Top Free Machine Learning Software

How Many Machine Learning Software Products Does G2 Track?

Total Products under this Category: 967

Category Stats (Sep 2026)

  • Average Rating: 4.33/5 (↓0.01 vs Aug 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Fireworks AI (+6.25%) - Among all products in this category, Fireworks AI recorded the largest rating increase compared to last month

Last updated: September 01, 2026

How Does G2 Rank Machine Learning Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 14,000+ Authentic Reviews
  • 967+ 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 Enterprise Agent Platform, SAS Viya, IBM watsonx.ai, Azure OpenAI Service, Alteryx, Amazon Personalize, Google Cloud TPU, and Dataiku.

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

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: 142

How Do G2 Users Rate IBM watsonx.ai?

  • Has the product been a good partner in doing business?: 8.7/10 (Category avg: 8.7/10)
  • Ease of Use: 8.8/10 (Category avg: 8.5/10)
  • Quality of Support: 8.7/10 (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
  • Twitter: @IBMSecurity
    74,660 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    344,328 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Consultant
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 41% Small, 32% Large

What Do G2 Reviewers Say About IBM watsonx.ai?

AI-generated summary from verified user reviews

Pros
  • Users praise the ease of use of IBM watsonx.ai, facilitating straightforward integration and model development.
  • Users value the wide range of model types in IBM watsonx.ai, enhancing flexibility and efficiency in development.
  • Users appreciate the user-friendly platform that simplifies building and deploying AI models efficiently and effectively.
  • Users appreciate the user-friendly AI studio of IBM watsonx.ai, enabling efficient chatbot creation with minimal coding.
  • Users appreciate the enterprise-grade AI of IBM watsonx.ai, which integrates seamlessly for practical, reliable business solutions.
Cons
  • Users find the difficult learning curve challenging, indicating the need for clearer documentation and better onboarding support.
  • Users find the complexity of IBM watsonx.ai challenging, especially for beginners and small teams seeking easier solutions.
  • Users find the steep learning curve of IBM watsonx.ai challenging, making it less approachable for non-technical teams.
  • Users express concerns about the high costs of IBM watsonx.ai, finding it challenging and not budget-friendly for small teams.
  • Users feel that improvement is needed in 3rd party integration and intelligent model optimization for better performance.

What Are Recent G2 Reviews of IBM watsonx.ai?

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: 775

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 Inc.
  • Company Website:
  • Year Founded: 1976
  • HQ Location: Cary, NC
  • Twitter: @SASsoftware
    60,863 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    15,122 employees on LinkedIn®

Who Uses This Product?

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

What Do G2 Reviewers Say About SAS Viya?

AI-generated summary from verified user reviews

Pros
  • Users value the ease of use in SAS Viya, enhancing data visualization and decision-making for businesses.
  • Users appreciate the advanced analytical capabilities of SAS Viya, making data analysis and decision-making more efficient.
  • Users value the sophisticated analytical capabilities of SAS Viya, enhancing decision-making and insights from diverse data sources.
  • Users value the end-to-end data lifecycle tooling in SAS Viya, enhancing insights and strategic decision-making capabilities.
  • Users value the powerful data visualization capabilities of SAS Viya, enhancing insights and decision-making in their organizations.
Cons
  • Users find SAS Viya difficult for non-technical users to navigate, impacting ease of access to reports and dashboards.
  • Users find the visualization complexity of SAS Viya challenging, especially for those without technical expertise.
  • Users find the learning curve challenging, especially for non-technical individuals navigating reports and dashboards.
  • Users find the difficult learning curve for SAS Viya challenging, especially for non-technical users attempting to access features.
  • Users find the expensive pricing of SAS Viya a potential barrier, complicating their decision-making process.

What Are Recent G2 Reviews of SAS Viya?

What Are G2 Users Discussing About SAS Viya?

