Top Free Machine Learning Software

How Many Machine Learning Software Products Does G2 Track?

Total Products under this Category: 1,247

Category Stats (Nov 2026)

  • Average Rating: 4.34/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Modal Labs (+1.96%) - Among all products in this category, Modal Labs recorded the largest rating increase compared to last month

Last updated: November 01, 2026

How Does G2 Rank Machine Learning Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 18,200+ Authentic Reviews
  • 1,247+ Products
  • Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

G2 Grid® for Machine Learning Software

G2 Grid® for Machine Learning Software plotting products by satisfaction and market presence

Highlighted products: Gemini platform, SAS Viya, IBM watsonx.ai, Azure OpenAI Service, Google Cloud Recommendations AI, Alteryx, Amazon Personalize, and Google Cloud TPU.

Underlying data: [Grid® JSON](https://www.g2.com/categories/machine-learning/grids.json?focus%5B%5D=gemini-platform&focus%5B%5D=sas-sas-viya&focus%5B%5D=ibm-watsonx-ai&focus%5B%5D=azure-openai-service&focus%5B%5D=google-cloud-recommendations-ai&focus%5B%5D=alteryx&focus%5B%5D=amazon-personalize&focus%5B%5D=google-cloud-tpu)

SAS Viya

SAS Viya is a cloud-native data and AI platform that enables teams to build, deploy and scale explainable AI that drives trusted, confident decisions. It unites the entire data and AI life cycle and empowers teams to innovate quickly while balancing speed, automation and governance by design. Viya unifies data management, advanced analytics and decisioning in a single platform, so organizations can move from experimentation to production with confidence, delivering measurable business impact that is secure, explainable and scalable across any environment. Key capabilities required to deliver trusted decisions include: • End-to-end clarity across the data and AI life cycle, with built-in lineage, auditability and continuous monitoring to support defensible decisions. • Governance by design, enabling consistent oversight across data, models and decisions to reduce risk and accelerate adoption. • Explainable AI at scale, so insights and outcomes can be understood, validated and trusted by business and regulators alike. • Operationalized analytics, ensuring value continues beyond deployment through monitoring, retraining and life cycle management. • Flexible, cloud-native deployment, allowing organizations to start anywhere and scale everywhere while maintaining control.

Average Rating: 4.3/5.0

Total Reviews: 793

How Do G2 Users Rate SAS Viya?

  • Has the product been a good partner in doing business?: 8.2/10 (Category avg: 8.7/10)
  • Ease of Use: 8.2/10 (Category avg: 8.5/10)
  • Quality of Support: 8.4/10 (Category avg: 8.4/10)
  • Ease of Admin: 7.6/10 (Category avg: 8.5/10)

Who Is the Company Behind SAS Viya?

  • Seller: SAS Institute
  • Company Website:
  • Year Founded: 1976
  • HQ Location: Cary, NC
  • LinkedIn® Page: www.linkedin.com
    15,122 employees on LinkedIn®
  • Phone: 1-800-727-0025

Who Uses This Product?

  • Who Uses This: Student, Biostatistician
  • Top Industries: Pharmaceuticals, Banking
  • Company Size: 34% Small, 33% Large

What Do G2 Reviewers Say About SAS Viya?

AI-generated summary from verified user reviews

Pros
  • Users enjoy the ease of use of SAS Viya, thanks to its simple syntax and integrated features for analytics.
  • Users commend SAS Viya for its powerful and sophisticated features that enhance data analysis and collaboration across teams.
  • Users value the powerful analytics and integration features of SAS Viya, significantly enhancing data analysis capabilities.
  • Users value the powerful data analysis capabilities of SAS Viya, enhancing efficiency and integration for various tasks.
  • Users value the modern, intuitive user interface of SAS Viya, enhancing productivity with seamless navigation and integration.
Cons
  • Users find the learning difficulty of SAS Viya challenging, especially for beginners due to its complexity and limited resources.
  • Users find SAS Viya has a steep learning curve, making it challenging for newcomers to grasp effectively.
  • Users find SAS Viya's complexity and steep learning curve challenging, hindering effective use and self-learning opportunities.
  • Users find the difficult learning curve of SAS Viya challenging, especially for beginners seeking easier comprehension.
  • Users find the licensing costs of SAS Viya to be prohibitively expensive, especially for features they don't use.

What Are Recent G2 Reviews of SAS Viya?

What Are G2 Users Discussing About SAS Viya?

IBM watsonx.ai

Watsonx.ai is part of the IBM watsonx platform that brings together new generative AI capabilities, powered by foundation models and traditional machine learning into a powerful studio spanning the AI lifecycle. With watsonx.ai, you can build, train, validate, tune and deploy generative AI, foundation models and machine learning capabilities with ease and build AI applications in a fraction of the time with a fraction of the data.

Average Rating: 4.4/5.0

Total Reviews: 149

How Do G2 Users Rate IBM watsonx.ai?

  • Has the product been a good partner in doing business?: 8.8/10 (Category avg: 8.7/10)
  • Ease of Use: 8.7/10 (Category avg: 8.5/10)
  • Quality of Support: 8.6/10 (Category avg: 8.4/10)
  • Ease of Admin: 8.5/10 (Category avg: 8.5/10)

Who Is the Company Behind IBM watsonx.ai?

  • Seller: IBM
  • Company Website:
  • Year Founded: 1911
  • HQ Location: Armonk, New York, United States
  • LinkedIn® Page: www.linkedin.com
    344,328 employees on LinkedIn®
  • Ownership: SWX:IBM

Who Uses This Product?

  • Who Uses This: Consultant
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 42% Small, 34% Large

What Do G2 Reviewers Say About IBM watsonx.ai?

