Best Machine Learning Software - Page 24

How Many Machine Learning Software Products Does G2 Track?

Total Products under this Category: 1,246

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
  • 17,600+ Authentic Reviews
  • 1,246+ 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)

BioScout

Who Is the Company Behind BioScout?

  • Seller: BioScout
  • Year Founded: 2019
  • HQ Location: Marrickville, AU
  • LinkedIn® Page: www.linkedin.com
    35 employees on LinkedIn®

Blacklight

Innovating in cybersecurity with AI.​ Accelerating your detection and decision-making with cybersecurity software and advisory. We help you focus on managing risks outside of your control.

Who Is the Company Behind Blacklight?

  • Seller: OwlGaze
  • Year Founded: 2020
  • HQ Location: London, GB
  • LinkedIn® Page: www.linkedin.com
    13 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

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How it works

BlueGen.ai

BlueGen.ai is a synthetic data platform for organisations that cannot freely use or share their real data, such as hospitals, energy companies, statistics offices, universities and banks. It generates privacy-safe synthetic data from tabular, time-series, relational and longitudinal datasets so teams bound by GDPR can share data for research, build and test software, and train machine learning models without exposing the individuals behind the data. BlueGen is a TU Delft spin-off based in the Netherlands. The generation model learns from complete individuals. Every variable linked to a person, household or transaction goes into the model together, so it picks up how those variables relate. It then generates new individuals instead of masked or shuffled copies of real records. An analysis or model built on BlueGen synthetic data is designed to reach the same conclusions as one built on the real data, and the evaluation report shows whether it does. That report compares the synthetic data with its source on three fronts. Resemblance covers distributions, relationships between columns and missing-value patterns. For utility, the report runs the actual analysis or model on both datasets and compares the outcomes. The privacy section measures the risk that someone could recognise an individual from the source data or infer their attributes. For a survival analysis, for instance, the report shows the Kaplan-Meier curves and hazard ratio table for real and synthetic data. BlueGen handles the data structures common in healthcare, energy and the public sector: flat tables, time series such as smart meter and sensor readings, panel and longitudinal data with irregular measurements, and relational datasets with multiple linked tables, including combinations of these. The pipeline is built to preserve referential integrity across tables, survey skip patterns, the order of dates, hard constraints between variables, nested category hierarchies and columns with thousands of distinct categories. Typical use cases range from research and analytics to software testing and AI training. Research teams share synthetic data internally or with external analysts and can apply their findings to the real data afterwards. Development teams get representative test data that includes realistic outliers and invalid records, rule-based fields such as names and ID numbers, conditioned scenarios, and millions of rows for performance testing. An API supports automated test pipelines. Data science teams rebalance classes, generate more varied examples of rare cases and fill missing values representatively, which helps meet the accuracy and fairness requirements the EU AI Act sets for high-risk models. At Schneider Electric, adding BlueGen synthetic data to the training set raised prediction accuracy by more than 10%. BlueGen can run on-premise as a Docker container on your own infrastructure, with no internet access to the container, operated by your own team or by BlueGen through secured remote access. A secured environment hosted by BlueGen is also available. Organisations working with BlueGen include LROI, TU Eindhoven, the University of Amsterdam, IQVIA, Digital Dubai, CBS, EDF, Alliander and Schneider Electric.

Who Is the Company Behind BlueGen.ai?

BMP AI Technologies

BMP AI Technologies is a company specializing in artificial intelligence solutions designed to enhance business operations and decision-making processes. Their products leverage advanced machine learning algorithms to provide actionable insights, automate routine tasks, and improve overall efficiency. Key Features and Functionality: - Data Analysis and Interpretation: Utilizes sophisticated AI models to analyze complex datasets, uncover patterns, and generate predictive insights. - Process Automation: Automates repetitive tasks, reducing manual effort and minimizing errors. - Customizable Solutions: Offers tailored AI applications to meet specific industry needs and challenges. - Scalability: Designed to scale with business growth, ensuring consistent performance as data volumes increase. - User-Friendly Interface: Provides intuitive dashboards and reporting tools for easy interpretation of AI-generated insights. Primary Value and Solutions Provided: BMP AI Technologies addresses the need for businesses to harness the power of artificial intelligence to stay competitive in a data-driven world. By implementing their AI solutions, organizations can make informed decisions, optimize operations, and drive innovation. The company's offerings solve challenges related to data overload, inefficiency in manual processes, and the need for accurate predictive analytics, ultimately leading to improved productivity and profitability.