Alteryx

Alteryx, through it's Alteryx One platform, helps enterprises transform complex, disconnected data into a clean, AI-ready state. Whether you’re creating financial forecasts, analyzing supplier performance, segmenting customer data, analyzing employee retention, or building competitive AI applications from your proprietary data, Alteryx One makes it easy to cleanse, blend, and analyze data to unlock the unique insights that drive impactful decisions. AI-Guided Analytics Alteryx automates and simplifies every stage of data preparation and analysis, from validation and enrichment to predictive analytics and automated insights. Incorporate generative AI directly into your workflows to streamline complex data tasks and generate insights faster. Unmatched flexibility, whether you prefer code-free workflows, natural language commands, or low-code options, Alteryx adapts to your needs. Trusted. Secure. Enterprise-Ready. Alteryx is trusted by over half of the Global 2000 and 19 of the top 20 global banks. With built-in automation, governance, and security, your workflows can scale and maintain compliance while delivering consistent results. And it doesn’t matter if your systems are on-premises, hybrid, or in the cloud; Alteryx fits effortlessly into your infrastructure. Easy to Use. Deeply Connected. What truly sets Alteryx apart is our focus on efficiency and ease of use for analysts and our active community of 700,000 Alteryx users to support you at every step of your journey. With seamless integration to data everywhere including platforms like Databricks, Snowflake, AWS, Google, SAP, and Salesforce, our platform helps unify siloed data and accelerate getting to insights. Visit Alteryx.com for more information, and to start your free trial.

Average Rating: 4.6/5.0

Total Reviews: 863

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
  • Twitter: @alteryx
    26,149 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    2,312 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Data Analyst, Analyst
  • Top Industries: Financial Services, Accounting
  • Company Size: 63% Large, 21% Medium

What Do G2 Reviewers Say About Alteryx?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use in Alteryx, finding it simple to automate tasks with drag and drop functionality.
  • Users value the automation capabilities of Alteryx, streamlining data processes and enhancing analytical efficiency.
  • Users find Alteryx to be very intuitive, making it easy for non-technical users to learn and utilize.
  • Users find that Alteryx's interface makes learning technology easy for everyone, even those without a tech background.
  • Users value Alteryx for its efficiency in managing data, streamlining workflows, and enhancing overall productivity.
Cons
  • Users highlight the expensive pricing of Alteryx, making it difficult for small teams or startups to afford licenses.
  • Users face a steep learning curve with Alteryx, requiring time to master its complex features.
  • Users find that Alteryx suffers from missing features, such as lack of direct database access and limited reporting tools.
  • Users find the learning difficulty of Alteryx steep, especially for those unfamiliar with RegEx and SQL.
  • Users experience slow performance with Alteryx, particularly when handling large workflows and during data wrangling tasks.

What Are Recent G2 Reviews of Alteryx?

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: 219

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: 8.7/10 (Category avg: 8.5/10)
  • Quality of Support: 8.6/10 (Category avg: 8.4/10)
  • Ease of Admin: 8.0/10 (Category avg: 8.5/10)

Who Is the Company Behind Dataiku?

  • Seller: Dataiku
  • Company Website:
  • Year Founded: 2013
  • HQ Location: New York, NY
  • Twitter: @dataiku
    22,917 Twitter followers
  • 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: 59% Large, 23% Medium

What Do G2 Reviewers Say About Dataiku?

AI-generated summary from verified user reviews

Pros
  • Users appreciate how Dataiku simplifies ML development, enabling quick training, evaluation, and understanding of data easily.
  • Users find Dataiku easy to use, simplifying ML development and helping detect opportunities and risks effortlessly.
  • Users value the ease of use in Dataiku, enabling collaboration and simplifying complex data processes for all skill levels.
  • Users appreciate the easy integrations of Dataiku, facilitating collaboration across diverse analytics tools and skill sets.
  • Users commend the productivity improvement brought by Dataiku’s visual recipes and robust tools for analytics projects.
Cons
  • Users find the learning curve steep, making it challenging for beginners to fully utilize Dataiku's advanced features.
  • Users find the steep learning curve challenging, especially for beginners navigating Dataiku's advanced features.
  • Users find the difficult learning curve challenging for beginners, impacting their ability to maximize the platform's potential.
  • Users face slow performance with Dataiku when managing large datasets, impacting efficiency and productivity.
  • Users find the pricing high for small companies and students, impacting accessibility for basic projects.

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: 4,094

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
  • Twitter: @AutomationAnywh
    55,050 Twitter followers
  • 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: 59% Large, 23% Medium

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

AI-generated summary from verified user reviews

Pros
  • Users praise the ease of use in Automation Anywhere Agentic Process Automation for simplifying RPA bot creation and management.
  • Users value the ease of automating repetitive tasks with Automation Anywhere, enhancing productivity and efficiency effortlessly.
  • Users appreciate the efficiency of Automation Anywhere, highlighting its ease of use and significant impact on productivity.
  • Users value the automation ease of Automation Anywhere, enabling non-coders to effortlessly build bots and streamline tasks.
  • Users appreciate the intuitive interface of Automation Anywhere, making automation easy and enhancing overall efficiency.
Cons
  • Users find Automation Anywhere's pricing model to be expensive and complex, which can be challenging for small teams.
  • Users find the steep learning curve challenging, especially for beginners navigating advanced features and debugging workflows.
  • Users find the missing features of Automation Anywhere Agentic Process Automation frustrating, limiting their workflow capabilities.
  • Users experience software bugs causing issues like errors in automation and problems with browser extensions.
  • Users often face bot issues including complex debugging and integration challenges, affecting overall usability and performance.