AI-generated summary from verified user reviews

Pros
  • Users find IBM watsonx.ai extremely user-friendly, appreciating its ease of setup and convenience for real enterprise needs.
  • Users appreciate the model variety in Watsonx.ai, enabling tailored experiences through customizable, user-friendly interfaces.
  • Users value the integrated platform of IBM watsonx.ai for simplifying enterprise-grade AI development and management.
  • Users appreciate the integrated studio for enterprise-grade AI, making model testing and experimentation user-friendly and efficient.
  • Users find IBM watsonx.ai impressive for its enterprise-grade AI capabilities that simplify building and managing AI models.
Cons
  • Users find the difficult learning curve of IBM watsonx.ai intimidating, especially for those new to the platform.
  • Users often experience a steep learning curve and complexity with IBM watsonx.ai, making it daunting for newcomers.
  • Users frequently face a steep learning curve with IBM watsonx.ai, finding initial setup and navigation overwhelming.
  • Users find the cost to be quite high, especially for small teams that may struggle with complexity.
  • Users note the need for improved onboarding and transparency in IBM watsonx.ai for a smoother experience.

What Are Recent G2 Reviews of IBM watsonx.ai?

Alteryx

Alteryx is the agentic analytics and automation company that helps organizations turn complex data into trusted insights, decisions, and action. Built for the people closest to the business, the Alteryx One platform is designed to work across an organization’s existing data and technology ecosystem. It enables business users to produce AI-ready datasets and define, maintain, and update business logic into visual workflows that AI uses to automate operations and insights. This business logic stays visible, understandable, repeatable, and auditable (VURA), so that teams can automate data-intensive workflows without coding. Alteryx closes the last-mile gap between data platforms and the decisions and operations that run the business—giving AI the trusted business context it needs to deliver reliable results. Over 8,000 customers worldwide, including more than half of the Global 2000, rely on Alteryx to improve revenue performance, manage costs, increase operational efficiency, and reduce risk. Collectively, they run more than 380 million workflows on Alteryx each year.

Average Rating: 4.6/5.0

Total Reviews: 932

How Do G2 Users Rate Alteryx?

  • Has the product been a good partner in doing business?: 8.8/10 (Category avg: 8.7/10)
  • Ease of Use: 8.7/10 (Category avg: 8.5/10)
  • Quality of Support: 8.5/10 (Category avg: 8.4/10)
  • Ease of Admin: 8.3/10 (Category avg: 8.5/10)

Who Is the Company Behind Alteryx?

  • Seller: Alteryx
  • Company Website:
  • Year Founded: 1997
  • HQ Location: Irvine, CA
  • LinkedIn® Page: www.linkedin.com
    2,312 employees on LinkedIn®
  • Ownership: Private

Who Uses This Product?

  • Who Uses This: Data Analyst, Analyst
  • Top Industries: Financial Services, Accounting
  • Company Size: 61% Large, 22% Medium

What Do G2 Reviewers Say About Alteryx?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of Alteryx, enabling them to work efficiently without coding expertise.
  • Users appreciate the automation capabilities of Alteryx, enabling efficient workflows and streamlined data processing.
  • Users find Alteryx to be super-intuitive, making complex data analysis and migration tasks significantly easier.
  • Users find Alteryx to be super-intuitive and easy to learn, greatly simplifying their data analysis processes.
  • Users commend Alteryx for its efficiency, with quick workflows and time savings in data preparation and automation.
Cons
  • Users find the expensive licensing costs of Alteryx a barrier for wider adoption and utilization.
  • Users find the learning curve steep, requiring time to grasp all the tools effectively.
  • Users are frustrated with missing features like improved email notifications and bugs in tools during transitions.
  • Users find that mastering advanced tools in Alteryx requires time, affecting overall ease of use.
  • Users experience slow performance with large workflows on Alteryx, impacting efficiency and usability significantly.

What Are Recent G2 Reviews of Alteryx?

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Dataiku

Dataiku is the Platform for AI Success: the AI orchestration layer where enterprises build, deploy, and govern analytics, models, and agents at scale. It sits on top of the data platforms, clouds, and AI services you already use, working across all of them without locking you into any one. Dataiku expands who can build production AI, putting the right tools in the hands of data scientists and domain experts alike, from fraud analysts to demand planners. It orchestrates machine learning, rules, LLMs, and agents as one governed system, built on more than a decade of running production AI. Governance is part of the build rather than something bolted on afterward, so teams ship faster while keeping performance, cost, and risk under control. The result: AI that moves from experimentation to trusted, measurable execution now, not in 18 months.

Average Rating: 4.4/5.0

Total Reviews: 256

How Do G2 Users Rate Dataiku?

  • Has the product been a good partner in doing business?: 8.6/10 (Category avg: 8.7/10)
  • Ease of Use: 8.6/10 (Category avg: 8.5/10)
  • Quality of Support: 8.5/10 (Category avg: 8.4/10)
  • Ease of Admin: 7.9/10 (Category avg: 8.5/10)

Who Is the Company Behind Dataiku?

