Best Machine Learning Software - Page 64

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
  • 15,400+ 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)

Q-CTRL Boulder Opal

room quantum computing to quantum sensing in defense, Q-CTRL deploys our world-leading expertise in quantum control engineering as intuitive software to help make quantum technology useful. Our unique software helps solve today’s biggest challenges for quantum technology in the NISQ era and beyond; noise and decoherence. Quickly build intuition for the impact of noise and errors in quantum computers with Q-CTRL, and deploy our expert solutions to stabilize real hardware.

Who Is the Company Behind Q-CTRL Boulder Opal?

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QFlow.ai

QFlow delivers advanced BizOps capabilities out of the box: multi-quarter scenario forecasting, GTM stats for revenue waterfalls, and ML-driven analysis of performance drivers with views that are impossible in Salesforce, marketing automation systems, and data warehouses. All without the need for additional analysts, engineers, or ML experts. All via an interface easily understood by busy CxOs, including bullet points and generative text.

Average Rating: 4.8/5.0

Total Reviews: 5

How Do G2 Users Rate QFlow.ai?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 8.7/10)
  • Ease of Use: 9.0/10 (Category avg: 8.5/10)
  • Quality of Support: 10.0/10 (Category avg: 8.4/10)
  • Ease of Admin: 8.3/10 (Category avg: 8.5/10)

Who Is the Company Behind QFlow.ai?

  • Seller: QFlow.ai
  • Year Founded: 2020
  • HQ Location: San Francisco, California, United States
  • LinkedIn® Page: www.linkedin.com
    10 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 60% Small, 40% Medium

What Are Recent G2 Reviews of QFlow.ai?

Qubole

Qubole is the open data lake company that provides a simple and secure data lake platform for machine learning, streaming, and ad-hoc analytics. No other platform provides the openness and data workload flexibility of Qubole while radically accelerating data lake adoption, reducing time to value, and lowering cloud data lake costs by 50 percent. Qubole’s Platform provides end-to-end data lake services such as cloud infrastructure management, data management, continuous data engineering, analytics, and machine learning with near-zero administration. Qubole is trusted by leading brands such as Expedia, Disney, Oracle, Gannett and Adobe to spur innovation and to transform their businesses for the era of big data. For more information, visit us at www.qubole.com.

Average Rating: 4.0/5.0

Total Reviews: 237

How Do G2 Users Rate Qubole?

  • Has the product been a good partner in doing business?: 8.1/10 (Category avg: 8.7/10)
  • Ease of Use: 7.8/10 (Category avg: 8.5/10)
  • Quality of Support: 7.9/10 (Category avg: 8.4/10)
  • Ease of Admin: 7.6/10 (Category avg: 8.5/10)

Who Is the Company Behind Qubole?

  • Seller: Qubole
  • Year Founded: 2011
  • HQ Location: Santa Clara, CA
  • LinkedIn® Page: www.linkedin.com
    23 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Software Engineer, Data Scientist
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 51% Large, 44% Medium

What Are Recent G2 Reviews of Qubole?

What Are G2 Users Discussing About Qubole?

Quris-AI

Quris-AI is a pioneering biotechnology company that leverages artificial intelligence and advanced genomic technologies to revolutionize drug development. By integrating AI-driven predictive models with patient-derived tissue samples, Quris-AI aims to enhance the accuracy and efficiency of preclinical drug testing, reducing the reliance on animal models and increasing the likelihood of clinical success. Key Features and Functionality: - AI-Powered Drug Testing: Utilizes machine learning algorithms to predict drug efficacy and safety, streamlining the preclinical testing phase. - Patient-on-a-Chip Technology: Employs microfluidic devices that mimic human organ systems, allowing for more accurate simulation of human responses to drugs. - Data-Driven Insights: Analyzes vast datasets to identify potential drug candidates and optimize therapeutic strategies. - Reduced Animal Testing: Offers an ethical and more predictive alternative to traditional animal testing methods. Primary Value and User Solutions: Quris-AI addresses the high failure rates and ethical concerns associated with conventional drug development processes. By providing a more accurate and humane testing platform, it enables pharmaceutical companies to identify promising drug candidates earlier, reduce development costs, and accelerate the time-to-market for new therapies. This approach not only enhances patient safety but also increases the overall efficiency and success rates of drug development pipelines.

Who Is the Company Behind Quris-AI?

Qwen

Aliyun’s guide on their vision AI studio tools for building and deploying vision-language models.

Who Is the Company Behind Qwen?

Ramanlabs

Ramanlabs is a technology company based in Chandigarh, India, dedicated to enabling machine learning (ML) applications on consumer-grade hardware with minimal software requirements. Their focus is on providing high-speed, pre-trained ML modules with a minimalist API, making it accessible for developers, hobbyists, and tinkerers to integrate advanced ML functionalities into their existing applications. Key Features and Functionality: - Speed: Achieves real-time performance even with high-resolution data on standard consumer CPUs. - Simplicity: Offers a clean and minimalistic API, allowing integration of ML modules with just a few lines of code. - Robustness: Designed to handle large-scale and resolution variations, effectively processing both selfie videos and high-resolution footage. - Versatility: Operates with Python 3 and Numpy, enabling deployment across various platforms, from Virtual Private Servers (VPS) to local systems. - Adaptability: Scales performance based on the computing power of the system, utilizing powerful CPUs or GPUs for larger workloads to minimize latency. Primary Value and User Solutions: Ramanlabs addresses the challenge of integrating machine learning capabilities into applications without the need for extensive computational resources or complex software setups. By offering high-speed, pre-trained ML modules with a straightforward API, they empower users to enhance their applications with advanced ML functionalities efficiently. This approach democratizes access to machine learning, enabling a broader range of users to leverage ML technologies without significant investment in specialized hardware or software development.

Who Is the Company Behind Ramanlabs?

RationalGo

RationalGo is an AI platform that helps founders, creators, and small businesses build websites and reach potential customers from one workspace. Users can create and publish landing pages, online stores, booking sites, dashboards, and internal tools by describing what they need in plain language. No coding is required, and changes can be made through conversational instructions. Beyond website creation, RationalGo helps businesses find prospects, run email outreach, automate follow-ups, and manage replies. Its AI social media manager creates and schedules posts in a brand’s voice across Instagram, LinkedIn, and Facebook, and responds to comments and direct messages. By combining website building, customer outreach, and social media management, RationalGo helps businesses launch their online presence and manage ongoing marketing with less manual work.

Who Is the Company Behind RationalGo?

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