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

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

Wiro

Wiro is a unified AI API and generative AI infrastructure platform designed to help organizations build, deploy, and scale AI-powered applications through a single integration. The platform enables developers to access large language models (LLMs), AI image generation models, text-to-video and image-to-video models, speech-to-text systems, and real-time conversational AI through one standardized API. Wiro is particularly suited for teams building AI video generator apps, AI image generation tools, AI chatbots, voice assistant platforms, and other generative AI SaaS products. Instead of integrating multiple providers separately, developers can use Wiro as a centralized AI integration layer that abstracts GPU infrastructure, model hosting, and vendor management. Beyond simple API aggregation, Wiro supports model operationalization, including fine-tuning workflows (such as LoRA and DreamBooth), reusable AI pipelines, and RAG (retrieval-augmented generation) architectures. Teams can train custom models, deploy fine-tuned versions, and orchestrate multi-model workflows within the same application pipeline. This makes Wiro suitable for production AI deployment, multi-model orchestration, and scalable AI integration in real-world applications. The platform hosts and optimizes open-source foundation models on dedicated GPU infrastructure while also providing unified access to commercial AI providers such as OpenAI and Google. Its centralized architecture supports intelligent routing, workload scheduling, monitoring, and high-throughput API traffic management. Wiro operates on a transparent, usage-based pricing model where customers are billed per API request based on compute and token usage. This approach allows startups, SaaS companies, and enterprise teams to scale AI workloads without long-term infrastructure commitments. By combining unified AI APIs, model fine-tuning, workflow orchestration, and multi-provider integration, Wiro functions as an AI infrastructure layer and OpenAI alternative API for teams building AI video apps, AI image generation platforms, conversational AI systems, and production-ready generative AI solutions.

Average Rating: 4.9/5.0

Total Reviews: 28

How Do G2 Users Rate Wiro?

  • Ease of Use: 9.7/10 (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
  • Company Website:
  • Year Founded: 2023
  • HQ Location: San Francisco, CA
  • Twitter: @wiroai
    1,534 Twitter followers
  • 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 data analysis and statistical solution designed to assist users in exploring data, identifying trends, and making informed, data-driven decisions. This software caters to a diverse audience, ranging from beginners to seasoned analysts, by combining powerful statistical methods with an intuitive interface. This design approach simplifies complex analyses while ensuring depth and accuracy are not compromised. The capabilities of Minitab are extensive, encompassing a variety of statistical techniques such as descriptive statistics, hypothesis testing, regression analysis, ANOVA, time series analysis, design of experiments (DOE), reliability analysis, and predictive analytics. The software's guided workflows and Assistant feature are particularly beneficial, as they help users select appropriate tools, interpret results effectively, and communicate findings in a clear manner. This accessibility makes advanced analytics feasible for users across different skill levels, promoting a culture of data-driven decision-making within organizations. Minitab is available in both desktop and cloud-based versions, providing users with the flexibility to work from various locations while ensuring secure access to their data and analyses. The cloud version enhances collaboration among teams by allowing them to share projects and standardize analyses without the need for local installation. This feature is particularly advantageous for organizations with remote teams or those looking to streamline their analytical processes. The software also includes built-in data preparation tools that facilitate the cleaning and organization of data, which is crucial for accurate analysis. Furthermore, Minitab seamlessly integrates with other Minitab solutions and supports quality improvement methodologies such as Six Sigma. This integration helps organizations enhance their processes, reduce variation, and achieve measurable business outcomes. By providing a robust suite of tools and features, Minitab Statistical Software stands out as a valuable resource for organizations aiming to leverage data for strategic advantage.