Who Is the Company Behind BMP AI Technologies?

Bond

Who Is the Company Behind Bond?

  • Seller: Bond
  • Year Founded: 2018
  • HQ Location: Little Rock, US
  • LinkedIn® Page: www.linkedin.com
    61 employees on LinkedIn®

Bookabout

BookAbout is an innovative platform designed to transform the book discovery process for readers. Leveraging advanced AI technology, it sifts through a vast database of over 500,000 titles to identify books that align precisely with users' specific queries. This approach moves beyond traditional search methods, offering a more intuitive and personalized experience for finding your next favorite read. Key Features and Functionality: - AI-Powered Search: Utilizes cutting-edge artificial intelligence to interpret user queries and match them with relevant books. - Extensive Database: Access to a comprehensive collection of over half a million books across various genres and topics. - User-Friendly Interface: Allows readers to input detailed or broad search terms, catering to both specific interests and general themes. - Continuous Updates: Regularly enhances its database and search algorithms to include the latest publications and improve recommendation accuracy. Primary Value and User Solutions: BookAbout addresses the common challenge readers face when overwhelmed by countless book options, making it difficult to find titles that truly resonate with their interests. By harnessing AI technology, the platform streamlines the search process, delivering personalized recommendations that align with individual preferences. This not only saves time but also enriches the reading experience by introducing users to books they might not have discovered otherwise. Whether you're seeking a specific topic or exploring new genres, BookAbout simplifies the journey to your next literary adventure.

Who Is the Company Behind Bookabout?

Borea AI

Borea AI is an innovative financial technology platform that leverages advanced artificial intelligence to democratize investing for retail investors. By providing institutional-level tools and insights, Borea AI empowers individuals to make informed investment decisions confidently. The platform's mission is to break down traditional barriers in the financial landscape, ensuring that expertise and resources are accessible to all, thereby enabling users to grow and protect their wealth effectively. Key Features and Functionality: - AI-Powered Stock Analysis: Utilizes deep learning models trained on extensive datasets, including company data, news articles, and technical analyses, to provide comprehensive stock ratings and price predictions. - Personalized Financial Assistant (BoreaGPT): Offers a user-friendly AI assistant that delivers customized financial advice and insights tailored to individual users' needs and goals. - Real-Time Market Data: Provides up-to-date information on market leaders, top movers, and trending stocks, enabling users to stay informed about market dynamics. - ETF and Index Tracking: Monitors and analyzes the performance of popular ETFs and market indices, offering a broad market perspective to users. - Community and Social Features: Allows users to follow other investors' portfolios and participate in investment-related discussions and tournaments, fostering a collaborative investment environment. Primary Value and User Solutions: Borea AI addresses the challenge of limited access to sophisticated investment tools by providing a transparent and accessible platform for all investors. By simplifying complex financial data through AI-driven insights, it enables users to make informed decisions without requiring deep financial expertise. This empowerment allows individuals to take control of their financial journeys, aligning investment strategies with personal goals and risk tolerance. Ultimately, Borea AI aims to level the playing field in the investment world, offering equal opportunities for wealth growth and protection to every user.

Who Is the Company Behind Borea AI?

Braintoy

Who Is the Company Behind Braintoy?

  • Seller: Braintoy
  • Year Founded: 2018
  • HQ Location: Calgary, CA
  • LinkedIn® Page: www.linkedin.com
    14 employees on LinkedIn®

