--- title: "Best Machine Learning Software - 2026 Reviews & Pricing" description: "Find the best Machine Learning Software for your organization. Compare top Machine Learning Software systems with customer reviews, pricing, and free demos." source_url: "https://www.softwareadvice.com/machine-learning/" page_type: "category" language: "en" --- [Home](https://www.softwareadvice.com/) / Machine Learning Software Software Advice offers objective insights based on verified user reviews and independent product and market research. When our advisors match you to a software provider, we may earn a referral fee. # Best Machine Learning Software of 2026 Updated October 5, 2026 On this page 1. FrontRunners 2. Popular Comparisons 3. Related Software Filter products 492 results ### Compare Products Showing 1 - 25 of 492 products #### Company Size - Self-Employed - 2-10 - 11-50 - 51-200 - 201-500 - 501-1000 - 1000+ #### Pricing Options - $$$$$ - $$$$$ - $$$$$ - $$$$$ - $$$$$ ### Compare Products Sort by **Recommendations**: Sorts listings by the number of recommendations our advisors have made over the past 30 days. Our advisors assess buyers’ needs for free and only recommend products that meet buyers’ needs. Vendors pay Software Advice for these referrals. **Reviews**: Sorts listings by the number of user reviews we have published, greatest to least. **Average Rating**: Sorts listings by overall star rating based on user reviews, highest to lowest. **Alphabetically (A-Z)**: Sorts listings by product name from A to Z. ### Product: Admin By Request [Admin By Request](https://www.softwareadvice.com/remote-support/admin-by-request-profile/) 4.87 [(69)](https://www.softwareadvice.com/remote-support/admin-by-request-profile/reviews/) ### Pricing availability Starting price: Price not available Free trial: Not available Free demo: Not available Free version: Available Software Advice Summary Admin By Request is a cybersecurity solution designed to make comprehensive security simple. Our main goal is to enable enterprises to lock down administrative privileges across all endpoints by revoking local admin rights - while still providing means for end users to gain elevated privileges when they need it. Once local admin rights are removed based on user or group, end users are still able to gain elevated privileges when they need it via the self-service endpoint application. Privileges can be elevated per app (single app elevation), or for a set period of time (session elevation). All elevated activity undertaken by the user while they have elevated privileges is logged in the Admin By Request Auditlog, which can be accessed via a user-friendly online Admin Portal. Also accessible from the Admin Portal is a full hardware and software Inventory, customizable reports, features such as Break Glass (a LAPS-replacement feature for creating emergency local admin accounts), Device Owner, and Clean Up Local Admins, as well as all Settings and Sub-Settings, which allow organizations to create granular access control rules to tailor the software to their specific needs. File downloads are scanned by over 35 anti-malware engines which comprise OPSWAT's MetaDefender Cloud API, and flagged if malware is detected. Integration with ServiceNow, Slack, Teams, Intune, SIEM tools, and a number of other popular software, make adoption of Admin By Request effortless for end users and administrators. End users can remain productive, Help Desk personnel can focus on more important tasks, and company compliance requirements can be met with a single security tool.... [Read more](https://www.softwareadvice.com/remote-support/admin-by-request-profile/) ### Best rated features: User Provisioning 5.0 Audit Trail 5.0 Data Verification 5.0 Secure Login 5.0 [See all features](https://www.softwareadvice.com/remote-support/admin-by-request-profile/#key-features) --- ### Product: OriginPro [OriginPro](https://www.softwareadvice.com/statistical-analysis/originpro-profile/) 4.77 [(197)](https://www.softwareadvice.com/statistical-analysis/originpro-profile/reviews/) Best for:Data Visualization ### Pricing availability Starting price: Price not available Free trial: Available Free demo: Not available Free version: Not available Software Advice Summary OriginPro is a cloud-based data analysis and graphing solution, which assists academic institutions, government organizations, non-profits or businesses with data exploration and provides tools for peak fitting, surface fitting, statistics and signal processing. Features include batch processing, peak analysis, project management and surface integration and cluster gadget. The application enables engineers to perform various non-parametric tests such as sign test, Mood's Median test, Kruskal-Wallis ANOVA, Mann-Whitney test and more. Users can create custom graphs of multiple types including piper diagram, means plot, heatmap, correlation plot and image stack profile and save them as templates for future use. Using OriginPro, professionals can perform mathematical operations, interpolation/extrapolation, area calculation, and differentiation and integration. Engineers can also perform multivariate analysis using K-means cluster, hierarchical cluster, discriminant analysis and partial least square tools. OriginPro offers individual or group licensing options for various sectors and extends support via email, call, chat and documentation.... [Read more](https://www.softwareadvice.com/statistical-analysis/originpro-profile/) ### Best rated features: Data Management 5.0 Dashboard 5.0 Time Series Analysis 5.0 Regression Analysis 4.9 ### Worst rated features: Neural Network Modeling 3.0 Data Transformation 3.0 File Storage 3.5 API 4.0 [See all features](https://www.softwareadvice.com/statistical-analysis/originpro-profile/#key-features) ### Basic Custom Pricing available upon request [See full pricing details](https://www.softwareadvice.com/statistical-analysis/originpro-profile/#pricing-and-plans) --- ### Product: Rayven [Rayven](https://www.softwareadvice.com/iot/rayven-profile/) 5.0 [(24)](https://www.softwareadvice.com/iot/rayven-profile/) ### Pricing availability Starting price: $0.00/month Free trial: Available Free demo: Not available Free version: Available Software Advice Summary The problem Most organisations face the same challenge: fragmented systems, siloed data + AI projects that never ship because the data underneath them is not ready. Off-the-shelf tools don't fit. Custom development takes too long. Internal builds drain resources. The result is technology sprawl - and mounting pressure to show results from AI investments that have yet to deliver. What Rayven does Rayven is operational software for an AI-powered world. The Rayven Platform delivers an AI data fabric across five unified layers - connecting every system a business runs, processing