Best Machine Learning Software - Page 53

How Many Machine Learning Software Products Does G2 Track?

Total Products under this Category: 958

Category Stats (Sep 2026)

  • Average Rating: 4.33/5 (↓0.01 vs Aug 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Fireworks AI (+6.25%) - Among all products in this category, Fireworks AI recorded the largest rating increase compared to last month

Last updated: September 01, 2026

How Does G2 Rank Machine Learning Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 14,000+ Authentic Reviews
  • 958+ 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 Enterprise Agent Platform, SAS Viya, IBM watsonx.ai, Azure OpenAI Service, Alteryx, Amazon Personalize, Google Cloud TPU, and Dataiku.

Underlying data: [Grid® JSON](https://www.g2.com/categories/machine-learning/grids.json?focus%5B%5D=gemini-enterprise-agent-platform&focus%5B%5D=sas-sas-viya&focus%5B%5D=ibm-watsonx-ai&focus%5B%5D=azure-openai-service&focus%5B%5D=alteryx&focus%5B%5D=amazon-personalize&focus%5B%5D=google-cloud-tpu&focus%5B%5D=dataiku)

Rhizome

Who Is the Company Behind Rhizome?

  • Seller: Rhizome
  • Year Founded: 2023
  • HQ Location: Washington, US
  • LinkedIn® Page: www.linkedin.com
    26 employees on LinkedIn®

Ridge-i

Ridge-i provide AI technology optimized for business needs.

Who Is the Company Behind Ridge-i?

  • Seller: Ridge-i
  • Year Founded: 2016
  • HQ Location: 千代田区, JP
  • LinkedIn® Page: www.linkedin.com
    31 employees on LinkedIn®

Riku

Riku.AI aggregates the best large language model in a single place to make learning, building and sharing with AI technology as simple as possible.

Who Is the Company Behind Riku?

Rimba

Rimba is an AI-powered platform designed to automate and streamline compliance reporting for energy and industrial companies, particularly those involved in renewable fuels like Renewable Natural Gas (RNG), Renewable Diesel (RD), and Sustainable Aviation Fuel (SAF). By integrating with existing systems such as SCADA, ERP, and document management platforms, Rimba transforms complex operational data into structured, audit-ready reports, ensuring adherence to regulatory standards like the Low Carbon Fuel Standard (LCFS), Renewable Fuel Standard (RFS), and International Sustainability and Carbon Certification (ISCC). Key Features and Functionality: - Automated Data Extraction and Processing: Rimba reads and processes documents with high accuracy, capturing layout, structure, and meaning. It extracts structured data directly from various documents, including invoices and scale tickets, ensuring precise data handling. - Intelligent Document Management: The platform fills in detected blanks, tables, and checkboxes without the need for predefined templates, working seamlessly across scanned PDFs and digital forms. - Data Reconciliation: Rimba cross-checks and matches data across multiple documents, such as supplier invoices against purchase orders, identifying discrepancies before they become costly issues. - Real-Time Monitoring and Alerts: It continuously monitors data streams for gaps and anomalies, providing predictive compliance alerts to mitigate potential risks. - Automated Reporting and Audit Preparation: Rimba auto-generates compliance forms and audit documents, preparing companies for audits with comprehensive, organized documentation. Primary Value and Problem Solved: Rimba addresses the challenges of fragmented data and manual processing in compliance reporting. By automating data entry, reconciliation, and reporting, it significantly reduces manual workload, enhances data accuracy, and ensures timely compliance with regulatory standards. This leads to improved operational efficiency, reduced risk of non-compliance, and substantial time savings for operations, supply chain, and compliance teams in the energy and industrial sectors.

Who Is the Company Behind Rimba?

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

RiverX AI

Who Is the Company Behind RiverX AI?

  • Seller: RiverX AI
  • Year Founded: 2024
  • HQ Location: Bakersfield , US
  • LinkedIn® Page: www.linkedin.com
    3 employees on LinkedIn®

