Best Machine Learning Software - Page 14

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)

Abacus

Abacus develops agentic infrastructure for accounting firms, focusing on deeply embedded, domain-specific automation.

Who Is the Company Behind Abacus?

Abelio

Abelio is a comprehensive digital farming solution designed to enhance agricultural practices through precision and efficiency. By integrating data collection, artificial intelligence, and user-friendly applications, Abelio offers a suite of tools that assist farmers in optimizing crop management from sowing to harvest. This innovative platform enables precise decision-making in irrigation, fertilization, and treatment applications, ensuring that resources are utilized effectively and sustainably. Key Features and Functionality: - Cover Crops Biomass Estimation: Accurately assess the biomass of cover crops to inform agronomic decisions. - Soil Potential Evaluation: Analyze soil potential using historical satellite data to tailor cultivation strategies. - Fertilization Optimization: Apply the right amount of fertilizer in the right place to maximize yield and minimize waste. - Irrigation Control: Monitor water consumption and optimize irrigation schedules to conserve water and enhance crop health. - Growth Stages and Disease Prediction: Track crop development stages and predict potential diseases to implement timely interventions. - Weed Detection: Identify and target weeds such as thistles and datura for localized treatment, reducing herbicide usage and costs. Primary Value and User Solutions: Abelio addresses the critical need for precision agriculture by providing tools that enable farmers to make informed decisions, leading to increased yields, cost savings, and sustainable farming practices. By centralizing agronomic data and offering actionable insights, Abelio simplifies farm management, reduces environmental impact, and supports the economic viability of agricultural operations. Its interoperability with various traceability tools and compatibility with existing agricultural machinery ensure seamless integration into current farming systems.

Who Is the Company Behind Abelio?

  • Seller: Abelio
  • Year Founded: 2018
  • HQ Location: Toulouse, FR
  • LinkedIn® Page: fr.linkedin.com
    48 employees on LinkedIn®

Abtrace

Who Is the Company Behind Abtrace?

  • Seller: Abtrace
  • Year Founded: 2018
  • HQ Location: London, GB
  • LinkedIn® Page: www.linkedin.com
    58 employees on LinkedIn®

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Access Governor

The ServiceNow Research team does both fundamental and applied research to futureproof AI-powered experiences for all users of the Now Platform®. We make workflows smarter, AI workloads more efficient, and are committed to making socially responsible contributions to the AI community. Our innovation is centered on people: helping customers modernize their technology architecture, innovating new business models, improving experiences at work, and driving higher ROI from their technology investments.

Who Is the Company Behind Access Governor?

  • Seller: Element AI
  • Year Founded: 2004
  • HQ Location: Santa Clara, California, United States
  • LinkedIn® Page: www.linkedin.com
    30,456 employees on LinkedIn®

Accordance

Accordance is an AI platform designed for tax, audit, and CPA teams, providing tools to improve their services.

Who Is the Company Behind Accordance?

  • Seller: Accordance
  • Year Founded: 2024
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    21 employees on LinkedIn®

Acellera

Who Is the Company Behind Acellera?

  • Seller: Acellera
  • Year Founded: 2006
  • HQ Location: Barcelona, ES
  • LinkedIn® Page: www.linkedin.com
    15 employees on LinkedIn®

Acoru

Who Is the Company Behind Acoru?

Activeloop

Activeloop is an AI-powered data search and analysis solution that helps users process, index, and retrieve information from unstructured content such as text, images, audio, and video. It is designed for individuals and teams who need to access knowledge stored across multiple formats without the manual effort of converting, tagging, or transcribing files. Activeloop uses multimodal AI models to understand the meaning of data, making it possible to find and connect related information regardless of its original format. The platform is suitable for a wide range of audiences, including students, educators, business analysts, legal teams, researchers, content creators, and customer support teams. By unifying data from multiple sources, Activeloop enables faster decision-making, improved productivity, and more complete answers to information requests. Key capabilities include: • Multimodal search across formats: Search and retrieve information from text documents, scanned PDFs, images, video, and audio in a single query. • Automated data indexing and processing: AI processes files upon upload, creating searchable representations without manual tagging or conversion. • Fast, accurate results: Delivers relevant answers quickly, even when searching across hundreds of files. • Cross-format understanding: Links related concepts between different media types, such as matching a spoken phrase in a video to a chart in a PDF. • Broad applicability: Adapts to various professional and academic use cases without requiring industry-specific customization. With Activeloop, users can ask questions in natural language and receive consolidated results that may include text excerpts, image references, and video timestamps. This approach ensures that no valuable information is overlooked due to being stored in a non-text format, reducing time spent searching and improving overall information accessibility.

Average Rating: 5.0/5.0

Total Reviews: 2

How Do G2 Users Rate Activeloop?

  • 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 Activeloop?

  • Seller: Activeloop
  • Year Founded: 2018
  • HQ Location: Mountain View, US
  • LinkedIn® Page: www.linkedin.com
    25 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Do G2 Reviewers Say About Activeloop?

AI-generated summary from verified user reviews

Pros
  • Users praise Activeloop for its ease of use, making data processing and analysis fast and efficient.
  • Users value the efficiency of Activeloop, dramatically speeding up data analysis and decision-making processes.
  • Users praise Activeloop for its time-saving capabilities, enabling fast data extraction and analysis across multiple files.
  • Users find that Activeloop's efficient data management greatly reduces time spent on manual tasks for analytics.
  • Users appreciate the efficient filtering options of Activeloop, significantly speeding up their data analysis and decision-making process.

What Are Recent G2 Reviews of Activeloop?

Adaptemy

Who Is the Company Behind Adaptemy?

  • Seller: Adaptemy
  • Year Founded: 2013
  • HQ Location: Kilternan, IE
  • LinkedIn® Page: www.linkedin.com
    18 employees on LinkedIn®
Shalaka Joshi
SJ
Researched and written by Shalaka Joshi
Updated April 9, 2026