data in real time, executing AI and automation, and surfacing results through custom applications and interfaces. All on existing infrastructure, without replacing it. What the platform delivers - Integration: Connect IT, OT, IoT, files, APIs, and data streams bidirectionally in real time. 600+ pre-built connectors plus a custom builder for anything not covered. - Unified data: Real-time processing, storage, ETL, and AI-ready data structuring. One live, governed single source of truth. - Execution: Workflow automation, predictive analytics + agentic AI on live operational data. MCP server connectivity for models such as Claude and GPT. - Presentation: Custom apps, dashboards, mobile apps, portals, forms, and conversational AI interfaces - built and hosted in the same platform. - Security + governance: Enterprise-grade access control, encryption, audit logging, data residency, and multi-tenant architecture. Built in from day one. Key capabilities - 600+ pre-built connectors. - 10 native AI capabilities. - 240+ deployments live. - 66% faster than traditional development. - 2-12 weeks to a working solution (Done-For-You). - 5/5 rating across 140+ reviews. Who it's for Rayven serves SMEs, enterprises + government organisations across 24+ industries - manufacturing, resources, energy, utilities, infrastructure, logistics, financial services, health, retail, and more. From growth-stage businesses building their first operational platform to global enterprises unifying complex multi-site operations. What customers build - Custom operational applications and management portals. - AI agents and agentic automation workflows. - Predictive analytics and machine learning tools. - Real-time dashboards and field data capture apps. - Unified data pipelines and integration infrastructure. - White-labelled software products for the partner channel. Delivery models - DIY: Build independently using Rayven's visual builders. Full platform access with training, documentation + support. - Done-For-You: Rayven's Australia-based team handles everything - discovery, design, build, testing, and deployment. Fixed scope. Fixed price. 2-12 weeks to a working solution. - Hybrid: Rayven builds the foundation; the customer's team takes increasing ownership over time with full knowledge transfer and ongoing support. White-label deployment is available across all three models. Partners can deliver under their own brand with full Rayven capability behind it.... [Read more](https://www.softwareadvice.com/iot/rayven-profile/) ### Best rated features: Widgets 5.0 Scheduled/Automated Reports 5.0 Performance Monitoring 5.0 No-Code 5.0 [See all features](https://www.softwareadvice.com/iot/rayven-profile/#key-features) ### Curious $0.00/month ### Build $50.00/month ### Deploy $500.00/month [See full pricing details](https://www.softwareadvice.com/iot/rayven-profile/#pricing-and-plans) --- ### Product: Cloudflare [Cloudflare](https://www.softwareadvice.com/cybersecurity/cloudflare-profile/) 4.72 [(528)](https://www.softwareadvice.com/cybersecurity/cloudflare-profile/reviews/) Best for:DDoS Protection ### Pricing availability Starting price: $20.00/month Free trial: Not available Free demo: Not available Free version: Available Software Advice Summary Cloudflare is a cloud-based web performance and security tool, which helps firms in the public and private sectors with protection and speed acceleration of websites applications and other internet services against hackers. Designed for businesses of all sizes, the platform provides solutions for professional websites, portfolios, blogs, small to midsize e-commerce companies, and businesses requiring enterprise-grade security and network performance. Cloudflare’s comprises mainly of a Content Delivery Network (CDN), which helps boost performance of internet applications and mobile experiences. Internet properties provided by software routes all traffic through its secure global network enabling improved customer engagement. Other services include SQL injection protection, web application firewall, load balancing, Argo smart routing, local storage caching, rocket loader and cross-site scripting. Cloudflare uses Domain Name System Security Extensions (DNSSEC), which ensures the link between website information and web server. Software comes with free version for individuals and monthly subscriptions for professionals.... [Read more](https://www.softwareadvice.com/cybersecurity/cloudflare-profile/) ### What users love - Flexible and generous pricing - Website performance and management - Robust website security features ### To take in mind - Complex and cluttered dashboard - Slow and limited support options ### Best rated features: DDoS Protection 4.9 Firewalls 4.8 Data Security 4.7 Web-Application Security 4.7 ### Worst rated features: Application Management 3.0 Global Network 4.0 Diagnostic Tools 4.0 [See all features](https://www.softwareadvice.com/cybersecurity/cloudflare-profile/#key-features) --- ### Product: Teramind [Teramind](https://www.softwareadvice.com/unified-endpoint-management/teramind-profile/) 4.68 [(107)](https://www.softwareadvice.com/unified-endpoint-management/teramind-profile/reviews/) Best for:Value for money ### Pricing availability Starting price: $14.00/year Free trial: Available Free demo: Not available Free version: Not available Software Advice Summary Teramind is a comprehensive workforce intelligence and insider risk management platform designed to help organizations protect sensitive data, detect threats, and optimize workforce performance, all from a single, unified solution. At its core, Teramind delivers Data Loss Prevention (DLP) capabilities that monitor and control how data moves across endpoints, email, cloud applications, and removable storage. Security teams can define content-aware policies using keywords, regular expressions, and data classifiers to detect and block unauthorized transfers in real time; preventing breaches before they happen. Teramind's User and Entity Behavior Analytics (UEBA) engine establishes behavioral baselines for every user and automatically surfaces anomalies that may indicate insider threats, compromised accounts, or policy violations. Alerts are triaged by risk score, reducing noise and helping teams focus on the incidents that matter most. The platform's User Activity Monitoring (UAM) module captures granular data across desktop applications, web browsers, email, file transfers, LLMs, and agentic AI workflows. Every session is logged with context; including session recordings, screenshots, keystroke logging, application usage, and network activity, creating a complete audit trail for investigations and compliance reporting. For security operations, Teramind supports Insider Threat Management (ITM) workflows with pre-built detection rules, case management tools, and