  • Seller: Dataiku
  • Company Website:
  • Year Founded: 2013
  • HQ Location: New York, NY
  • LinkedIn® Page: www.linkedin.com
    1,605 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Data Scientist, Data Analyst
  • Top Industries: Financial Services, Pharmaceuticals
  • Company Size: 58% Large, 22% Medium

What Do G2 Reviewers Say About Dataiku?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use in Dataiku, facilitating intuitive workflows for both coders and non-coders alike.
  • Users value the intuitive AI features of Dataiku, enhancing collaboration and streamlining data workflows effectively.
  • Users appreciate the intuitive usability of Dataiku, enhancing collaboration and speeding up AI project delivery.
  • Users value the easy integrations of Dataiku, enhancing collaboration and streamlining workflows effectively.
  • Users value the productivity improvement in Dataiku, enjoying streamlined AI project workflows and enhanced collaboration.
Cons
  • Users find the steep learning curve of Dataiku daunting, especially for first-time and non-technical users.
  • Users find the steep learning curve of Dataiku challenging, especially for smaller teams or simpler projects.
  • Users experience slow performance when managing large datasets, which impacts efficiency and overall user satisfaction.
  • Users find the difficult learning experience due to Dataiku's overwhelming features and steep learning curve for newcomers.
  • Users find Dataiku expensive, with high costs deterring small companies and limiting accessibility for individual users.

What Are Recent G2 Reviews of Dataiku?

What Are G2 Users Discussing About Dataiku?

Automation Anywhere Agentic Process Automation

Automation Anywhere Agentic Process Automation (APA) is an enterprise platform that orchestrates AI agents, RPA bots, APIs, documents, and human expertise as a single governed system of work. APA transforms what is possible with automation — orchestrating every instrument of work across every system, with execution grounded in process expertise, and end-to-end process governance across every agent, every step, and every decision. It turns individual capabilities into compounded business transformation. With the APA platform, you can optimize what already runs your business and expand into what has never been feasible before. What's inside the platform Process Reasoning Engine (PRE) — the decision layer. Goal-driven AI agents plan, act, adapt, and self-correct in real time as conditions change. Mozart Orchestrator — a unified composer that manages decisions, dependencies, context, and exceptions across agents, automations, documents, and APIs. AI Agent Studio — a low-code workspace for building AI agents on foundational models from Amazon Bedrock, Google Vertex AI, Azure OpenAI, OpenAI, and others. Automator AI — generative AI–powered automation development across any application, cloud or on-premises. Document Automation — processes unstructured documents at over 95% accuracy, and 5x faster with Cloud Extraction Service for large-scale extraction. Process Discovery — surfaces bottlenecks and identifies what to automate next. Automation Co-Pilot — triggers multi-step agentic workflows in natural language, inside the applications teams already use. Governance built in, not bolted on Every agent, action, and decision runs inside enterprise controls: fine-grained role-based access control (RBAC), AES-256 encryption at rest, TLS in transit, native audit logs with SIEM integration, and human-in-the-loop oversight. Automation Anywhere maintains SOC 1 Type 2, SOC 2 Type 2, ISO 27001, ISO 22301, and HITRUST certifications, and supports GDPR compliance. Proven in production 1,500+ live APA deployments, 400M+ automations run per year, and 1.8M+ unique AI agent executions across 26 global regions. Bancolombia — 1,300% ROI in the first year and a 50% increase in customer service efficiency JBS — $1M and 125,000 hours saved in IT Granite Telecom — $635,000 in monthly savings and 15,000 hours saved per month Ricoh — 500 days of operational time saved per month SoftBank Corp. — 85% reduction in recruitment hours Who it's for Enterprise operations, IT, finance, HR, customer service, and shared services teams in banking, insurance, healthcare, life sciences, manufacturing, telecommunications, and the public sector — wherever complex, cross-system work has to run reliably and be governed. Learn more at https://www.automationanywhere.com.

Average Rating: 4.5/5.0

Total Reviews: 4,181

How Do G2 Users Rate Automation Anywhere Agentic Process Automation?

  • Has the product been a good partner in doing business?: 8.7/10 (Category avg: 8.7/10)
  • Ease of Use: 8.9/10 (Category avg: 8.5/10)
  • Quality of Support: 8.7/10 (Category avg: 8.4/10)
  • Ease of Admin: 8.4/10 (Category avg: 8.5/10)

Who Is the Company Behind Automation Anywhere Agentic Process Automation?

  • Seller: Automation Anywhere
  • Company Website:
  • Year Founded: 2003
  • HQ Location: San Jose, CA
  • LinkedIn® Page: www.linkedin.com
    2,327 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: RPA Developer, Software Engineer
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 58% Large, 23% Medium

What Do G2 Reviewers Say About Automation Anywhere Agentic Process Automation?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use in Automation Anywhere, highlighting its intuitive interface and helpful features for automation.
  • Users appreciate the ease of use of Automation Anywhere, highlighting its intuitive interface and reliable automation capabilities.
  • Users value the efficiency of Automation Anywhere, noting significant reductions in manual work and boosted productivity.
  • Users value the automation ease of Automation Anywhere, noting its user-friendly features that simplify bot creation and management.
  • Users highly value the intuitive interface of Automation Anywhere, which simplifies bot creation and enhances productivity.
Cons
  • Users feel that the pricing of Automation Anywhere can be expensive, limiting accessibility for smaller teams and startups.
  • Users find a steep learning curve in Automation Anywhere, complicating onboarding and impacting initial setup and debugging.
  • Users note a lack of information in solutions, which can hinder the overall effectiveness of Automation Anywhere.
  • Users often face software bugs that hinder smooth operation and complicate bot deployment and debugging processes.
  • Users experience challenges with bot issues, including complex UI and slow performance during automation processes.

What Are Recent G2 Reviews of Automation Anywhere Agentic Process Automation?

What Are G2 Users Discussing About Automation Anywhere Agentic Process Automation?

