Best Machine Learning Software - Page 74

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)

TANGOS AI

Tangos is the autonomous investigation platform for financial crime and adversarial risk. The threat has changed. Adversarial operations now run on the same frontier AI everyone else is racing to adopt. They are faster, cheaper to operate, and harder to see. They don't attack your rules. They attack your seams: the gaps between identity, payments, and compliance, the handoffs between systems. The distance between how attacks are waged and how they're investigated is widening. The old model measured effort. Headcount, checkboxes, alerts reviewed. We measure whether the crime was caught. Tangos deploys autonomous specialists that own the investigation end to end. From alert to examiner-ready. They construct evidence, trace every source, and deliver conclusions strong enough to stand in front of a regulator. The full answer, with a full audit trail. Not another alert to review. Every investigation is governed: bounded, explainable, and accountable. Because in enforcement-grade environments, AI that can't be audited can't be trusted. Our team brings together two rare profiles. People who have actually hunted financial crime and adversarial operations inside banks, intelligence agencies, and enforcement bodies. And engineers native to what AI can now do. We work with banks, clearing houses, exchanges, digital marketplaces, and government agencies. If your job is catching financial crime and adversarial risk, Tangos was built for you. Threats caught. Cases closed. Answers delivered. tangos.ai

Who Is the Company Behind TANGOS AI?

tasq.ai

Tasq.ai – The Production-First AI Data Optimization Platform 95% of AI models lose accuracy within 6 months of deployment due to data drift and edge cases. Real-world edge cases, data drift, and unlabeled anomalies introduce blind spots that degrade performance over time. Most platforms stop at training data, leaving production environments without the tools to maintain or improve model precision. Tasq.ai fills this critical gap. It is the only platform purpose-built to optimize AI systems in production, maintaining +95% model accuracy in production. Through continuous enrichment loops, Tasq.ai identifies data quality issues in real-time, routes them through hybrid workflows combining AI and human expertise, and feeds corrected data back into the live pipeline. This reduces manual data correction by 80%, keeps models sharp, accurate, and responsive to changing conditions. Trusted by +30 enterprise teams processing over 1B data points across Fortune 500 companies. Core Differentiators: * Live Production Optimization Detects and resolves data issues in real-time to prevent model decay * Enrichment Loops Creates closed feedback cycles that improve data quality continuously * Hybrid AI + Human Workflows Distributes tasks intelligently across ML models and global experts * Business-Level Visibility Tracks ROI, accuracy trends, and operational KPIs * Multi-Modal, Elastic Processing Handles text, image, video, and audio with scalable infrastructure * Seamless MLOps Integration Easily connects to existing systems with minimal setup Best Fit For: E-commerce teams refining catalog accuracy, content platforms maintaining moderation quality, robotic companies improving perception systems and edge-case handling, and retailers matching products across complex formats Why Tasq.ai Works Better: * Compared to labeling tools: We optimize deployed models instead of just preparing training data and prevent costly model retraining cycles. * Compared to generic MLOps: We add built-in quality control through enrichment. * Compared to internal solutions: We offer faster implementation with enterprise-grade scale at better costs.

Who Is the Company Behind tasq.ai?

  • Seller: Tasq.ai
  • Year Founded: 2019
  • HQ Location: Tel Aviv, IL
  • LinkedIn® Page: www.linkedin.com
    24 employees on LinkedIn®

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How it works

Tazi

TAZI is an Adaptive Machine Learning platform serving business users. TAZI has been chosen as a Cool Vendor in Core AI Technologies by Gartner and is cited as a Responsible, Explainable AI vendor in various analyst reports. Also, Data Science Central considered TAZI as "The Next Generation of Auto ML”. TAZI platform is based on an architecture combining 30+ years of experience and 23 patents in AI. TAZI enables business experts (and data scientists) to easily create, update, deploy and take actions with ML. TAZI models are understandable and learn continuously from streaming data and humans. TAZI helps insurance, retail, pharma, health, finance, manufacturing, and telco industries in making smarter business decisions via democratizing AI. TAZI provides various solutions such as customer retention, churn prediction, sales forecasting, and demand prediction to many companies including Fortune 500 from its offices in San Francisco and Istanbul. We enable human and machine intelligence to work together!