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
  • Twitter: @Minitab
    5,017 Twitter followers
  • 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 of Minitab Statistical Software, enjoying its intuitive interface and efficient setup.
  • Users appreciate the ease of use of Minitab, enhancing their overall data analysis experience significantly.
  • Users value the user-friendly guides in Minitab, enhancing the ease of statistical analysis and improving overall experience.
  • Users find Minitab to have a user-friendly interface that simplifies statistical analysis and methodology selection.
  • Users value the robust analysis capabilities of Minitab, enabling effortless and detailed statistical evaluations for informed decision-making.
Cons
  • Users find Minitab's licensing fees expensive, making it difficult to justify for infrequent use.
  • Users find Minitab's steep learning curve challenging, often requiring more training and clearer guidance for effective use.
  • Users find the complexity of Minitab's interface and functionality hinders ease of use and workflow efficiency.
  • Users find Minitab's interface not user-friendly, citing outdated design and confusing menus that complicate the experience.
  • Users face data management issues in Minitab, complicating dataset handling and analysis processes.

What Are Recent G2 Reviews of Minitab Statistical Software?

What Are G2 Users Discussing About Minitab Statistical Software?

Clarifai

Clarifai is a leader in AI orchestration and development, helping organizations, teams, and developers build, deploy, orchestrate, and operationalize AI at scale. Clarifai’s cutting-edge AI workflow orchestration platform leverages today's modern AI technologies like Large Language Models (LLMs), Large Vision Models (LVMs), and Retrieval Augmented Generation (RAG), data labeling, inference, and more, and is available in cloud, on-premises, or hybrid environments. Founded in 2013, Clarifai has been used to build more than 1.5 million AI models with more than 400,000 users in 170 countries. Learn more at www.clarifai.com.

Average Rating: 4.3/5.0

Total Reviews: 72

How Do G2 Users Rate Clarifai?

  • Has the product been a good partner in doing business?: 8.6/10 (Category avg: 8.7/10)
  • Ease of Use: 8.3/10 (Category avg: 8.5/10)
  • Quality of Support: 8.2/10 (Category avg: 8.4/10)
  • Ease of Admin: 8.7/10 (Category avg: 8.5/10)

Who Is the Company Behind Clarifai?

  • Seller: Clarifai
  • Year Founded: 2013
  • HQ Location: Wilmington, Delaware
  • Twitter: @clarifai
    10,922 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    48 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 62% Small, 28% Medium

What Do G2 Reviewers Say About Clarifai?

AI-generated summary from verified user reviews

Pros
  • Users appreciate Clarifai for its impressive models and flexibility, enhancing image and video recognition effectively.
  • Users value the easy AI tools of Clarifai, enabling fast and accurate image and video recognition effortlessly.
  • Users value the model variety in Clarifai, enabling tailored solutions with impressive flexibility and ease of integration.
  • Users appreciate the cutting-edge AI integration of Clarifai, enabling accurate image and video recognition through customizable models.
  • Users appreciate the cutting-edge AI capabilities of Clarifai, especially for image and video recognition tasks.
Cons
  • Users find the platform expensive for small-scale developers, as costs can accumulate quickly with usage.
  • Users find the complexity of setup and documentation challenging, especially for newcomers to the platform.
  • Users find the learning curve steep for Clarifai, particularly for those new to machine learning platforms.
  • Users face a lack of resources, hindering accessibility for small-scale developers and non-profits seeking affordable options.
  • Users often find the poor documentation of Clarifai lacking detail, hindering their ability to maximize its features.

What Are Recent G2 Reviews of Clarifai?

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: 1,311

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
    391 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 find Phrase easy to use, appreciating its intuitive interface and helpful features that streamline project management.
  • Users find the intuitive interface of Phrase easy to navigate, making it ideal for beginners and experienced translators alike.
  • Users value the user-friendly interface of Phrase, which significantly enhances efficiency and simplifies localization workflows.
  • Users love the intuitive interface of Phrase, enhancing efficiency and collaboration in their localization workflows.
  • Users value the translation efficiency of Phrase, enjoying streamlined workflows and enhanced consistency across projects.
Cons
  • Users report translation issues with Phrase, citing poor AI accuracy and complexities in settings and outputs.
  • Users experience interface issues, with incomplete QA checks and limited features compared to other localization platforms.
  • Users criticize the expensive pricing structure of Phrase, which complicates budgeting for fluctuating workloads in translation.
  • Users highlight the poor interface design of Phrase, describing it as cluttered and lacking polish, leading to usability issues.
  • Users find poor usability in TMS, with confusing navigation and missing features that hinder efficiency.

What Are Recent G2 Reviews of Phrase?

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
  • Twitter: @B2Metric
    228 Twitter followers
  • 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?

