 (507)](https://www.capterra.com/p/93333/ArcGIS/reviews/) Web, on-prem and mobile solutions to help businesses with mapping, data management, predictive modeling, geocoding and more. [Learn more about ArcGIS](https://www.capterra.com/p/93333/ArcGIS/) Machine Learning features reviewers most value API Collaboration Tools Data Import/Export Data Visualization Model Training Natural Language Processing Predictive Analytics Predictive Modeling Workflow Management [## HeyGen](https://www.capterra.com/p/10015133/HeyGen/) [4.7 (319)](https://www.capterra.com/p/10015133/HeyGen/reviews/) Cloud-based AI video creation tool that generates videos from text using AI avatars, voice synthesis, translation, and lip-sync. [Learn more about HeyGen](https://www.capterra.com/p/10015133/HeyGen/) Machine Learning features reviewers most value API Collaboration Tools Data Import/Export Data Visualization Model Training Natural Language Processing Predictive Analytics Predictive Modeling Workflow Management 94% recommend this product [## Splunk Enterprise](https://www.capterra.com/p/94317/Splunk/) [4.6 (267)](https://www.capterra.com/p/94317/Splunk/reviews/) Get actionable insights with Splunk’s powerful dashboards and end-to-end visibility from edge to cloud—powered by Splunk AI. [Learn more about Splunk Enterprise](https://www.capterra.com/p/94317/Splunk/) Machine Learning features reviewers most value API Collaboration Tools Data Import/Export Data Visualization Model Training Natural Language Processing Predictive Analytics Predictive Modeling Workflow Management 85% recommend this product ## 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 (231) 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/)