Average Rating: 4.8/5.0

Total Reviews: 2

How Do G2 Users Rate Tazi?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 8.7/10)
  • Ease of Use: 9.2/10 (Category avg: 8.5/10)
  • Quality of Support: 9.2/10 (Category avg: 8.4/10)

Who Is the Company Behind Tazi?

Who Uses This Product?

  • Company Size: 50% Large, 50% Small

What Are Recent G2 Reviews of Tazi?

TeachEdge.ai

Average Rating: 4.5/5.0

Total Reviews: 1

How Do G2 Users Rate TeachEdge.ai?

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

Who Is the Company Behind TeachEdge.ai?

Who Uses This Product?

  • Company Size: 100% Large

What Are Recent G2 Reviews of TeachEdge.ai?

TeachFX

Who Is the Company Behind TeachFX?

  • Seller: TeachFX
  • Year Founded: 2017
  • HQ Location: Menlo Park, US
  • LinkedIn® Page: www.linkedin.com
    20 employees on LinkedIn®

Tenyks

Tenyks.ai is an innovative MLOps platform that empowers computer vision teams to expedite the development of production-ready models. With its state-of-the-art features, Tenyks.ai enables users to host data securely in their enterprise cloud storage and expedite the loading of datasets. By visualizing, identifying, and correcting data issues, users can ensure the integrity and quality of their datasets.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate Tenyks?

  • Ease of Use: 10.0/10 (Category avg: 8.5/10)
  • Quality of Support: 10.0/10 (Category avg: 8.4/10)

Who Is the Company Behind Tenyks?

  • Seller: Tenyks
  • Year Founded: 2019
  • HQ Location: Cambridge, England, United Kingdom
  • LinkedIn® Page: www.linkedin.com
    14 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Tenyks?

Terion

Terion is an advanced AI-driven platform designed to enhance business operations by automating complex processes and providing insightful analytics. By leveraging cutting-edge machine learning algorithms, Terion enables organizations to streamline workflows, improve decision-making, and drive innovation across various industries. Key Features and Functionality: - Process Automation: Automates repetitive tasks, reducing manual effort and increasing operational efficiency. - Data Analytics: Offers comprehensive data analysis tools to uncover valuable insights and trends. - Customizable Solutions: Provides tailored AI models to meet specific business needs and objectives. - Scalability: Adapts to businesses of all sizes, ensuring seamless integration and growth. - User-Friendly Interface: Features an intuitive design for easy navigation and accessibility. Primary Value and Problem Solved: Terion addresses the challenge of managing complex business processes by offering a solution that automates tasks and delivers actionable insights. This leads to increased productivity, reduced operational costs, and informed strategic decisions, empowering businesses to stay competitive in a rapidly evolving market.

Who Is the Company Behind Terion?

  • Seller: Terion
  • Year Founded: 2015
  • HQ Location: St Louis Park, US
  • LinkedIn® Page: www.linkedin.com
    35 employees on LinkedIn®

Tezeract

Who Is the Company Behind Tezeract?

  • Seller: Tezeract
  • Year Founded: 2021
  • HQ Location: KARACHI, PK
  • LinkedIn® Page: www.linkedin.com
    27 employees on LinkedIn®

Thalox

thalox provides a software as an integration for HubSpot, to help marketers identify the right audience to target in their email campaigns, deliver personalised messages, and bring more qualified leads to sales. All this is possible thanks to predictive analytics. Based on their past activity, Thalox can predict how a contact is likely to engage with email marketing campaigns. Each contact has a Thalox Engagement Score - an AI powered predictive scoring for email engagement.

Who Is the Company Behind Thalox?

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