Phrase

Phrase is a leader in Language Intelligence. Its enterprise platform automates, manages, and delivers multilingual content, helping organizations build deeper customer connections and accelerate business growth. Thousands of global brands use Phrase across hundreds of languages to reduce time to market and deliver consistent brand experiences worldwide. The Phrase Platform brings together translation management, software localization, multimedia localization, machine translation, workflow automation, and language AI in a single integrated environment. From marketing campaigns and product interfaces to apps, audio and video, customer support, and technical documentation, teams manage multilingual content in a single platform. Phrase enables organizations to operationalize AI across multilingual content workflows while maintaining governance, quality control, and brand consistency. Built for complex and fast-moving organizations, Phrase connects directly to the systems where content is created and published. Marketing teams launch global campaigns faster, product teams deliver localized software continuously within development workflows, and customer experience teams provide consistent multilingual support across channels. This open ecosystem architecture allows localization to operate as part of broader content, product, and customer experience workflows. Core capabilities of the Phrase Platform include: - AI-powered translation workflows with secure large language model integrations and adaptive machine translation - Multimedia localization with AI-powered subtitling, dubbing, transcription, AI voice generation, and captioning - AI agent orchestration for context-aware translation and automated post-editing - A broad integration ecosystem connecting CMS platforms including Contentful and Optimizely, customer support platforms including Salesforce, marketing automation systems, developer tools, and design environments including Figma - Native integrations with repositories including GitHub, GitLab, Bitbucket, and Azure DevOps - Over-the-air localization and SDKs for iOS and Android applications - Translation Memory and terminology management to maintain linguistic and brand consistency - Automated quality evaluation and quality performance scoring - In-context preview and visual review tools for faster review cycles - Advanced workflow automation with Phrase Orchestrator, a no-code interface for building and managing approval processes - Vendor management for in-house teams, language service providers, and marketplace partners - Open API, CLI, and webhooks for extensibility and automation - Reporting and analytics to monitor quality, cost efficiency, and performance - Scalable architecture designed for enterprise content volumes Phrase supports global organizations across industries including technology, gaming, retail, manufacturing, automotive, travel, and life sciences. These organizations use Phrase to accelerate global product launches, scale international marketing, and deliver consistent multilingual customer experiences across every market. Enterprise readiness sits at the core of the Phrase Platform. Phrase is ISO 27001 certified and provides robust security, governance, and compliance capabilities including SSO, role-based permissions, granular access controls, and secure cloud infrastructure designed for global organizations. Trusted by leading global brands including Uber, AWS, Volkswagen, and Zendesk, Phrase ensures multilingual content is delivered at scale while maintaining quality, consistency, and control. Learn more at phrase.com.

Average Rating: 4.5/5.0

Total Reviews: 1,354

How Do G2 Users Rate Phrase?

  • Has the product been a good partner in doing business?: 8.8/10 (Category avg: 8.7/10)
  • Ease of Use: 9.0/10 (Category avg: 8.5/10)
  • Quality of Support: 8.9/10 (Category avg: 8.4/10)
  • Ease of Admin: 8.7/10 (Category avg: 8.5/10)

Who Is the Company Behind Phrase?

  • Seller: Phrase
  • Company Website:
  • Year Founded: 2010
  • HQ Location: Prague 1, CZ
  • LinkedIn® Page: www.linkedin.com
    350 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Translator, Freelance Translator
  • Top Industries: Translation and Localization, Computer Software
  • Company Size: 60% Small, 26% Medium

What Do G2 Reviewers Say About Phrase?

AI-generated summary from verified user reviews

Pros
  • Users value the ease of use of Phrase, enjoying its intuitive UI and efficient project management features.
  • Users appreciate the intuitive UI of Phrase, making project management and communication seamless and efficient.
  • Users appreciate the smooth and modern UI, making project management organized and communication efficient with great features.
  • Users appreciate the smooth and modern UI of Phrase, enhancing organization and efficiency in project management.
  • Users value the translation efficiency of Phrase, appreciating the ease of setup and useful editing features.
Cons
  • Users experience translation issues with inaccuracies and missing translations that disrupt their workflow and focus.
  • Users face interface issues such as lagging on larger files and limited integration options, affecting overall usability.
  • Users find Phrase to be expensive, with a pricing model that complicates budgeting for small LSPs and freelancers.
  • Users express frustrations with the poor interface design, finding menus confusing and features difficult to navigate.
  • Users find Phrase's poor usability challenging, citing steep learning curves and non-intuitive menus as major issues.

What Are Recent G2 Reviews of Phrase?

Wiro

Wiro AI is one platform for generative AI. Builders, developers and teams use it to add image, video, audio and LLM features to their products without running GPUs or opening an account with every model vendor. The catalog lists 1,000+ models for image generation and editing, text-to-video and image-to-video, speech, music, 3D and chat, including Kling, Veo, Seedance, Seedream, FLUX, Nano Banana and ElevenLabs voices, plus open models that Wiro hosts on its own GPUs. Customers use it to ship AI video and photo apps, chat and voice features, and content pipelines. Every model takes the same kind of request. You send the inputs to /Run and get a task ID back, then read the result by polling, over a WebSocket, or through a webhook. A /sync variant returns the output in one call. LLMs from OpenAI, Anthropic, Google, Qwen, DeepSeek and others are also served on an OpenAI- and Anthropic-compatible endpoint, so existing SDK code only needs a new base URL. When a provider ships a new version, the old one keeps running and you switch by changing the model slug. Models can be chained into workflows: a graph of steps that runs as one job, can be resumed if a step fails, and can start from the public gallery. Wiro also hosts AI agents. You deploy an agent from a template or from your own skills, connect the accounts it needs, and message it or give it scheduled tasks. Wiro ships SDKs for Flutter, React Native, Swift and Kotlin, a Node.js client, an MCP server for Claude Code, Cursor and other assistants, an n8n node and a Zapier app. Teams share one wallet with spend limits. Billing is prepaid and pay-as-you-go: each model has its own public price per request, second, token or output, and agents have their own plans.

