Best Machine Learning Software - Page 75

How Many Machine Learning Software Products Does G2 Track?

Total Products under this Category: 1,196

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
  • 1,196+ 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)

AI can help you find the answers. G2 helps you trust them.

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

How it works

TidalX AI

Who Is the Company Behind TidalX AI?

  • Seller: TidalX AI
  • Year Founded: 2024
  • HQ Location: Mountain View, US
  • LinkedIn® Page: www.linkedin.com
    39 employees on LinkedIn®

TimeComplexity.ai

TimeComplexity.ai analyzes runtime complexity, providing crucial insights to optimize your code performance.

Who Is the Company Behind TimeComplexity.ai?

TIMi

TIMi is the most efficient Data Science and Data Processing Platform. Since 2007, we have been creating and improving the most powerful framework to push the barriers of analytics, predictive analytics, AI and Big Data, while offering a helpful, fast and friendly environment. The TIMi Suite consists of four tools: 1. Anatella (Analytical ETL, Data Prep & Big Data), 2. Modeler (Auto-ML / Automated Predictive Modelling / Automated-AI), 3. StarDust (3D Segmentation) 4. Kibella (BI Dashboarding solution). TIMi dominates the Data Science market: In the "Summer 2022 - Momentum Report” from G2, in the “Data Science” category, TIMi has the #1 rank: TIMi is the Data Science solution with both the highest market growth and the highest customer-satisfaction! More about this subject here: https://timi.eu/blog/timi-the-number-one-data-science-platform/

Average Rating: 4.8/5.0

Total Reviews: 50

How Do G2 Users Rate TIMi?

  • Has the product been a good partner in doing business?: 9.1/10 (Category avg: 8.7/10)
  • Ease of Use: 8.9/10 (Category avg: 8.5/10)
  • Quality of Support: 9.1/10 (Category avg: 8.4/10)
  • Ease of Admin: 8.0/10 (Category avg: 8.5/10)

Who Is the Company Behind TIMi?

  • Seller: TIMi SPRL
  • Year Founded: 2007
  • HQ Location: Brussels
  • Twitter: @TIMiSuite
    3,532 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    86 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Information Technology and Services, Banking
  • Company Size: 40% Small, 32% Large

What Do G2 Reviewers Say About TIMi?

AI-generated summary from verified user reviews

Pros
  • Users highlight the exceptional customer support from the TIMi team, noting their quick response times and helpfulness.
  • Users find TIMi easy to use, thanks to its intuitive design and quick learning curve.
  • Users appreciate TIMi's user-friendly interface and exceptional support, making data transformation quick and efficient.
  • Users value the fast and intuitive automation capabilities of TIMi, streamlining data transformations and analyses effectively.
  • Users value the intuitive charting features of TIMi, enabling efficient data visualization and analysis.

What Are Recent G2 Reviews of TIMi?

What Are G2 Users Discussing About TIMi?

Toloka Platform

Toloka is a global leader in expert-curated data for AI development, headquartered in Amsterdam (Netherlands). With over a decade of experience, the company recently secured a strategic investment led by Bezos Expeditions, the investment arm of Jeff Bezos, with participation from Mikhail Parakhin — CTO of Shopify and board advisor to GenAI leaders like Perplexity, Liquid.ai, and Recraft, to scale its mission of building safe, human-centric AI. Toloka bridges the gap between raw data and model performance for tech giants and frontier AI labs. The platform provides a specialized human-in-the-loop (HITL) environment for RLHF (Reinforcement Learning from Human Feedback), instruction tuning, model evaluation, and much more. Key features include an expert network of thousands of contributors across 90+ domains, an AI-powered assistant for rapid project setup, and support for different types of data including text, image, video, and audio. Toloka solves the data quality bottleneck by delivering high-precision, human-verified dataset annotation. Its primary value lies in its ability to handle complex reasoning, coding, and safety tasks that automated-only systems cannot, ensuring AI models are not only accurate but also helpful, safe, and contextually aware. Languages Supported: Software Interface: English. Technical Documentation: English. Data Capabilities: Supports 40+ languages and 100+ countries for data labeling and expert tasks.

Average Rating: 4.0/5.0

Total Reviews: 1

How Do G2 Users Rate Toloka Platform?

