Best Machine Learning Software - Page 47

How Many Machine Learning Software Products Does G2 Track?

Total Products under this Category: 1,212

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
  • 15,600+ Authentic Reviews
  • 1,212+ 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 Dataiku.

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=dataiku)

IPercept

Who Is the Company Behind IPercept?

  • Seller: IPercept
  • Year Founded: 2019
  • HQ Location: Stockholm, SE
  • LinkedIn® Page: www.linkedin.com
    32 employees on LinkedIn®

Iponweb

IPONWEB is a global leader in building custom programmatic advertising and real-time bidding (RTB) solutions. With over two decades of experience, IPONWEB specializes in developing bespoke platforms that enable clients to efficiently manage and optimize their digital advertising operations. Key Features and Functionality: - Custom RTB Platforms: Tailored solutions for real-time bidding, allowing precise control over ad inventory and bidding strategies. - Data Management: Advanced tools for collecting, processing, and analyzing large volumes of advertising data to inform decision-making. - Integration Capabilities: Seamless integration with various demand-side platforms (DSPs), supply-side platforms (SSPs), and other ad tech components. - Scalability: Robust infrastructure designed to handle high traffic volumes and complex transactions without compromising performance. - Customization: Flexible architecture that can be adapted to meet the unique requirements of each client. Primary Value and Solutions Provided: IPONWEB addresses the challenges faced by companies in the digital advertising ecosystem by offering customized technology solutions that enhance operational efficiency, improve targeting accuracy, and maximize return on investment. By providing scalable and integrative platforms, IPONWEB empowers clients to navigate the complexities of programmatic advertising with confidence and precision.

Who Is the Company Behind Iponweb?

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Connect G2 to Claude or ChatGPT for answers grounded in G2's trusted reviews, comparisons, and pricing from real user insights.

How it works

Isotopes AI

Isotopes AI is an advanced artificial intelligence platform designed to revolutionize data analysis and decision-making processes across various industries. By leveraging cutting-edge machine learning algorithms and natural language processing capabilities, Isotopes AI enables organizations to extract meaningful insights from complex datasets, automate routine tasks, and enhance operational efficiency. Key Features and Functionality: - Data Integration: Seamlessly integrates with diverse data sources, allowing for comprehensive analysis and reporting. - Predictive Analytics: Utilizes sophisticated algorithms to forecast trends and outcomes, aiding in proactive decision-making. - Natural Language Processing (NLP): Processes and understands human language, facilitating intuitive interactions and data interpretation. - Automated Reporting: Generates detailed reports and visualizations, reducing manual effort and minimizing errors. - Scalability: Adapts to varying data volumes and business needs, ensuring consistent performance as organizations grow. Primary Value and Solutions: Isotopes AI addresses the challenge of managing and interpreting vast amounts of data by providing a robust platform that simplifies complex analyses. It empowers users to make informed decisions quickly, enhances productivity by automating repetitive tasks, and drives innovation through actionable insights. By implementing Isotopes AI, organizations can achieve a competitive edge in their respective markets, optimize resource allocation, and improve overall business outcomes.

Who Is the Company Behind Isotopes AI?

Iswim

iSWIM is an AI-powered platform designed to enhance swimming performance through detailed video analysis. By recording races across all strokes—breaststroke, freestyle, butterfly, and backstroke—users can utilize iSWIM to gain comprehensive insights into their technique and track improvements over time. The platform also facilitates remote coaching, allowing coaches to provide expert feedback and analysis to swimmers, either for free or for a fee. Key Features and Functionality: - Video Analysis: Users can record their races and analyze them using the app to identify strengths and areas for improvement. - Performance Tracking: The platform enables swimmers to monitor their progress and performance metrics over time. - Remote Coaching: Coaches can offer their expertise remotely by analyzing swimmers' videos and providing feedback. - Data-Driven Timer: The app includes a timer that provides analytics to help swimmers improve their timing and performance. - AI Integration: Advanced AI features, including a ChatGPT Coach, are available in premium plans to offer personalized coaching and insights. Primary Value and User Solutions: iSWIM addresses the need for accessible, detailed, and data-driven swimming performance analysis. By leveraging AI technology, it offers swimmers and coaches a convenient tool to enhance training effectiveness, monitor progress, and facilitate remote coaching relationships. This comprehensive approach empowers users to achieve their swimming goals with precision and efficiency.

Who Is the Company Behind Iswim?

IVISYS

Who Is the Company Behind IVISYS?

  • Seller: IVISYS
  • Year Founded: 2013
  • HQ Location: Sundbyberg, SE
  • LinkedIn® Page: www.linkedin.com
    35 employees on LinkedIn®

IVIX

IVIX uses AI to transform public data into insights, helping governments uncover hidden businesses and combat financial crime.

Who Is the Company Behind IVIX?