forensic-ready evidence capture. HR and legal teams can conduct investigations independently without requiring IT involvement, while maintaining strict access controls and chain-of-custody documentation. Beyond security, Teramind's Productivity Monitoring and Workforce Analytics capabilities give operations and HR leaders visibility into how work gets done across remote, hybrid, and in-office teams. Managers can identify productivity patterns, optimize resource allocation, and support employee coaching with objective data. Teramind also addresses AI Governance requirements by extending monitoring to LLM interactions and AI tool usage; capturing inputs, outputs, and data shared with AI platforms to enforce acceptable use policies and reduce shadow AI risk. Flexible deployment options; cloud (SaaS), on-premise, and private cloud make Teramind suitable for regulated industries including financial services, healthcare, government, and legal sectors. The platform integrates with SIEM, SOAR, and HR systems via API and supports SSO, role-based access controls, and compliance frameworks including HIPAA, PCI-DSS, SOX, and GDPR. Teramind DLP comes with all the features available in Teramind UAM plus: automated data discovery and classification with built-in support for many sensitive data types for personal information, health and financial information (PII/PHI/PFI). Its optical character recognition (OCR) module can detect content in real-time even inside images and videos. With support for activities, scheduling, and content-based rules, the system is effective in preventing data leaks in a wide range of scenarios including conforming with regulations like GDPR, HIPAA, PCI DSS and more. The solution can either be hosted in the cloud, on-premise or private cloud such as Amazon Web Services (AWS) and Microsoft Azure.... [Read more](https://www.softwareadvice.com/unified-endpoint-management/teramind-profile/) ### Best rated features: Reporting/Analytics 5.0 Intellectual Property Protection 5.0 Monitoring 5.0 External Storage Device Blocking 5.0 ### Worst rated features: Project Time Tracking 1.0 Task Progress Tracking 2.0 User Management 3.0 [See all features](https://www.softwareadvice.com/unified-endpoint-management/teramind-profile/#key-features) ### Teramind Starter $14.00/year Best for basic productivity use cases & to identify risky users for investigation. Quick and easy screen recording and live view, websites and apps tracking.... [Read more](https://www.softwareadvice.com/unified-endpoint-management/teramind-profile/#pricing-and-plans) ### Teramind UAM $28.00/year Best for comprehensive productivity monitoring and security detection + investigation. User activity monitoring at its fullest: UBA, audit, forensics, policies and rules.... [Read more](https://www.softwareadvice.com/unified-endpoint-management/teramind-profile/#pricing-and-plans) ### Teramind DLP (Cloud) $32.00/year Best for comprehensive behavioral security detection & response, including automated actions AND multipurpose enterprise-grade capabilities within a single tool. Content-based data exfiltration prevention plus stellar activity monitoring for forensics.... [Read more](https://www.softwareadvice.com/unified-endpoint-management/teramind-profile/#pricing-and-plans) [See full pricing details](https://www.softwareadvice.com/unified-endpoint-management/teramind-profile/#pricing-and-plans) --- ### Product: Google Cloud [Google Cloud](https://www.softwareadvice.com/compliance/google-cloud-platform-profile/) 4.68 [(2331)](https://www.softwareadvice.com/compliance/google-cloud-platform-profile/reviews/) Best for:Mid-size businesses ### Pricing availability Starting price: Price not available Free trial: Available Free demo: Not available Free version: Available Software Advice Summary Google Cloud is a suite of cloud computing services that allows businesses to build, deploy, and scale applications. The platform caters to a wide range of industries, such as retail, financial services, healthcare, media, telecommunications, gaming, manufacturing, supply chain, government, education, and automotive. At the core of Google Cloud is its technology through which businesses can build, deploy apps, and analyze data. The platform offers Gemini 20 and Google Agentspace. This includes AI agents, AI-enabled search, and NotebookLM for enterprises. Vertex AI is the fully managed AI platform enhanced by Gemini. It provides access to multiple foundation models. This empowers organizations to build and scale generative AI applications. Contact Center AI also delivers virtual agents and conversational AI products like Speech-to-Text to enhance customer service. Google Cloud's infrastructure includes Compute Engine. The platform features Google Kubernetes Engine and Cloud Run for automatically deploying, scaling, and managing containers. Cloud SQL is a fully-managed database service for MySQL, PostgreSQL, and SQL Server. AlloyDB for PostgreSQL allows enterprises to scale workloads and build generative AI apps. Businesses can also leverage BigQuery for analytics at scale, and Looker, a platform for BI data applications and embedded analytics. Featuring G-Suite and GCP, Google Cloud provides a set of solutions provides secure storage options, integrated data analytics products and computation options. With its G-Suite platform, users can establish team chats and collaborate on projects through productivity tools like Google Docs, Hangouts, Calendar and Drive. Also, G-Suite provides customization options for Gmail accounts of users. GCP data centers all around the globe consist of physical assets which include computers, hard drives and other virtual machines that help streamline distribution of resources, which provides redundancy in case of any failure or latency reduction. Providing Global, regional and zonal resources, GCP has managed to bring people into a serverless environment which has eliminated the need for any infrastructure.The AppEngine on GCP helps scale the system to automatically provide the required resources.... [Read more](https://www.softwareadvice.com/compliance/google-cloud-platform-profile/) ### What users love - Scalable and reliable data storage - User-friendly interface and setup - Comprehensive security and permissions ### To take in mind - Complex and unpredictable pricing - Steep learning curve for beginners - Limited and slow customer support ### Best rated features: Pre-built Templates 5.0 Policy Management 5.0 Scheduling 5.0 Reminders 5.0 ### Worst rated features: Release Management 3.0 In-Database Processing 3.0 Testing/QA Management 3.0 Offline Access 3.0 [See all features](https://www.softwareadvice.com/compliance/google-cloud-platform-profile/#key-features) ### Free Custom Pricing available upon request New customers get $300 in free credits to fully explore and conduct an