Best Machine Learning Software - Page 71

How Many Machine Learning Software Products Does G2 Track?

Total Products under this Category: 1,247

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
  • 18,200+ Authentic Reviews
  • 1,247+ 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)

Sedai

Sedai goes beyond recommendations. Our platform takes action to autonomously manage and optimize your cloud resources, without manual intervention. It analyzes your production environment to find cost and reliability optimization opportunities in real time — learning from behavior patterns and adapting to new releases. Under the hood, Sedai uses deep reinforcement learning to predict the impact of potential optimizations, enabling the platform to take these actions safely. Sedai's unique approach makes it the only way way to manage and optimize the cloud at scale. Unlike conventional automation, Sedai doesn't follow fixed rules and scripts. Instead, it acts like an experienced SRE: incrementally adjusting the configuration of your resources until the exact point where performance or availability would be impacted. The result? Sedai has executed more than 25 million autonomous actions in production — with 0 incidents. Ready to save 30–50% on your cloud costs? Visit sedai.io to speak with our cloud optimization experts.

Average Rating: 4.5/5.0

Total Reviews: 4

How Do G2 Users Rate Sedai?

  • Has the product been a good partner in doing business?: 6.7/10 (Category avg: 8.7/10)
  • Ease of Use: 7.9/10 (Category avg: 8.5/10)
  • Quality of Support: 7.5/10 (Category avg: 8.4/10)
  • Ease of Admin: 8.3/10 (Category avg: 8.5/10)

Who Is the Company Behind Sedai?

  • Seller: Sedai
  • Company Website:
  • Year Founded: 2018
  • HQ Location: Pleasanton, California, United States
  • LinkedIn® Page: www.linkedin.com
    156 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Medium, 50% Small

What Are Recent G2 Reviews of Sedai?

What Are G2 Users Discussing About Sedai?

Seebo

Seebo's cloud-based software combines tools for IoT Modeling, Simulation, Execution, and Behavior Analytics into pre-packaged business solutions that address new product innovation, product resilience, venue operational excellence, and data-driven services.

Average Rating: 4.5/5.0

Total Reviews: 1

How Do G2 Users Rate Seebo?

  • Ease of Use: 8.3/10 (Category avg: 8.5/10)
  • Quality of Support: 6.7/10 (Category avg: 8.4/10)

Who Is the Company Behind Seebo?

  • Seller: Seebo
  • Year Founded: 2012
  • HQ Location: Tel Aviv-Yaffo, IL
  • LinkedIn® Page: www.linkedin.com
    15 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Large

What Are Recent G2 Reviews of Seebo?

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SelieeAI

Neeblo is a software and AI technology company building SaaS products and intelligent digital solutions that help businesses and agencies automate workflows, build digital experiences, create content, and grow online.

Who Is the Company Behind SelieeAI?

Sensa

Sensa is an advanced anti-money laundering (AML) platform developed by Ayasdi, designed to enhance financial institutions' ability to detect and prevent illicit activities. By leveraging cutting-edge machine learning and topological data analysis, Sensa offers a comprehensive solution that addresses the complexities of modern financial crimes. Key Features and Functionality: - Advanced Machine Learning Algorithms: Utilizes sophisticated models to identify complex patterns and anomalies indicative of fraudulent activities. - Topological Data Analysis: Applies unique analytical techniques to uncover hidden relationships within vast datasets, enhancing detection capabilities. - Automated Alert Prioritization: Streamlines the investigation process by ranking alerts based on risk, allowing for efficient resource allocation. - Regulatory Compliance Support: Ensures adherence to evolving AML regulations by providing comprehensive reporting and audit trails. - Scalable Architecture: Designed to handle large volumes of data, making it suitable for institutions of varying sizes. Primary Value and Problem Solved: Sensa addresses the critical challenge of detecting and preventing financial crimes in an increasingly complex and data-rich environment. Traditional AML systems often generate high volumes of false positives, leading to inefficiencies and missed threats. By integrating advanced analytics and machine learning, Sensa enhances the accuracy of threat detection, reduces false positives, and improves operational efficiency. This empowers financial institutions to proactively combat money laundering activities, ensure regulatory compliance, and protect their reputation and assets.