BrandLock

Brandlock provides a powerful suite of tools dedicated to maximizing Conversion Rate Optimization (CRO). Move beyond simple A/B testing with a platform that helps you eliminate branding inconsistencies, prevent customer journey hijacking, and gain actionable insights. By ensuring a secure and on-brand experience, Brandlock builds trust with your audience and directly contributes to higher conversion rates. Not all traffic is created equal. BrandLock,based in North Bergen, NJ, USA, gives you the granularity to look beyond vanity metrics, pinpoint shopper behaviors that matter and tackle the leaks that hit your revenue hardest Intelligently Engage Every Shopper Segment with Brandlock 1. Hijacked Shopper Shoppers whose browsers have been compromised by malicious ad injections that lure them away from your site. These counterfeit ads steal conversions directly, leading to lost sales and diminished marketing ROI. Brandlock detects and blocks these malicious ads in real-time, keeping the shopper engaged on your site and securing your revenue. 2. Extension Shopper Deal-seeking shoppers who use browser extensions (like Honey, CapitalOne or Rakuten) that automatically apply coupons. These extensions erode profit margins, slow site performance and falsely claim affiliate payouts for traffic they didn't generate. We prevent unauthorized extensions from firing, protecting your margins and ensuring you only pay for legitimate affiliate referrals. 3. Wrong Coupon Shopper Shoppers who have a negative experience when trying to redeem an invalid or expired promo code. Entering a faulty code often leads directly to cart abandonment and brand dissatisfaction. We automatically offer a valid, site-approved coupon to recover the sale and turn a moment of frustration into a positive experience. 4. Frustrated Shopper Users who exhibit behavioural signals of high friction and are 90% less likely to convert than the average customer. Factors like site navigation issues or simply seeking a better deal cause them to abandon their journey. Our ML model identifies these users and serves targeted notifications to re-engage them, effectively guiding them back to complete their purchase 5. Hesitant Shopper High-intent shoppers who spend significant time on site but fail to add items to their cart. This segment typically loses interest after ~11 minutes, representing a major leak in your conversion funnel. We engage them with a timely offer before they disengage, capturing valuable intent and driving them toward a first conversion. 6. Wishlist Shopper Shoppers who use their cart as a curation tool but remove items at checkout to meet a budget. This behaviour drastically lowers your Average Order Value (AOV) and results in lost sales on desired items. We trigger a smart incentive to encourage keeping all items in the cart, significantly boosting AOV and overall revenue. Why Choose Brandlock: Protect Acquired Revenue: Stop losing acquired shoppers to hijackers & extensions Increase Conversion Rate (CRO): Systematically eliminate points of friction that cause abandonment. Boost Average Order Value (AOV): Implement smart incentives that increase cart size without eroding margins. Enhance Brand Experience: Turn moments of frustration into moments of delight, building loyalty and trust. Trusted by leading eCommerce brands - including Puma, G/Fore, Fila, Vans, The North Face, Bose, Cartier, Sephora, Murad, Stella McCartney, Jabra and Staples, to name a few - we empower retailers to protect every shopper’s journey and unlock measurable growth. Your brand could be next. Trusted by top-tier brands like Sephora, Jabra, Staples, Cartier, Fila, Murad and many more. Brandlock is the go-to solution for combating sophisticated online threats. Our platform empowers e-commerce companies to take control of their digital presence and deliver seamless, distraction-free customer journeys.

Who Is the Company Behind BrandLock?

  • Seller: Brandlock
  • Year Founded: 2013
  • HQ Location: North Bergen, US
  • LinkedIn® Page: www.linkedin.com
    48 employees on LinkedIn®

b-rayZ

Who Is the Company Behind b-rayZ?

  • Seller: b-rayZ
  • Year Founded: 2019
  • HQ Location: Schlieren, CH
  • LinkedIn® Page: www.linkedin.com
    23 employees on LinkedIn®

Brew AI

Brew AI is an innovative platform designed to revolutionize the brewing industry by integrating advanced artificial intelligence technologies into the brewing process. It offers a suite of tools that assist brewers in optimizing recipes, predicting fermentation outcomes, and managing production schedules, thereby enhancing efficiency and product quality. Key Features and Functionality: - Recipe Optimization: Utilizes AI algorithms to analyze and suggest improvements to brewing recipes, ensuring consistency and desired flavor profiles. - Fermentation Prediction: Provides predictive analytics to forecast fermentation behavior, helping brewers anticipate and address potential issues proactively. - Production Management: Offers tools for scheduling and monitoring brewing processes, facilitating streamlined operations and resource allocation. Primary Value and Solutions: Brew AI addresses common challenges in the brewing industry, such as maintaining product consistency, reducing waste, and improving operational efficiency. By leveraging AI-driven insights, brewers can make data-informed decisions, leading to higher quality products and increased customer satisfaction.

Who Is the Company Behind Brew AI?

  • Seller: Brew AI
  • Year Founded: 2020
  • HQ Location: Sydney, AU
  • LinkedIn® Page: www.linkedin.com
    5 employees on LinkedIn®
Shalaka Joshi
SJ
Researched and written by Shalaka Joshi
Updated April 9, 2026