Average Rating: 4.8/5.0

Total Reviews: 32

How Do G2 Users Rate Wiro?

  • Ease of Use: 9.6/10 (Category avg: 8.5/10)
  • Quality of Support: 9.8/10 (Category avg: 8.4/10)

Who Is the Company Behind Wiro?

  • Seller: Wiro.ai
  • Year Founded: 2023
  • HQ Location: San Francisco, CA
  • LinkedIn® Page: www.linkedin.com
    24 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Marketing and Advertising
  • Company Size: 97% Small, 3% Medium

What Are Recent G2 Reviews of Wiro?

Minitab Statistical Software

Minitab Statistical Software is a comprehensive statistical analysis solution designed to assist organizations in understanding their data, identifying opportunities for improvement, and making informed decisions. This software caters to users with varying levels of statistical expertise, offering an intuitive interface that simplifies advanced analysis while providing the necessary depth for analysts to tackle complex questions. With Minitab, users can explore and visualize data, test hypotheses, model relationships, and evaluate process performance through a robust suite of tools, including regression analysis, ANOVA, design of experiments, time series analysis, control charts, capability analysis, and reliability analysis. Targeted at a diverse audience that includes data analysts, quality improvement professionals, and engineers, Minitab is particularly valuable in industries such as manufacturing, healthcare, and R&D. Its guided features, such as the Assistant and Graph Builder, empower users to select the most appropriate analyses for their data and interpret results effectively, making it easier to derive actionable insights. One of the standout features of Minitab is its integration with Minitab Solution Center, a connected, cloud-based platform that enhances the overall analytical process. This platform allows teams to prepare and explore data, conduct statistical analyses, create interactive dashboards, and organize project workflows. By facilitating collaboration and communication, the Solution Center helps teams transition from problem identification to evaluating potential solutions, thus streamlining the entire process of data-driven decision-making. The capabilities offered in Minutab Solution Center work in tandem to provide a cohesive experience for teams engaged in analytical projects. Users can investigate patterns and sources of variation, share insights with stakeholders, and utilize results to inform decisions and drive improvements. Depending on their subscription level, organizations can also access additional tools for process mapping, predictive analytics, and advanced experimentation, further enhancing their analytical capabilities. Minitab Statistical Software stands out in its category by combining user-friendly features with powerful analytical tools, making it an essential resource for organizations aiming to leverage data for strategic decision-making and continuous improvement.

Average Rating: 4.6/5.0

Total Reviews: 221

How Do G2 Users Rate Minitab Statistical Software?

  • Has the product been a good partner in doing business?: 8.6/10 (Category avg: 8.7/10)
  • Ease of Use: 8.7/10 (Category avg: 8.5/10)
  • Quality of Support: 8.8/10 (Category avg: 8.4/10)
  • Ease of Admin: 8.5/10 (Category avg: 8.5/10)

Who Is the Company Behind Minitab Statistical Software?

  • Seller: Minitab
  • Company Website:
  • Year Founded: 1972
  • HQ Location: State College, Pennsylvania, United States
  • LinkedIn® Page: www.linkedin.com
    732 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Quality Manager
  • Top Industries: Automotive, Manufacturing
  • Company Size: 46% Large, 32% Medium

What Do G2 Reviewers Say About Minitab Statistical Software?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use in Minitab, finding data analysis simple and intuitive for reporting.
  • Users love the intuitive data analysis tools of Minitab, praising its rich visuals and user-friendly features.
  • Users appreciate the ease of statistical analysis with Minitab, highlighting its user-friendly tools and accurate results.
  • Users appreciate the intuitive visuals and user-friendly interface of Minitab, making statistical analysis effortless and efficient.
  • Users value Minitab's robust analysis capabilities, simplifying complex data interpretation for informed decision-making.
Cons
  • Users find Minitab's licensing to be expensive, especially for intermittent use that doesn't justify the cost.
  • Users find the learning curve steep, requiring significant effort to fully utilize Minitab's features efficiently.
  • Users find Minitab to be not user-friendly, particularly struggling with editing graphs and navigating its complex interface.
  • Users find the complexity of Minitab frustrating, as too many options and clicks hinder usability and efficiency.
  • Users feel limited by the restricted features and lack of support in Minitab Statistical Software.

What Are Recent G2 Reviews of Minitab Statistical Software?

What Are G2 Users Discussing About Minitab Statistical Software?

B2Metric

B2Metric is an AI/ML-powered data analytics platform that enables marketing, data analytics, and CRM teams to better understand customer trends and behaviors. B2Metric uses machine learning to automate data analysis and generate predictive insights, which can be used to improve customer engagement, retention, and growth.

Average Rating: 4.8/5.0

Total Reviews: 44

How Do G2 Users Rate B2Metric?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 8.7/10)
  • Ease of Use: 9.8/10 (Category avg: 8.5/10)
  • Quality of Support: 9.7/10 (Category avg: 8.4/10)
  • Ease of Admin: 9.8/10 (Category avg: 8.5/10)

Who Is the Company Behind B2Metric?

  • Seller: B2Metric
  • Year Founded: 2018
  • HQ Location: Menlo Park, California
  • LinkedIn® Page: www.linkedin.com
    34 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software, Financial Services
  • Company Size: 52% Small, 30% Medium

What Do G2 Reviewers Say About B2Metric?