Who Is the Company Behind Sensa?

  • Seller: SymphonyAI
  • Year Founded: 2017
  • HQ Location: Palo Alto, California
  • LinkedIn® Page: www.linkedin.com
    2,087 employees on LinkedIn®

Senseprofile

SenseProfile is an advanced analytics platform designed to provide businesses with deep insights into customer behavior and preferences. By leveraging cutting-edge data analysis techniques, SenseProfile enables organizations to make informed decisions, enhance customer engagement, and drive growth. Key Features and Functionality: - Comprehensive Data Integration: Aggregates data from multiple sources to create a unified customer profile. - Advanced Analytics: Utilizes machine learning algorithms to identify patterns and trends in customer behavior. - Real-Time Reporting: Offers up-to-date dashboards and reports for timely decision-making. - Customizable Alerts: Notifies users of significant changes or anomalies in customer data. - User-Friendly Interface: Provides an intuitive platform accessible to users of varying technical expertise. Primary Value and Solutions Provided: SenseProfile addresses the challenge of understanding complex customer data by offering a streamlined solution that transforms raw information into actionable insights. This empowers businesses to tailor their strategies, improve customer satisfaction, and achieve a competitive edge in the market.

Who Is the Company Behind Senseprofile?

Seqana

Who Is the Company Behind Seqana?

  • Seller: Seqana
  • Year Founded: 2020
  • HQ Location: Berlin, DE
  • LinkedIn® Page: www.linkedin.com
    26 employees on LinkedIn®

Sequen

Who Is the Company Behind Sequen?

ServiceNow Customer Service Management

ServiceNow's Customer Service Management (CSM) transforms customer service experiences with AI-powered workflows and AI agents that help you accelerate customer self-service, boost agent productivity, and speed up resolution time. With CSM, your organization can: - Deflect calls and increase satisfaction by enabling customers to self-serve answers and actions via an AI-powered conversational chat. - Increase capacity to handle more cases, extend business hours, and manage routine tasks with AI agents. - Save agents time with AI-generated case histories, case summaries, and suggested resolutions. - Integrate with top CCaaS solutions to unify routing, centralize call and work management, and boost agent efficiency on one AI-powered workspace. - Resolve issues quickly and consistently by automating tasks, uncovering bottlenecks, and improving processes. - Get up and running quickly and maintain a low TCO with continuous innovation in one extensible AI platform. Harness the power of AI, data and workflows to delight customers and deliver on what they want quickly, drive unprecedented agent productivity, and foster a whole new level of customer loyalty.

Average Rating: 4.4/5.0

Total Reviews: 509

How Do G2 Users Rate ServiceNow Customer Service Management?

  • Has the product been a good partner in doing business?: 8.6/10 (Category avg: 8.7/10)
  • Ease of Use: 8.5/10 (Category avg: 8.5/10)
  • Quality of Support: 8.5/10 (Category avg: 8.4/10)
  • Ease of Admin: 8.4/10 (Category avg: 8.5/10)

Who Is the Company Behind ServiceNow Customer Service Management?

  • Seller: ServiceNow
  • Company Website:
  • Year Founded: 2004
  • HQ Location: Santa Clara, CA
  • LinkedIn® Page: www.linkedin.com
    35,078 employees on LinkedIn®
  • Ownership: NYSE:NOW

Who Uses This Product?

  • Who Uses This: Associate Consultant, Senior Software Engineer
  • Top Industries: Information Technology and Services, Telecommunications
  • Company Size: 45% Large, 28% Medium

What Do G2 Reviewers Say About ServiceNow Customer Service Management?