assessment of Google Cloud. Users won’t be charged until they upgrade.... [Read more](https://www.softwareadvice.com/compliance/google-cloud-platform-profile/#pricing-and-plans) ### Pay as You Go Custom Pricing available upon request [See full pricing details](https://www.softwareadvice.com/compliance/google-cloud-platform-profile/#pricing-and-plans) --- ### Product: Cheat Layer [Cheat Layer](https://www.softwareadvice.com/machine-learning/cheat-layer-profile/) 4.71 [(68)](https://www.softwareadvice.com/machine-learning/cheat-layer-profile/reviews/) ### Pricing availability Starting price: Price not available Free trial: Not available Free demo: Not available Free version: Not available Software Advice Summary Cheat Layer is an automation platform that enables users to build software automations without code. The platform caters to small businesses, startups, and enterprise companies across various industries that want to automate repetitive tasks to save time and money. The platform provides a no-code interface that allows users to build automations. Users have access to a custom machine learning model called Project Atlas that can detect patterns and propose automations. It also provides a library of pre-built automations that users can deploy instantly. Automations built on Cheat Layer can even be turned into commercial products to generate revenue. For those who need extra help, Cheat Layer provides access to automation consultants. The platform monitors all automations and provides performance metrics to ensure maximum uptime. Cheat Layer also regularly updates its software to enable new types of automations and enhance platform security. For business customers, custom service level agreements are available for dedicated support.... [Read more](https://www.softwareadvice.com/machine-learning/cheat-layer-profile/) ### Best rated features: Natural Language Processing 5.0 Trend Analysis 5.0 Workflow Management 5.0 API 5.0 ### Worst rated features: Document Management 3.9 [See all features](https://www.softwareadvice.com/machine-learning/cheat-layer-profile/#key-features) --- ### Product: Profet AI [Profet AI](https://www.softwareadvice.com/product/496389-Profet-AI/) 4.92 [(13)](https://www.softwareadvice.com/product/496389-Profet-AI/) ### Pricing availability Starting price: Price not available Free trial: Not available Free demo: Not available Free version: Not available --- ### Product: Lityx [Lityx](https://www.softwareadvice.com/artificial-intelligence/lityxiq-profile/) 5.0 [(10)](https://www.softwareadvice.com/artificial-intelligence/lityxiq-profile/) ### Pricing availability Starting price: $58,000.00/year Free trial: Available Free demo: Available Free version: Available Software Advice Summary LityxIQ is a cloud-based advanced analytics platform for organizations of all sizes. It is an automated machine learning platform, which automates reporting, modeling, and optimization. This solution helps organizations scale their data science capabilities to improve business results. Key features include data preparation, reporting and BI, modeling and scoring, and constrained optimization. Built by data scientists, LityxIQ stands apart from the competition by including a powerful blend of capabilities that cover the full analytics spectrum. Easy to implement and surprisingly affordable, LityxIQ works seamlessly with the tools you already have, integrating easily with other systems, source data platforms, data lakes and data warehouses, as well as the leading visualization tools, such as Tableau and PowerBI. The platform allows users to import, clean, manage, manipulate and blend data to provide analysis represented via charts, tables and dashboards. Using LityxIQ, data can be imported through a file manager within the platform or from File Transfer Protocol with SSL Security (FTPS) sites. LityxIQ offers various tools for data modeling such as a prediction tool for data building and scoring. The solution provides recency, frequency, and monetary statistics to give context to customer behavior. LityxIQ is hosted in SAS-70 certified data centers. Services are offered on a subscription basis with license periods ranging from three months to multiple years. Our expert data science support gets you started and keeps you going with our dedicated Customer Success approach. Learn more and schedule a demo today at www.lityx.com... [Read more](https://www.softwareadvice.com/artificial-intelligence/lityxiq-profile/) ### Best rated features: Predictive Analytics 4.9 Multivariate Analysis 4.8 Performance Metrics 4.8 Machine Learning 4.8 ### Worst rated features: Data Visualization 3.3 [See all features](https://www.softwareadvice.com/artificial-intelligence/lityxiq-profile/#key-features) ### Basic $58,000.00/year [See full pricing details](https://www.softwareadvice.com/artificial-intelligence/lityxiq-profile/#pricing-and-plans) --- ### Product: Snowflake [Snowflake](https://www.softwareadvice.com/database-monitoring/snowflake-profile/) 4.66 [(97)](https://www.softwareadvice.com/database-monitoring/snowflake-profile/reviews/) ### Pricing availability Starting price: $23.00/month Free trial: Available Free demo: Not available Free version: Not available Software Advice Summary Snowflake is a data cloud platform for technology professionals and businesses in various industries, including financial services, government, education, healthcare, advertising, and others. It can help businesses unify, integrate, share, and analyze data and provide a seamless experience for their teams. Snowflake can support multiple public clouds, regardless of location, and can scale to any volume of data and number of users. Mobile apps are available for iOS and Android devices for on-the-go access. Snowflake supports many data workloads such as data warehousing, data engineering, data-intensive app development, and more. To simplify data exchange within a business ecosystem, the platform provides real-time access without the need for copying or moving data sets. Additionally, Snowflake includes built-in security features including data masking, end-to-end encryption, vulnerability reporting, plus others. Pricing is based on the volume of data stored on Snowflake. Support is available via an online knowledge community, documentation, and other resources.... [Read more](https://www.softwareadvice.com/database-monitoring/snowflake-profile/) ### Best rated features: ML Algorithm Library 5.0 Model Training 5.0 Compliance Management 5.0 Data Security 5.0 [See all features](https://www.softwareadvice.com/database-monitoring/snowflake-profile/#key-features) ### Basic $23.00/month [See full pricing details](https://www.softwareadvice.com/database-monitoring/snowflake-profile/#pricing-and-plans) --- ### Product: Cauliflower [Cauliflower](https://www.softwareadvice.com/qualitative-data-analysis/cauliflower-profile/) 