AI-generated summary from verified user reviews

Pros
  • Users highlight the ease of use of B2Metric, enabling quick data connection and streamlined dashboard access.
  • Users value the efficiency in customer tracking and data analytics that B2Metric provides, enhancing their marketing strategies.
  • Users value the significant productivity improvement from B2Metric's real-time insights and user-friendly integration capabilities.
  • Users value the ease of data analytics with B2Metric, enhancing decision-making and uncovering opportunities efficiently.
  • Users praise B2Metric for its valuable insights, enhancing decision-making and improving marketing strategies significantly.
Cons
  • Users find the learning curve steep for B2Metric, requiring time to understand its complex features and functionalities.
  • Users find the complex implementation of B2Metric challenging, requiring technical expertise for effective use.
  • Users find that B2Metric's difficult learning curve can hinder their ability to effectively utilize the platform.
  • Users find B2Metric's high complexity overwhelming due to numerous modules, making initial navigation challenging.
  • Users find the insufficient training challenging, suggesting a need for better onboarding resources for new team members.

What Are Recent G2 Reviews of B2Metric?

Black Crow AI

Black Crow AI is a Shopify app that predicts shopping behavior patterns to efficiently acquire and reach more customers across digital marketing channels. We empower e-commerce brand growth by unlocking the hidden value in the customer data you already own.

Average Rating: 4.8/5.0

Total Reviews: 12

How Do G2 Users Rate Black Crow AI?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 8.7/10)
  • Ease of Use: 9.8/10 (Category avg: 8.5/10)
  • Quality of Support: 10.0/10 (Category avg: 8.4/10)
  • Ease of Admin: 10.0/10 (Category avg: 8.5/10)

Who Is the Company Behind Black Crow AI?

Who Uses This Product?

  • Company Size: 58% Small, 33% Medium

What Are Recent G2 Reviews of Black Crow AI?

SAS Model Manager

SAS® Model Manager is a web-based application that enables organizations to register, modify, track, score, publish, and report on analytical models. Organizations can store models within folders or projects, develop and validate candidate models, and assess candidate models for champion model selection. They can then publish and monitor champion models. All model development and model maintenance personnel, including data modelers, validation testers, scoring officers, and analysts can use SAS Model Manager.

Average Rating: 4.6/5.0

Total Reviews: 56

How Do G2 Users Rate SAS Model Manager?

  • Has the product been a good partner in doing business?: 7.9/10 (Category avg: 8.7/10)
  • Ease of Use: 8.0/10 (Category avg: 8.5/10)
  • Quality of Support: 8.8/10 (Category avg: 8.4/10)
  • Ease of Admin: 7.3/10 (Category avg: 8.5/10)

Who Is the Company Behind SAS Model Manager?

  • Seller: SAS Institute
  • Year Founded: 1976
  • HQ Location: Cary, NC
  • LinkedIn® Page: www.linkedin.com
    15,122 employees on LinkedIn®
  • Phone: 1-800-727-0025

Who Uses This Product?

  • Who Uses This: Inside Sales Manager
  • Top Industries: Computer Software
  • Company Size: 59% Large, 27% Small

What Do G2 Reviewers Say About SAS Model Manager?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the simplicity and automation of SAS Model Manager, enhancing collaboration and efficiency in model management.
  • Users appreciate the variety of models available in SAS Model Manager, making collaboration and efficiency seamless.
  • Users appreciate the simplicity and efficiency of SAS Model Manager for managing classical ML models effectively.
  • Users value the automation capabilities of SAS Model Manager, significantly reducing time and effort in model management.
  • Users value the collaboration capabilities of SAS Model Manager, enhancing teamwork and model sharing efficiency.
Cons
  • Users experience a steep learning curve with SAS Model Manager due to the difficulty in navigating documentation effectively.
  • Users find the complexity of SAS Model Manager challenging, often hindering their ability to effectively utilize the tool.
  • Users often struggle with complexity issues in SAS Model Manager, making the software challenging to navigate effectively.
  • Users find the difficult learning curve frustrating, especially with parameter tuning options and searching for specific adjustments.
  • Users find the difficult navigation of SAS Model Manager frustrating, hindering access to essential documentation and details.

What Are Recent G2 Reviews of SAS Model Manager?

DigitalOcean

DigitalOcean is a cloud computing platform designed to assist businesses and developers in creating, deploying, and scaling applications efficiently. This infrastructure-as-a-service (IaaS) solution caters primarily to startups and growing digital enterprises, providing them with the essential tools and resources needed to establish a robust digital presence or develop innovative software products. By focusing on simplicity and user-friendliness, DigitalOcean enables users to navigate the complexities of cloud computing with ease. The target audience for DigitalOcean includes developers, entrepreneurs, and small to medium-sized businesses seeking reliable cloud solutions without the overhead of managing intricate infrastructure. The platform is particularly beneficial for those who prioritize rapid deployment and scalability, allowing them to focus on their core competencies—building and enhancing their applications. DigitalOcean's offerings are tailored to meet the needs of users at various stages of their development journey, from initial project setup to full-scale production environments. Key features of DigitalOcean include its straightforward user interface, which simplifies the process of launching virtual servers, known as Droplets. Users can choose from a variety of pre-configured images, including popular programming languages and frameworks, to expedite their development process. Additionally, DigitalOcean provides managed services such as databases and Kubernetes, allowing users to offload operational tasks and concentrate on application development. The platform also emphasizes security, offering features like automated backups, monitoring, and firewalls to protect user data and applications. Another significant benefit of DigitalOcean is its strong community support and extensive documentation. Users can access a wealth of tutorials, guides, and forums that facilitate knowledge sharing and problem-solving. This community-driven approach not only enhances the user experience but also fosters collaboration among developers, enabling them to learn from one another and share best practices. By combining powerful infrastructure with a supportive ecosystem, DigitalOcean stands out as a valuable resource for those looking to innovate in the digital landscape.