AI-generated summary from verified user reviews

Pros
  • Users value the ease of use and customization of ServiceNow CSM, streamlining workflows across various departments.
  • Users value the centralized platform of ServiceNow Customer Service Management for streamlining customer interactions and automating workflows.
  • Users appreciate the efficiency of ServiceNow Customer Service Management in centralizing interactions and automating case management.
  • Users value the smoother workflow provided by ServiceNow's case management features, enhancing agent efficiency and case handling.
  • Users commend the automation features of ServiceNow Customer Service Management for maximizing efficiency and reducing manual efforts significantly.
Cons
  • Users find the learning curve steep, with complicated setups and configurations for workflows and routing rules.
  • Users face a steep learning curve with complex setup and configuration for workflows and routing in ServiceNow.
  • Users experience limited customization options in ServiceNow Customer Service Management, hindering their ability to tailor solutions effectively.
  • Users find the setup and configuration quite complicated, often requiring extensive time and effort to tailor workflows.
  • Users highlight the need for improvements in updates, visual design, and user experience in ServiceNow Customer Service Management.

What Are Recent G2 Reviews of ServiceNow Customer Service Management?

What Are G2 Users Discussing About ServiceNow Customer Service Management?

Shakudo

Shakudo ensures compatibility across data tools allowing companies to build the best data infrastructure for their needs. With Shakudo you can mix and match your data tooling to create a more reliable, performant, and cost-effective stack than ever before.

Average Rating: 4.5/5.0

Total Reviews: 2

How Do G2 Users Rate Shakudo?

  • Ease of Use: 8.3/10 (Category avg: 8.5/10)
  • Quality of Support: 8.3/10 (Category avg: 8.4/10)

Who Is the Company Behind Shakudo?

  • Seller: Shakudo
  • Year Founded: 2021
  • HQ Location: Toronto, CA
  • LinkedIn® Page: ca.linkedin.com
    34 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Medium, 50% Small

What Do G2 Reviewers Say About Shakudo?

AI-generated summary from verified user reviews

Pros
  • Users find Shakudo's connectivity exceptional, effectively integrating various data tools for optimal performance.
  • Users appreciate the seamless data access provided by Shakudo, maximizing the potential of their diverse data tools.
  • Users value Shakudo for its effective data integration, maximizing the utility of diverse data tools in their stack.
  • Users find Shakudo excellent for data management, successfully coordinating tools and optimizing their data stack.
  • Users appreciate Shakudo for its flexible data pipelining, effectively coordinating various tools in their data stack.
Cons
  • Users find limited data transformation capabilities in Shakudo, often needing additional tools for complex tasks.
  • Users find feature limitations in Shakudo, as it lacks robust data transformation capabilities for complex tasks.
  • Users find Shakudo's lack of data transformation features limits their ability to perform complex data manipulations efficiently.
  • Users note a significant lack of functionality in Shakudo, requiring additional tools for complex data manipulation tasks.
  • Users find a lack of data transformation tools in Shakudo, often relying on external tools for complex tasks.

What Are Recent G2 Reviews of Shakudo?

Shapelets

The first state-of-the-art platform for time series analysis

Average Rating: 4.6/5.0

Total Reviews: 10

How Do G2 Users Rate Shapelets?

  • Has the product been a good partner in doing business?: 9.2/10 (Category avg: 8.7/10)
  • Ease of Use: 8.8/10 (Category avg: 8.5/10)
  • Quality of Support: 9.3/10 (Category avg: 8.4/10)
  • Ease of Admin: 8.3/10 (Category avg: 8.5/10)

Who Is the Company Behind Shapelets?

  • Seller: Shapelets
  • Year Founded: 2018
  • HQ Location: Málaga, Andalusia
  • LinkedIn® Page: www.linkedin.com
    2 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 40% Small, 30% Medium

What Are Recent G2 Reviews of Shapelets?

What Are G2 Users Discussing About Shapelets?

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