4.92 [(12)](https://www.softwareadvice.com/qualitative-data-analysis/cauliflower-profile/reviews/) ### Pricing availability Starting price: €100.00/month Free trial: Available Free demo: Not available Free version: Not available Software Advice Summary Cauliflower is an AI-native insights platform built for market research teams and insights agencies. It brings survey data preparation, quantitative analysis, open-ended text analytics, dashboards, AI-supported exploration, and PowerPoint reporting into one connected workflow, reducing the need to move between SPSS, Excel, separate text analytics tools, BI dashboards, and presentation software. After importing SPSS or CSV files, the platform interprets the dataset semantically. It detects question types such as single choice, multiple choice, open-ended questions, scales, and matrix batteries; identifies demographic and weighting variables; generates item labels and question texts; and organizes the study into logical sections, keeping the underlying dataset intact. For open-ended responses, Cauliflower codes verbatims automatically with a proprietary in-house clustering model, with sentiment analysis, AI-generated summaries, editable codebooks, and support for bring-your-own codebooks. A flexible knowledge layer sits on top of the raw data, so teams can adapt aspects, aspect categories, labels, and interpretation structures without changing the original dataset. For quantitative research, the platform supports cross-tabulation, table books, weighting, automatic base and sample handling, significance testing, and driver analysis. Dashboards offer classic chart types and research-specific visualizations for NPS, tracking studies, brand performance, comparisons, and trend analysis. Flexible filters, preconfigured filter options, variants, and smart search support exploration across questions, segments, markets, brands, and waves. A built-in AI Agent answers questions in natural language, generates charts and dashboard views, and helps refine titles, comments, and summaries. Results can be exported as native PowerPoint charts using a customer's own master template, as well as CSV, Excel, PNG, and PDF files. Cauliflower is EU-hosted and built for GDPR-compliant workflows, with enterprise options such as SSO, on-premise deployment, private cloud, and bring-your-own LLM credentials. Core European languages are supported, with additional languages available on request. Pricing is seat-based and includes AI credits, with a text analytics plan from EUR 19 per seat per month and full platform plans from EUR 49 per seat per month. Viewer licenses are free, and a 14-day free trial is available. Founded in 2019 in Hamburg, Germany, Cauliflower serves enterprises and research agencies across Europe.... [Read more](https://www.softwareadvice.com/qualitative-data-analysis/cauliflower-profile/) ### Best rated features: Categorization/Grouping 5.0 Quantitative Analysis 5.0 Natural Language Processing 5.0 Predictive Analytics 5.0 ### Worst rated features: Data Visualization 4.0 [See all features](https://www.softwareadvice.com/qualitative-data-analysis/cauliflower-profile/#key-features) ### Single User €100.00/month 1 user ### Team €150.00/month from 50€/month per seat, ideal for collaborative teams (minimum 3 users) ### Enterprise Custom Pricing available upon request Tailored for larger organizations with advanced needs. From 10 Users. [See full pricing details](https://www.softwareadvice.com/qualitative-data-analysis/cauliflower-profile/#pricing-and-plans) --- ### Product: Moveo.AI [Moveo.AI](https://www.softwareadvice.com/customer-communications-mngt/moveo-ai-profile/) 5.0 [(9)](https://www.softwareadvice.com/customer-communications-mngt/moveo-ai-profile/) ### Pricing availability Starting price: $0.00/month Free trial: Available Free demo: Not available Free version: Available Software Advice Summary Moveo.AI revolutionizes customer experiences through cutting-edge conversational AI agents. Our enterprise-grade platform, driven by generative AI and proprietary Large Language Models (LLMs), redefines data processing, enabling the automation of a wide array of business processes. At the core of Moveo's capabilities are our proprietary LLMs, ensuring unparalleled data security and reliability. Hosted privately, these LLMs are finely tuned specifically for business conversations, surpassing third-party models like GPT-4. With an impressive 99% uptime, Moveo.AI guarantees uninterrupted and secure interactions, prioritizing the confidentiality of your data. Supporting 21 languages, the platform facilitates human-like conversations globally. The NLP chatbots excel in accurately predicting intents, identifying inaccuracies, and delivering hyper-personalized experiences. The platform's self-learning capabilities are powered by deep learning algorithms, continuously improving by leveraging insights from past interactions. Moveo's virtual agents optimize intent recognition, propose new intents through training phrases, and fine-tune performance using data from existing sources, ensuring ongoing enhancement in addressing customer needs.... [Read more](https://www.softwareadvice.com/customer-communications-mngt/moveo-ai-profile/) ### Best rated features: For No-Code Development 5.0 Natural Language Processing 5.0 Feedback Management 5.0 Multi-Channel Communication 5.0 [See all features](https://www.softwareadvice.com/customer-communications-mngt/moveo-ai-profile/#key-features) ### Free Trial $0.00/month [See full pricing details](https://www.softwareadvice.com/customer-communications-mngt/moveo-ai-profile/#pricing-and-plans) --- ### Product: Browsi [Browsi](https://www.softwareadvice.com/product/482530-Browsi/) 4.91 [(11)](https://www.softwareadvice.com/product/482530-Browsi/) ### Pricing availability Starting price: Price not available Free trial: Not available Free demo: Not available Free version: Not available --- ### Product: HumanFirst [HumanFirst](https://www.softwareadvice.com/product/463240-HumanFirst/) 4.91 [(11)](https://www.softwareadvice.com/product/463240-HumanFirst/) ### Pricing availability Starting price: Price not available Free trial: Available Free demo: Not available Free version: Not available Software Advice Summary HumanFirst helps teams with any level of technical expertise transform unstructured text and conversation data into customizable training datasets and actionable business insights. It enables users to explore, discover, label, manage and analyze any natural language dataset with machine-learning workflows and real-time feedback. HumanFirst allows organizations to adopt a data-centric approach for NLU applications, including digital IVR, call center AI, sales automation, voice of the customer analytics, chatbots and more. It can streamline the continuous