Average Rating: 4.6/5.0

Total Reviews: 748

How Do G2 Users Rate DigitalOcean?

  • Has the product been a good partner in doing business?: 9.1/10 (Category avg: 8.7/10)
  • Ease of Use: 9.2/10 (Category avg: 8.5/10)
  • Quality of Support: 8.6/10 (Category avg: 8.4/10)
  • Ease of Admin: 9.2/10 (Category avg: 8.5/10)

Who Is the Company Behind DigitalOcean?

  • Seller: DigitalOcean
  • Year Founded: 2012
  • HQ Location: New York
  • LinkedIn® Page: www.linkedin.com
    2,476 employees on LinkedIn®
  • Ownership: NYSE: DOCN

Who Uses This Product?

  • Who Uses This: Software Engineer, Founder
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 82% Small, 12% Medium

What Do G2 Reviewers Say About DigitalOcean?

AI-generated summary from verified user reviews

Pros
  • Users commend the ease of use of DigitalOcean, appreciating its intuitive design and straightforward setup for cloud hosting.
  • Users appreciate the cost-effective solutions of DigitalOcean, enjoying flexible payments and transparent pricing for startups.
  • Users appreciate the simplicity and intuitive interface of DigitalOcean, making cloud hosting easy and efficient for all.
  • Users appreciate the affordable pricing of DigitalOcean, making cloud hosting accessible without breaking the bank.
  • Users love the easy setup of DigitalOcean, enabling quick deployment of resources with a user-friendly interface.
Cons
  • Users find DigitalOcean to have limited features that fall short for advanced or enterprise-level needs compared to competitors.
  • Users find DigitalOcean expensive compared to competitors, wishing for more flexible pricing options to enhance value.
  • Users note a lack of detailed features and support, hindering effective use of DigitalOcean's capabilities.
  • Users find resource limitations frustrating, as they struggle with droplet caps and inadequate hardware updates.
  • Users experience limited functionality in DigitalOcean, especially regarding advanced features and detailed analytics for resource management.

What Are Recent G2 Reviews of DigitalOcean?

What Are G2 Users Discussing About DigitalOcean?

Kili

Kili Technology is a collaborative AI data platform designed to meet the rigorous needs of building large-scale production-ready AI data securely. Founded in Paris in 2018, Kili Technology caters to a diverse range of industries, including healthcare, financial services, manufacturing, defense, and technology. The platform is engineered to support teams of varying sizes, accommodating anywhere from 1 to over 500 concurrent users, and processes millions of assets annually. The core functionality of Kili Technology lies in its ability to facilitate collaboration among cross-functional teams. Unlike traditional labeling tools that primarily serve machine learning engineers, Kili connects data science teams with business stakeholders and subject matter experts. This integration enhances the AI development lifecycle by streamlining processes from annotation and labeling to validation and model feedback. As a result, users can ensure that the data used for training AI models is not only accurate but also relevant to the specific business context. Kili Technology is particularly beneficial for organizations looking to harness the power of AI while maintaining a high level of data quality. The platform supports various data modalities, allowing teams to work with text, images, audio, and video data seamlessly. This versatility makes it suitable for a wide range of applications, from developing natural language processing models to image recognition systems. By fostering collaboration among different roles within an organization, Kili enhances the overall efficiency of the AI development process. Key features of Kili Technology include an intuitive user interface that simplifies the labeling process, robust tools for data validation, and comprehensive feedback mechanisms that enable continuous improvement of AI models. Additionally, the platform offers advanced analytics capabilities, allowing teams to track progress and identify areas for enhancement. These features collectively empower organizations to build high-quality training datasets that meet the demands of complex AI applications. Kili Technology stands out in the competitive landscape of AI data platforms by prioritizing collaboration and usability. By bridging the gap between technical and non-technical stakeholders, it ensures that the development of AI solutions is a cohesive effort. This approach not only accelerates the time to market for AI initiatives but also enhances the overall quality of the training data, ultimately leading to more effective AI models.

Average Rating: 4.7/5.0

Total Reviews: 52

How Do G2 Users Rate Kili?

  • Has the product been a good partner in doing business?: 8.7/10 (Category avg: 8.7/10)
  • Ease of Use: 8.9/10 (Category avg: 8.5/10)
  • Quality of Support: 9.4/10 (Category avg: 8.4/10)
  • Ease of Admin: 9.3/10 (Category avg: 8.5/10)

Who Is the Company Behind Kili?

  • Seller: Kili Technology
  • Company Website:
  • Year Founded: 2018
  • HQ Location: Paris, FR
  • LinkedIn® Page: www.linkedin.com
    52 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 38% Medium, 34% Small

What Do G2 Reviewers Say About Kili?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use and precise metrics for comprehensive project visualization on Kili's data labeling platform.
  • Users love the ease of use and the precision of metrics for comprehensive project visualization on Kili.
  • Users love the ease of use of Kili, making annotation projects intuitive and straightforward.
  • Users enjoy the variety of models offered by Kili, enhancing usability and accuracy in annotation projects.
Cons
  • Users feel that Kili has limited features, expressing a desire for more content in platform updates.
  • Users feel that Kili lacks essential features, especially content updates during platform upgrades, affecting usability.

What Are Recent G2 Reviews of Kili?