Rivio

Rivio is an artificial intelligence (AI) company dedicated to enhancing the efficiency of hospital management by transforming the revenue cycle. Their AI-driven platform automates key processes such as medical auditing, billing submission, and post-billing analysis, ensuring hospitals receive full compensation from health plans while minimizing losses due to billing errors. Key Features and Functionality: - Intelligent Auditing: Rivio's AI agents perform concurrent and retrospective audits by integrating with leading electronic medical record (EMR) systems. They cross-reference clinical data with billing information to identify discrepancies, ensuring all procedures and materials are accurately billed and reducing potential claim denials. - Automated Billing Submission: The platform centralizes and automates the submission of billing data, eliminating the need to access multiple portals. AI reviews and submits XML files, ensuring timely and precise billing, and preventing missed submission deadlines. - Post-Billing Analysis: Rivio's AI agents automatically generate and execute appeals for denied claims, supervised by a team of billing specialists, to recover potential lost revenue. - Hidden Revenue Discovery: By cross-referencing EMR data with billing records, Rivio identifies and includes overlooked materials and procedures, ensuring comprehensive and fair revenue capture. - Monitoring Dashboard: Users can track the entire billing process through a comprehensive dashboard, providing transparency and oversight while AI agents and specialists manage the workflow. Primary Value and User Solutions: Rivio addresses the critical challenge of revenue leakage in hospitals by automating and optimizing the revenue cycle. By ensuring accurate billing and reducing claim denials, the platform enhances financial stability and operational efficiency. This allows healthcare institutions to focus more on patient care, confident that their financial processes are streamlined and effective.

Who Is the Company Behind Rivio?

Robotec.ai

Who Is the Company Behind Robotec.ai?

  • Seller: Robotec.ai
  • Year Founded: 2019
  • HQ Location: Warsaw, Mazowieckie, Poland
  • LinkedIn® Page: www.linkedin.com
    57 employees on LinkedIn®

Rockestate

Who Is the Company Behind Rockestate?

  • Seller: Rockestate
  • Year Founded: 2017
  • HQ Location: Brussels, Brussels Region, Belgium
  • LinkedIn® Page: www.linkedin.com
    38 employees on LinkedIn®

RocketML Dense RForest Classification

RocketML is a Super Fast Computational engine for Machine Learning. Built for scientists and engineers, RocketML scales Machine Learning models with no limits. If you have a large data science/analytics team, RocketML will cut your cycle time and costs of people and hardware.

Who Is the Company Behind RocketML Dense RForest Classification?

  • Seller: RocketML
  • Year Founded: 2017
  • HQ Location: Beaverton, US
  • LinkedIn® Page: www.linkedin.com
    8 employees on LinkedIn®

Roe AI

Who Is the Company Behind Roe AI?

  • Seller: Roe AI
  • Year Founded: 2023
  • HQ Location: San Mateo, California, United States
  • LinkedIn® Page: www.linkedin.com
    29 employees on LinkedIn®

RoEx Automix

Automix by RoEx Automix is an AI-powered multitrack mixing and mastering platform that takes individual audio stems and returns a fully processed, release-ready mix and master. Built on research from Queen Mary University of London's Centre for Digital Music, Automix applies EQ, compression, panning, reverb and level balancing to each stem individually, rather than processing a static stereo file, then masters the result to a target loudness and genre profile. Producers upload up to 32 stems, select a genre, and receive a mix within minutes, with unlimited free previews before paying for a download. Automix Pro adds unlimited downloads, audio cleanup, reference track matching for mastering, processed stem downloads, and direct export to Ableton Live, Bitwig Studio and Fender Studio, so the mix arrives as an editable project rather than a locked file. Automix is best suited to producers who already work inside a DAW and want a fast, genre-aware starting point rather than a full replacement for a mixing engineer. What users say: "My wife says you do in minutes what I used to take days to do." — 40-year mixing professional, RoEx website testimonial "The fact you can download mixed stems is a life saver." — Automix Pro subscriber "The mastering is perfect and makes my tracks the biggest they can be." — Automix Pro subscriber What is Automix? Automix is an AI mixing and mastering tool made by RoEx, a London-based audio technology company spun out of Queen Mary University of London's Centre for Digital Music. Unlike single-file AI masterers, Automix processes individual stems (up to 32 tracks), applying per-track EQ, compression, panning and reverb before mastering the finished mix to a chosen genre and loudness target. How does Automix compare to other AI mixing tools? Most AI mastering tools (LANDR, eMastered, BandLab) only process a finished stereo mix. Automix is one of a small number of platforms offering true multitrack AI mixing from individual stems, meaning it makes mixing decisions per instrument rather than applying a single mastering chain across an already-mixed track. Who is Automix for? Automix is designed for producers and artists who already work with stems in a DAW (such as Ableton Live, Bitwig Studio or Fender Studio) and want a fast, genre-aware first mix and master, with the option to export the full project back into their DAW for further editing. Key facts: Founded: 2022, spun out of Queen Mary University of London Track capacity: up to 32 stems (Pro), 16 stems (free/PAYG) DAW export: Ableton Live, Bitwig Studio, Fender Studio Free tier: unlimited previews, first download free

Who Is the Company Behind RoEx Automix?

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