improvement of NLU dataset training to eliminate manual workflows.... [Read more](https://www.softwareadvice.com/product/463240-HumanFirst/) ### Plan Custom Pricing available upon request [See full pricing details](https://www.softwareadvice.com/product/463240-HumanFirst/#pricing-and-plans) --- ### Product: Neural Designer [Neural Designer](https://www.softwareadvice.com/deep-learning/neural-designer-profile/) 4.91 [(11)](https://www.softwareadvice.com/deep-learning/neural-designer-profile/) ### Pricing availability Starting price: $2,495.00/year Free trial: Available Free demo: Not available Free version: Not available Software Advice Summary Neural Designer is a user-friendly app for data science and machine learning. It allows you to build AI-powered applications without coding or building block diagrams. Its graphical interface eliminates the need for coding and complex algorithms, allowing users to focus on their applications. In addition, the software offers powerful features like intuitive model construction, instant result visualization, optimized algorithms for superior performance, and seamless integration with other tools. With Neural Designer, businesses can harness the benefits of machine learning, from optimizing performance and preventing churn to driving innovation. It is programmed in C++, offering excellent memory management to import big data sets and CPU and GPU optimization for faster calculations. There are extensive tutorials and solved examples to learn how it works efficiently. Furthermore, Neural Designer offers flexible licensing options and commercial support, making it a versatile and advantageous solution for businesses of all sizes.... [Read more](https://www.softwareadvice.com/deep-learning/neural-designer-profile/) ### Best rated features: Predictive Analytics 5.0 Data Visualization 5.0 Reporting & Statistics 5.0 Data Import/Export 5.0 ### Worst rated features: Data Connectors 4.0 Data Discovery 4.0 [See all features](https://www.softwareadvice.com/deep-learning/neural-designer-profile/#key-features) ### Basic $2,495.00/year [See full pricing details](https://www.softwareadvice.com/deep-learning/neural-designer-profile/#pricing-and-plans) --- ### Product: XLSTAT [XLSTAT](https://www.softwareadvice.com/bi/xlstat-profile/) 4.65 [(398)](https://www.softwareadvice.com/bi/xlstat-profile/reviews/) Best for:Statistical Analysis ### Pricing availability Starting price: $295.00/year Free trial: Available Free demo: Not available Free version: Available Software Advice Summary XLSTAT provides a multitude of functionality to help companies generate analysis from data according to needs. It works through an integration with Microsoft Excel and is accessible in the form of a drop-down menu. Businesses can get results within an Excel spreadsheet and edit, share and export results to Microsoft Word and Powerpoint for future reference.... [Read more](https://www.softwareadvice.com/bi/xlstat-profile/) ### What users love - Robust statistical analysis options - Streamlined Excel-based data analysis - Comprehensive feature set in Excel ### To take in mind - Expensive for students and individuals ### Best rated features: ML Algorithm Library 5.0 Multivariate Analysis 4.9 Statistical Analysis 4.8 Statistical Simulation 4.7 ### Worst rated features: Text Analysis 4.0 Survival Analysis 4.0 [See all features](https://www.softwareadvice.com/bi/xlstat-profile/#key-features) ### XLSTAT BASIC $295.00/year This license is for a single user and designed for corporate use. Basic complies more than 100 statistical tools to allow for deeper insight into the data.... [Read more](https://www.softwareadvice.com/bi/xlstat-profile/#pricing-and-plans) ### XLSTAT BASIC+ $495.00/year This license is for a single user and designed for corporate use. Basic+ complies more than 120 statistical tools to allow for deeper insight into the data.... [Read more](https://www.softwareadvice.com/bi/xlstat-profile/#pricing-and-plans) ### Premium $1,495.00/year This license is for a single user and designed for corporate use. Premium compliesall 240+ XLSTAT features available and you will have access to all statistical tools for deeper insight into the data.... [Read more](https://www.softwareadvice.com/bi/xlstat-profile/#pricing-and-plans) [See full pricing details](https://www.softwareadvice.com/bi/xlstat-profile/#pricing-and-plans) --- ### Product: vSphere [vSphere](https://www.softwareadvice.com/bi/vmware-vsphere-profile/) 4.66 [(434)](https://www.softwareadvice.com/bi/vmware-vsphere-profile/reviews/) Best for:Data Migration ### Pricing availability Starting price: $576.96/year Free trial: Not available Free demo: Not available Free version: Not available Software Advice Summary vSphere is a server virtualization solution, which enables businesses to run, manage, connect and secure applications in a unified operating environment. The system automatically restarts VMs in case of hardware failures and sends alerts about compliance issues to supervisors. Key features of vSphere include business continuity, image management, content library and virtual machine encryption. Enterprises can protect their hybrid cloud infrastructure from malware or ransomware and utilize virtual machines, Kubernetes and containers to improve the computing environment for applications. Additionally, teams can centralize provisioning, monitoring and administration processes using cluster-level network aggregation capabilities. vSphere maintains software, patching and firmware updates for virtual machines. Pricing is available on request and support is extended via chat, email, phone, documentation, FAQs and other online measures.... [Read more](https://www.softwareadvice.com/bi/vmware-vsphere-profile/) ### What users love - Robust virtualization at scale - Comprehensive feature-rich platform - Streamlined server administration tools ### To take in mind - Expensive for smaller businesses - Sluggish and limited web interface - Complex and costly licensing model ### Best rated features: Load Balancing 5.0 Dedicated Virtual Resources 4.9 Data Migration 4.7 Server Monitoring 4.7 ### Worst rated features: Model Training 3.0 Namespace Management 4.0 Data Cleansing 4.0 High Volume Processing 4.0 [See all features](https://www.softwareadvice.com/bi/vmware-vsphere-profile/#key-features) --- ### Product: Composable DataOps Platform [Composable DataOps Platform](https://www.softwareadvice.com/machine-learning/composable-profile/) 4.90 [(10)](https://www.softwareadvice.com/machine-learning/composable-profile/) ### Pricing availability Starting price: $8.00 Free trial: Available Free demo: Not available Free version: Not available Software Advice Summary Composable is an on-premise and cloud-based business intelligence (BI) solution that enables enterprises to streamline decision-making processes using