Spotfire Analytics

Spotfire® is a visual data science platform designed to help organizations address complex, industry-specific challenges by effectively utilizing data. This solution offers a range of flexible packaging options tailored to meet the diverse needs of teams at various stages of their visual data science journey. Turn raw data into real-time decisions with powerful, interactive visual analytics with Spotfire® Analytics. Spotfire Analytics is designed for business agility, enabling every user to explore data visually, uncover patterns quickly, and make confident, data-driven decisions without writing a single line of code. As a self-service visual data science solution, it empowers teams across roles and departments to gain fast, actionable insights that drive impact. With its no-code interactive dashboards and rich visual exploration capabilities, Spotfire Analytics connects natively to hundreds of cloud, on-premises, and real-time data sources. Built-in geoanalytics extend the power of analysis with multi-layer mapping and seamless integration of spatial data, while data wrangling and transformation can be performed directly within the visual interface, making it easy to clean, shape, and blend data as you analyze. AI-assisted recommendations and anomaly detection help uncover hidden patterns, suggest the most meaningful visualizations, and accelerate the path to discovery. Customizable visualizations, workflows, and an intuitive interface ensure that insights are not only easier to create but also easier to share. With seamless collaboration features, Spotfire Analytics enables teams to work together, align on insights, and act decisively. Whether the goal is to analyze trends, detect anomalies, or unlock location-based intelligence, Spotfire Analytics delivers the speed, flexibility, and depth needed to make smarter decisions with confidence. Explore and understand your data visually, uncover hidden insights, and build powerful analytics applications - all without writing a single line of code. Spotfire Analytics combines advanced interactive visualizations and intuitive data wrangling in one environment. Connect to hundreds of data sources, from files to real-time streaming data, and transform messy data directly within your visuals. Built-in AI recommendations help you find patterns, anomalies, and trends faster. With flexible visualizations, spatial analytics, and custom applications, anyone can turn raw data into actionable insights in minutes. Designed for business agility, Spotfire Analytics empowers every user to explore, analyze, and share results confidently - turning questions into decisions. Best for: Analysts, data-savvy professionals, and teams looking to explore and share data visually with maximum flexibility.

Average Rating: 4.2/5.0

Total Reviews: 328

How Do G2 Users Rate Spotfire Analytics?

  • Has the product been a good partner in doing business?: 8.4/10 (Category avg: 8.7/10)
  • Ease of Use: 8.1/10 (Category avg: 8.5/10)
  • Quality of Support: 7.8/10 (Category avg: 8.4/10)
  • Ease of Admin: 7.8/10 (Category avg: 8.5/10)

Who Is the Company Behind Spotfire Analytics?

Who Uses This Product?

  • Who Uses This: Student, Manager
  • Top Industries: Oil & Energy, Information Technology and Services
  • Company Size: 52% Large, 26% Medium

What Do G2 Reviewers Say About Spotfire Analytics?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the powerful data visualization capabilities of Spotfire Analytics, enabling easy understanding of complex datasets.
  • Users value the ease of use in Spotfire Analytics, enabling effortless data visualization and swift decision-making.
  • Users value the powerful integration capabilities of Spotfire Analytics, enhancing accuracy and visualization for complex datasets.
  • Users value the easy integrations of Spotfire Analytics, enhancing data accuracy and powering insightful analytics effortlessly.
  • Users admire the powerful integration with multiple data sources, enhancing analytics and streamlining decision-making processes.
Cons
  • Users find the learning curve steep, especially for newcomers, making initial use challenging despite its powerful features.
  • Users note that learning difficulty is significant for beginners, making adoption challenging without prior BI experience.
  • Users find Spotfire Analytics to be expensive, with high licensing and maintenance costs impacting smaller organizations.
  • Users find the steep learning curve of Spotfire Analytics challenging, especially for newcomers to BI tools.
  • Users find the complexity of Spotfire Analytics challenging, particularly those unfamiliar with data modeling and scripting.

What Are Recent G2 Reviews of Spotfire Analytics?

What Are G2 Users Discussing About Spotfire Analytics?

Encord

Encord is the universal data layer for AI. The platform helps AI teams train and run their models with the right data - managing, curating, annotating, and aligning data across the full AI lifecycle. Encord works with over 300 leading AI teams, including Woven by Toyota, Zipline, AXA, and Flock Safety. Confidentially build production AI with rich multimodal data. Encord is SOC 2, AICPA SOC, HIPAA, and GDPR compliant.

Average Rating: 4.8/5.0

Total Reviews: 65

How Do G2 Users Rate Encord?

  • Has the product been a good partner in doing business?: 9.5/10 (Category avg: 8.7/10)
  • Ease of Use: 9.5/10 (Category avg: 8.5/10)
  • Quality of Support: 9.9/10 (Category avg: 8.4/10)
  • Ease of Admin: 8.1/10 (Category avg: 8.5/10)

Who Is the Company Behind Encord?

  • Seller: Encord
  • Year Founded: 2020
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    220 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software, Hospital & Health Care
  • Company Size: 51% Small, 40% Medium

What Do G2 Reviewers Say About Encord?

AI-generated summary from verified user reviews

Pros
  • Users commend Encord's responsive customer support, as they actively listen and adapt to feedback and needs.
  • Users highlight Encord's annotation efficiency, appreciating its intuitive interface and seamless integration with existing workflows.
  • Users praise the intuitive annotation tools of Encord, enhancing efficiency and integration for training data curation.
  • Users emphasize Encord's efficiency in data curation, enabling smooth workflows and rapid integration with existing systems.
  • Users praise Encord for its intuitive interface and seamless integration, enhancing their data curation and annotation processes.
Cons
  • Users find complex automation challenging, but appreciate the support provided by the team during the process.
  • Users find it difficult to stay updated due to frequent complexity in new features, despite assistance from customer success.
  • Users find the lack of guidance challenging due to frequent feature updates, though support is available.

What Are Recent G2 Reviews of Encord?

Shalaka Joshi
SJ
Researched and written by Shalaka Joshi
Updated April 9, 2026