  • Seller: Black Crow AI
  • HQ Location: New York, NY
  • Twitter: @BlackCrowAI
    288 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    73 employees on LinkedIn®

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 Inc.
  • Year Founded: 1976
  • HQ Location: Cary, NC
  • Twitter: @SASsoftware
    60,863 Twitter followers
  • 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 efficiency of Model Management, enabling seamless collaboration and automated processes for ML models.
  • Users appreciate the variety of model management features in SAS Model Manager that enhance collaboration and simplify workflows.
  • Users value the simplicity and efficiency of SAS Model Manager for managing classical ML models and analytics processes.
  • Users appreciate the automation capabilities of SAS Model Manager, significantly reducing time and effort in modeling processes.
  • Users value the collaboration features of SAS Model Manager, facilitating seamless sharing and teamwork on models.
Cons
  • Users often struggle with a steep learning curve due to navigational challenges in the documentation and resources.
  • Users find the complexity of SAS Model Manager challenging, affecting their ability to use it effectively.
  • Users face significant complexity issues with SAS Model Manager, making navigation and usability a challenge.
  • Users find difficult learning due to non-intuitive parameter tuning options and challenges in finding specific tweaks.
  • Users often struggle with difficult navigation in SAS Model Manager, making it challenging to locate necessary documentation.

What Are Recent G2 Reviews of SAS Model Manager?

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
  • Twitter: @Kili_Technology
    438 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    51 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 visualization of annotation projects on Kili.
  • Users love the ease of use of Kili's data labeling platform, appreciating its precise metrics and project visualization.
  • Users love the ease of use of Kili, making annotation projects straightforward and efficient.
  • Users value the variety of models available on Kili, enhancing their annotation projects with diverse options.
Cons
  • Users feel Kili lacks ample features, expressing a desire for more content in platform updates.
  • Users feel that Kili lacks adequate content updates, impacting their overall experience and functionality of the platform.

What Are Recent G2 Reviews of Kili?

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: 744

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
  • Twitter: @digitalocean
    221,611 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    2,476 employees on LinkedIn®
  • Ownership: NYSE: DOCN

Who Uses This Product?

  • Who Uses This: Software Engineer, CTO
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 83% Small, 12% Medium

What Do G2 Reviewers Say About DigitalOcean?

AI-generated summary from verified user reviews

Pros
  • Users enjoy the ease of use of DigitalOcean, praising its intuitive interface for quick and efficient setup.
  • Users value the cost-effective pricing of DigitalOcean, appreciating predictable costs and excellent service reliability.
  • Users appreciate the affordable pricing of DigitalOcean, allowing for budget-friendly VPS options with transparent costs.
  • Users value DigitalOcean for its user-friendly interface and predictable pricing, making cloud deployment accessible and efficient.
  • Users value the easy setup of DigitalOcean, allowing quick deployment of applications without complexity.
Cons
  • Users find the limited features of DigitalOcean's dashboard and analytics insufficient for comprehensive resource management.
  • Users find DigitalOcean relatively expensive, especially for scaling and in certain regions like Brazil.
  • Users find the missing advanced features and detailed analytics on DigitalOcean limiting for power users and deployments.
  • Users find resource limitations in DigitalOcean's storage and Linux distributions compared to competitors like Amazon S3 and Vultr.
  • Users experience usage limitations with DigitalOcean, especially regarding dashboard performance and lack of advanced metrics.

What Are Recent G2 Reviews of DigitalOcean?

What Are G2 Users Discussing About DigitalOcean?

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 and flexible data visualization capabilities of Spotfire Analytics, enhancing their data exploration experience.
  • Users appreciate the ease of use of Spotfire Analytics, enabling quick insights and effective decision-making with complex data.
  • Users appreciate the easy integrations of Spotfire Analytics, enhancing accuracy and enabling robust AI-powered analytics seamlessly.
  • Users rave about Spotfire's powerful analytics capabilities, enabling advanced data handling and insightful visualizations seamlessly.
  • Users love the transformative interactive visualizations of Spotfire, simplifying complex data for clear understanding across teams.
Cons
  • Users find Spotfire's steep learning curve challenging, particularly for those unfamiliar with data modeling and scripting.
  • Users find the learning difficulty significant, especially for beginners navigating advanced features and options in Spotfire.
  • Users find the licensing costs high, making Spotfire Analytics less accessible for smaller organizations.
  • Users often face a steep learning curve with Spotfire Analytics, making initial use challenging for newcomers.
  • Users note that there are limitations in data comparison and features, affecting usability and clarity of Spotfire Analytics.

What Are Recent G2 Reviews of Spotfire Analytics?

What Are G2 Users Discussing About Spotfire Analytics?

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