  • Seller: IVIX
  • HQ Location: New York, US
  • LinkedIn® Page: www.linkedin.com
    94 employees on LinkedIn®

JADBio AutoML

JADBio makes it easy and affordable for health-data analysts and life-science professionals to use data science to discover knowledge while reducing time and effort by combining a robust end-to-end machine learning platform with a wealth of capabilities, ranging from smart feature selection to the reuse of predictive models. JADBio’s healthcare purpose-built platform provides leading-edge AI tools and automation capabilities, enabling life-science professionals to build and deploy accurate and explainable predictive models with speed and ease, even if they have no data science expertise. The platform supports preprocessing and imputation of missing values; it selects the features and modeling, tunes for hyper-parameters, and effectively tests thousands of algorithmic configurations to identify the best ones to produce the final ML model. The platform estimates its predictive performance and produces a wealth of visualizations and reports. Customers have the ability to select multiple selected feature subsets that lead to equally predictive models, build their own advanced custom models using JADBio’s extensive content library, or take off the shelf models and customize them as their own. All produced models can be downloaded in executable form, applied to an external validation set, or run manually by feeding-in the observed value of the selected features. JADBio’s library contains thousands of algorithms and pre-built models that can predict common healthcare issues, but also novel features like causal discovery or survival prediction and other time-to-event outcomes. The pre-built elements and AutoML capabilities of JADBio provide a low-code option for health-data scientists, bioinformaticians, and organizations without internal data science expertise to analyze their health data easily and affordably. Meanwhile, the JADBio REST API allows for advanced users to leverage JADBio’s capabilities in their own applications or to automate their workflows and processes. By providing an end-to-end platform purpose-built for life-scientists, backed by research and development in Europe’s largest research centers, we allow customers to utilize their ever-growing biomedical data and put them into production within minutes.

Average Rating: 5.0/5.0

Total Reviews: 4

How Do G2 Users Rate JADBio AutoML?

  • Has the product been a good partner in doing business?: 8.3/10 (Category avg: 8.7/10)
  • Ease of Use: 8.8/10 (Category avg: 8.5/10)
  • Quality of Support: 9.6/10 (Category avg: 8.4/10)
  • Ease of Admin: 10.0/10 (Category avg: 8.5/10)

Who Is the Company Behind JADBio AutoML?

  • Seller: GnosisDA
  • Year Founded: 2013
  • HQ Location: Los Angeles, US
  • LinkedIn® Page: www.linkedin.com
    9 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 60% Medium, 40% Small

What Are Recent G2 Reviews of JADBio AutoML?

What Are G2 Users Discussing About JADBio AutoML?

Jaxon.ai

Jaxon’s an AI platform that guides data science teams through the research-design-build process. It combines formal reasoning with an LLM-driven agent to ensure data science teams adhere to best practices. Jaxon explores tradeoffs using simulations to quickly figure out what will work best for each use case. Jaxon continuously improves by accumulating usage patterns and retraining itself on what works and when.

Average Rating: 4.5/5.0

Total Reviews: 12

How Do G2 Users Rate Jaxon.ai?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 8.7/10)
  • Ease of Use: 7.9/10 (Category avg: 8.5/10)
  • Quality of Support: 7.9/10 (Category avg: 8.4/10)
  • Ease of Admin: 6.7/10 (Category avg: 8.5/10)

Who Is the Company Behind Jaxon.ai?

  • Seller: Jaxon.AI
  • Year Founded: 2017
  • HQ Location: Boston, US
  • LinkedIn® Page: www.linkedin.com
    34 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 58% Small, 25% Medium

What Are Recent G2 Reviews of Jaxon.ai?

JevModel

JevModel helps developers learn and try the Jev structured decision model in the browser. Run Choice, Score, or Noul questions with text or JSON, explore editable workflow presets, and follow in-depth guides in English or Chinese. No installation is required. After email verification, users can make up to five successful runs per UTC day and receive a one-time 100K-token grant. JevModel is an independent guide and workbench, not affiliated with TypeSafe AI.

Who Is the Company Behind JevModel?

Judgeai

JudgeAI is an advanced artificial intelligence platform designed to streamline and enhance the decision-making processes within the legal industry. By leveraging cutting-edge AI technologies, JudgeAI offers a suite of tools that assist legal professionals in analyzing case law, predicting case outcomes, and automating routine tasks, thereby increasing efficiency and accuracy in legal proceedings. Key Features and Functionality: - Case Law Analysis: Utilizes natural language processing to review and interpret vast amounts of legal documents, providing insights and summaries to support legal research. - Outcome Prediction: Employs machine learning algorithms to assess case details and predict potential outcomes, aiding lawyers in strategy development. - Task Automation: Automates repetitive tasks such as document drafting and scheduling, allowing legal professionals to focus on more complex aspects of their work. Primary Value and User Solutions: JudgeAI addresses the challenges of time-consuming legal research and the unpredictability of case outcomes by offering data-driven insights and automation tools. This empowers legal professionals to make informed decisions, reduce workload, and improve overall efficiency in their practice.

Who Is the Company Behind Judgeai?

Kalepa

Who Is the Company Behind Kalepa?

  • Seller: Kalepa
  • Year Founded: 2018
  • HQ Location: New York, US
  • LinkedIn® Page: www.linkedin.com
    65 employees on LinkedIn®
Shalaka Joshi
SJ
Researched and written by Shalaka Joshi
Updated April 9, 2026