machine learning and artificial intelligence (AI) technologies. The DataOps-enabled platform lets administrators utilize Optical Character Recognition (OCR) and text analytics capabilities to extract relevant hidden information from files and images. Composable helps businesses collect and manage data from multiple sources, create dashboards to visualize information and configure analytical workflows to identify or filter data according to organizational requirements. Supervisors can set up access permissions for specific users, maintaining confidentiality of sensitive data. Additionally, it lets enterprises utilize the Data Portals functionality to define data models on spreadsheet templates. Composable facilitates integration with various third-party systems such as Mailchimp, Microsoft Azure, HubSpot, and more. Pricing is available on request and support is extended via phone, documentation and other online measures.... [Read more](https://www.softwareadvice.com/machine-learning/composable-profile/) ### Best rated features: Reporting/Analytics 5.0 Metadata Management 5.0 Dashboard 5.0 Self Service Data Preparation 5.0 [See all features](https://www.softwareadvice.com/machine-learning/composable-profile/#key-features) ### Basic $8.00 [See full pricing details](https://www.softwareadvice.com/machine-learning/composable-profile/#pricing-and-plans) --- ### Product: Reveal [Reveal](https://www.softwareadvice.com/product/287646-Reveal-Data/) 4.78 [(18)](https://www.softwareadvice.com/product/287646-Reveal-Data/reviews/) ### Pricing availability Starting price: $800.00/month Free trial: Available Free demo: Not available Free version: Not available Software Advice Summary Reveal builds and supports a leading AI-powered platform for eDiscovery, investigations, and related activities. With industry-leading artificial intelligence capabilities and visual analytics, our platform covers all phases of the EDRM from information governance through presentation. Our technology is used by organizations of all types, sizes, and levels of sophistication to uncover more useful information faster and get to actionable insights sooner.... [Read more](https://www.softwareadvice.com/product/287646-Reveal-Data/) ### Basic $800.00/month [See full pricing details](https://www.softwareadvice.com/product/287646-Reveal-Data/#pricing-and-plans) --- ### Product: Stardog [Stardog](https://www.softwareadvice.com/product/477093-Stardog/) 5.0 [(7)](https://www.softwareadvice.com/product/477093-Stardog/) ### Pricing availability Starting price: Price not available Free trial: Available Free demo: Not available Free version: Available ### Best rated features: Data Capture and Transfer 5.0 Data Migration 5.0 Data Quality Control 5.0 Data Integration 5.0 ### Worst rated features: Metadata Management 4.0 [See all features](https://www.softwareadvice.com/product/477093-Stardog/#key-features) ### Basic Custom Pricing available upon request [See full pricing details](https://www.softwareadvice.com/product/477093-Stardog/#pricing-and-plans) --- ### Product: Database Performance Analyzer [Database Performance Analyzer](https://www.softwareadvice.com/rdbms/database-performance-analyzer-profile/) 4.89 [(9)](https://www.softwareadvice.com/rdbms/database-performance-analyzer-profile/) ### Pricing availability Starting price: $1,275.00/year Free trial: Available Free demo: Not available Free version: Not available Software Advice Summary Database Performance Analyzer is an application-performance monitoring solution that helps users monitor and analyze database performance. The software is suitable for database administrators (DBAs), developers, system admins and DBA managers. Key features include tools for identifying performance bottlenecks, response-time analysis and database monitoring. Database Performance Analyzer provides actionable insights for DBAs and developers. Teams can collaborate in the system to monitor performance with read-only options to maintain security. Database Performance Analyzer enables users to monitor databases irrespective of their environment including on-premises (Oracle, SQL server, DB2, MySQL, and SAP SE) and cloud (virtual machine offerings and Database-as-a-Service).... [Read more](https://www.softwareadvice.com/rdbms/database-performance-analyzer-profile/) ### Best rated features: Server Monitoring 5.0 Query Analysis 5.0 Anomaly Detection 5.0 Performance Monitoring 5.0 ### Worst rated features: Real-Time Monitoring 4.0 Real-Time Notifications 4.0 [See all features](https://www.softwareadvice.com/rdbms/database-performance-analyzer-profile/#key-features) ### Basic $1,275.00/year [See full pricing details](https://www.softwareadvice.com/rdbms/database-performance-analyzer-profile/#pricing-and-plans) --- ### Product: AeroMegh [AeroMegh](https://www.softwareadvice.com/artificial-intelligence/aeromegh-profile/) 4.66 [(61)](https://www.softwareadvice.com/artificial-intelligence/aeromegh-profile/) ### Pricing availability Starting price: $199.00/month Free trial: Available Free demo: Not available Free version: Available Software Advice Summary AeroMegh is a SaaS Platform that Transforms Drone Data into Actionable Insights. AeroMegh offers three products that enable flying and capturing drone data, processing drone data, and analyzing drone data. AeroGCS is a GCS Software that helps to Fly and Capture Drone Data. It is a simple and unified Drone Management System. DroneNaksha provides excellent Drone Photogrammetry Solutions and Outputs like Orthomosaic, 3D Models, DSM, DTM, and Vegetation Indices. PicStork performs ultimate drone data analysis with Artificial Intelligence and Machine Learning to identify objects. AeroMegh provides Solutions in multiple industries from Construction, Agriculture, Mining, Power, Survey and Mapping and Drone Domain.... [Read more](https://www.softwareadvice.com/artificial-intelligence/aeromegh-profile/) ### Best rated features: Spatial Analysis 4.7 Map Creation 4.6 Data Visualization 4.5 [See all features](https://www.softwareadvice.com/artificial-intelligence/aeromegh-profile/#key-features) ### Basic $199.00/month [See full pricing details](https://www.softwareadvice.com/artificial-intelligence/aeromegh-profile/#pricing-and-plans) --- ### Product: Black Crow AI [Black Crow AI](https://www.softwareadvice.com/artificial-intelligence/black-crow-ai-profile/) 4.88 [(8)](https://www.softwareadvice.com/artificial-intelligence/black-crow-ai-profile/) ### Pricing availability Starting price: Price not available Free trial: Available Free demo: Not available Free version: Not available Software Advice Summary Black Crow AI helps DTC marketers and lifecycle managers acquire, recognize, and retain customers using predictive analytics and their own data. Black Crow’s tools help brands personalize customer journeys, pass better Event Match