  • Ease of Use: 8.3/10 (Category avg: 8.5/10)

Who Is the Company Behind Toloka Platform?

  • Seller: Toloka
  • Year Founded: 2014
  • HQ Location: Amsterdam, North Holland, Netherlands
  • LinkedIn® Page: www.linkedin.com
    1,061 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Toloka Platform?

Toqua

Who Is the Company Behind Toqua?

  • Seller: Toqua
  • Year Founded: 2020
  • HQ Location: Ghent, BE
  • LinkedIn® Page: www.linkedin.com
    12 employees on LinkedIn®

Trackstar

TrackStar AI is an advanced machine learning platform designed to revolutionize the lending industry by providing predictive credit technology. Leveraging nearly two decades of dispute data encompassing 30 million data points, TrackStar AI offers financial institutions a powerful tool to assess and predict consumers' future lending qualifications. By integrating seamlessly into existing lending platforms, consumer finance applications, and point-of-sale financing systems, it enables lenders to make more informed decisions, reduce acquisition costs, and uncover new revenue streams. Key Features and Functionality: - Predictive API Integration: Utilizes a proprietary API that analyzes extensive credit data to predict a consumer's future lending potential, allowing for more accurate and personalized loan offers. - Error Detection and Correction: Identifies probable errors in credit reports, enhancing the accuracy of consumer credit profiles and reducing the risk of lending based on incorrect information. - Alternative Data Utilization: Employs alternative data sources to expand the pool of credit-qualified candidates within a lender's existing database, thereby increasing approval rates and reducing reliance on external lead aggregators. - Compliance and Security: Ensures adherence to industry standards and regulations, including PCI-DSS, GDPR, and CCPA, safeguarding consumer data and maintaining trust. Primary Value and Solutions Provided: TrackStar AI addresses critical challenges in the lending industry by enhancing the accuracy and efficiency of credit assessments. It enables lenders to identify and correct errors in credit reports, leading to more reliable lending decisions. By leveraging predictive analytics and alternative data, the platform increases the number of approved applications, reduces acquisition costs, and minimizes financial volatility. Additionally, it helps financial institutions maintain compliance with regulatory standards, thereby mitigating legal risks and fostering customer trust.

Who Is the Company Behind Trackstar?

TrainHQ

Who Is the Company Behind TrainHQ?

  • Seller: TrainHQ
  • Year Founded: 2022
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    16 employees on LinkedIn®

transmetrics.ai

Transmetrics is an advanced AI platform designed exclusively for the logistics and supply chain industry. By harnessing the power of machine learning and predictive analytics, Transmetrics optimizes transport planning, enhances operational efficiency, and reduces environmental impact. The platform seamlessly integrates with existing systems, providing logistics companies with actionable insights to improve decision-making and profitability. Key Features and Functionality: - Data Cleansing and AI Enrichment: Transmetrics connects with TMS, ERP, and asset management systems to extract and enhance data quality using machine learning algorithms. This process addresses issues like missing values, duplications, and outliers, ensuring reliable data for analysis. - Advanced Analytics: The platform offers detailed historical reporting on operational performance, providing visibility into trends and inefficiencies. - Predictive Forecasting: Utilizing unique AI algorithms, Transmetrics combines historical shipment data with external factors to forecast future demand, enabling proactive responses to market dynamics. - Optimization Models: The system integrates decision-making models across various business lines, addressing challenges related to capacity, volatility, and margins through predictive planning. Primary Value and Solutions Provided: Transmetrics empowers logistics companies to become truly data-driven by transforming raw data into actionable insights. The platform's predictive capabilities allow businesses to anticipate demand fluctuations, optimize resource allocation, and reduce operational costs. By automating tedious tasks and improving data quality, Transmetrics enhances fleet KPIs, cuts costs, and increases revenue. Additionally, the platform contributes to environmental sustainability by streamlining transportation networks, leading to a significant reduction in CO₂ emissions.

Who Is the Company Behind transmetrics.ai?

  • Seller: Transmetrics
  • HQ Location: N/A
  • Twitter: @Transmetrix
    778 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®
Shalaka Joshi
SJ
Researched and written by Shalaka Joshi
Updated April 9, 2026