Quality scores to Meta, and increase abandonment email/SMS flows triggered.... [Read more](https://www.softwareadvice.com/artificial-intelligence/black-crow-ai-profile/) ### Best rated features: Natural Language Processing 5.0 Machine Learning 4.0 [See all features](https://www.softwareadvice.com/artificial-intelligence/black-crow-ai-profile/#key-features) ### Free Trial Pricing Plan Custom Pricing available upon request We offer a 30 day, free, no-obligation trial to all new customers. Use your free trial to start predicting shopping behaviors, supercharging customer acquisition, and growing your revenue with personalized buyer journeys. Please reach out to our team to learn more about pricing after your free trial.... [Read more](https://www.softwareadvice.com/artificial-intelligence/black-crow-ai-profile/#pricing-and-plans) [See full pricing details](https://www.softwareadvice.com/artificial-intelligence/black-crow-ai-profile/#pricing-and-plans) --- ### Product: OpsVeda [OpsVeda](https://www.softwareadvice.com/bi/opsveda-profile/) 4.69 [(26)](https://www.softwareadvice.com/bi/opsveda-profile/reviews/) ### Pricing availability Starting price: Price not available Free trial: Available Free demo: Not available Free version: Not available Software Advice Summary OpsVeda is a platform that provides operations intelligence to enable businesses to make smarter operations decisions based on real-time information from the cloud and on-premise. OpsVeda brings together all data streams generated by assets, mobile devices and applications within the context of user activity to deliver comprehensive operations intelligence along with defined business outcomes.... [Read more](https://www.softwareadvice.com/bi/opsveda-profile/) ### Best rated features: Demand Forecasting 5.0 Activity Tracking 5.0 Workflow Management 5.0 Data Discovery 5.0 ### Worst rated features: Data Mapping 4.0 Data Capture and Transfer 4.0 [See all features](https://www.softwareadvice.com/bi/opsveda-profile/#key-features) ### Basic Custom Pricing available upon request [See full pricing details](https://www.softwareadvice.com/bi/opsveda-profile/#pricing-and-plans) --- ### Product: Ondato [Ondato](https://www.softwareadvice.com/financial-risk-management/ondato-profile/) 4.77 [(13)](https://www.softwareadvice.com/financial-risk-management/ondato-profile/reviews/) ### Pricing availability Starting price: €259.00/month Free trial: Not available Free demo: Available Free version: Not available Software Advice Summary Ondato provides identity verification and authentication tools, as well as compliance management features. The cloud-based platform is based on the KYC (Know Your Customer) framework and helps users to verify the identity of their clients in order to minimize risk and prevent fraud. The platform offers a range of compliance and risk management features including both person and business verification via photo or video, facial biometric authentication, electronic signature authentication and compliance management. The Ondato platform uses the most advanced recognition and authentication technologies to verify documents and biometric data. The platform can also check personal and business data against national and international registries and databases. The photo and video identity verification tools allow clients to confirm their identity by uploading a photo or video and following a fully automated workflow. Ondato compliance and identity verification services and tools can be used individually or together in one integrated platform.... [Read more](https://www.softwareadvice.com/financial-risk-management/ondato-profile/) ### Best rated features: Check Fraud Detection 5.0 Multi-Factor Authentication 5.0 Access Management 5.0 Payment Fraud Prevention 5.0 ### Worst rated features: Compliance Tracking 4.0 Real-time Alerts 4.0 Dashboard 4.0 Risk Analysis 4.0 [See all features](https://www.softwareadvice.com/financial-risk-management/ondato-profile/#key-features) ### Basic €259.00/month [See full pricing details](https://www.softwareadvice.com/financial-risk-management/ondato-profile/#pricing-and-plans) --- 1 [2](https://www.softwareadvice.com/machine-learning/?__ai_markdown=true&page=2)[3](https://www.softwareadvice.com/machine-learning/?__ai_markdown=true&page=3)[4](https://www.softwareadvice.com/machine-learning/?__ai_markdown=true&page=4)[5](https://www.softwareadvice.com/machine-learning/?__ai_markdown=true&page=5) ... [20](https://www.softwareadvice.com/machine-learning/?__ai_markdown=true&page=20) ## Popular Comparisons [ Splunk Enterprise vs Google Cloud ](https://www.softwareadvice.com/compliance/google-cloud-platform-profile/vs/splunk-enterprise/)[ Minitab vs XLSTAT ](https://www.softwareadvice.com/bi/minitab-profile/vs/xlstat/) ## Your Guide to Top Machine Learning Software, November 2023 Software Advice uses reviews from real software users to highlight the top-rated Machine Learning products in North America. [Learn how products are chosen](https://www.softwareadvice.com/legal-page/frontrunners-methodology/) #### Explore FrontRunners - [Admin By Request](https://www.softwareadvice.com/remote-support/admin-by-request-profile/) - [XLSTAT](https://www.softwareadvice.com/bi/xlstat-profile/) - [Cheat Layer](https://www.softwareadvice.com/machine-learning/cheat-layer-profile/) - [Google Cloud](https://www.softwareadvice.com/compliance/google-cloud-platform-profile/) - [vSphere](https://www.softwareadvice.com/bi/vmware-vsphere-profile/) - [MySQL](https://www.softwareadvice.com/machine-learning/mysql-profile/) - [Snowflake](https://www.softwareadvice.com/database-monitoring/snowflake-profile/) - [Wolfram Mathematica](https://www.softwareadvice.com/sales-forecasting/wolfram-mathematica-profile/) - [Minitab](https://www.softwareadvice.com/bi/minitab-profile/) - [Google Cloud BigQuery](https://www.softwareadvice.com/bi/google-cloud-bigquery-profile/) - [Clickworker](https://www.softwareadvice.com/machine-learning/clickworker-profile/) - [Appen](https://www.softwareadvice.com/translation-management/appen-profile/) - [AdCreative.ai](https://www.softwareadvice.com/creative-management/adcreative-ai-profile/) “Usability” includes user ratings for Functionality and Ease of Use. “Customer Satisfaction” includes user ratings for Customer Support, Likelihood to Recommend and Value for Money. Reviews analysis period: The reviews analysis period spans two years and ends the 15th of the month prior to publication. ### Related Machine Learning Software - [Artificial Intelligence Software](https://www.softwareadvice.com/artificial-intelligence/) - [Big Data Software](https://www.softwareadvice.com/bi/big-data-comparison/) - [Deep Learning Software](https://www.softwareadvice.com/deep-learning/) - [Robotic Process Automation Software](https://www.softwareadvice.com/robotic-process-automation/)