Best Machine Learning Software - Page 58

How Many Machine Learning Software Products Does G2 Track?

Total Products under this Category: 1,043

Category Stats (Oct 2026)

  • Average Rating: 4.34/5 (↑0.01 vs Sep 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Modal Labs (+3.52%) - Among all products in this category, Modal Labs recorded the largest rating increase compared to last month

Last updated: October 13, 2026

How Does G2 Rank Machine Learning Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 14,300+ Authentic Reviews
  • 1,043+ 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, Azure OpenAI Service, IBM watsonx.ai, 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-enterprise-agent-platform&focus%5B%5D=sas-sas-viya&focus%5B%5D=azure-openai-service&focus%5B%5D=ibm-watsonx-ai&focus%5B%5D=google-cloud-recommendations-ai&focus%5B%5D=alteryx&focus%5B%5D=amazon-personalize&focus%5B%5D=dataiku)

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®

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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
    6 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?

Rotomate

Who Is the Company Behind Rotomate?

  • Seller: Rotomate
  • Year Founded: 2024
  • HQ Location: Helsinki, FI
  • LinkedIn® Page: www.linkedin.com
    13 employees on LinkedIn®

Roundabout Technologies

Roundabout Technologies offers an AI-powered traffic management system designed to optimize urban traffic flow and enhance safety. By integrating advanced computer vision and artificial intelligence, the system dynamically adjusts traffic signals in real time, reducing congestion and improving the efficiency of intersections. This innovative approach not only minimizes wait times for vehicles but also prioritizes the safety of pedestrians and cyclists, creating a more responsive and adaptive urban traffic environment. Key Features and Functionality: - Real-Time Traffic Signal Optimization: Utilizes AI algorithms to analyze live traffic data, enabling immediate adjustments to signal timings for optimal flow. - Comprehensive Detection Capabilities: Employs computer vision to accurately detect and anticipate the movements of vehicles, cyclists, and pedestrians, ensuring inclusive traffic management. - Emergency and Public Transport Prioritization: Automatically prioritizes buses and emergency vehicles, facilitating faster response times and improved public transportation efficiency. - Seamless Integration: Designed to work with existing traffic infrastructure, eliminating the need for additional hardware and simplifying deployment. - Adaptive to Real-World Conditions: Continuously learns and adapts to changing traffic patterns, maintaining efficiency without the need for manual reprogramming or costly traffic studies. Primary Value and Solutions Provided: Roundabout Technologies addresses the challenges of urban traffic congestion and safety by offering a system that: - Reduces Traffic Congestion: By dynamically adjusting signal timings, the system decreases vehicle wait times and alleviates bottlenecks. - Enhances Road Safety: Proactively identifies and mitigates potential conflicts, particularly for vulnerable road users like pedestrians and cyclists. - Improves Public Satisfaction: Creates a more efficient and predictable traffic environment, leading to fewer resident complaints and a better overall commuting experience. - Cost-Effective Implementation: Leverages existing infrastructure and eliminates the need for extensive traffic studies, providing a scalable and economical solution for cities. By transforming traditional traffic management with AI-driven solutions, Roundabout Technologies empowers cities to create safer, more efficient, and adaptive urban transportation systems.

Who Is the Company Behind Roundabout Technologies?

Run BiOS

Run BiOS is serverless inference for teams running large language models in production. It exposes an OpenAI-compatible API, so you can point the OpenAI SDK at Run BiOS and keep your existing code, authenticating with a standard Authorization: Bearer header. Six model families run behind one API — Claude, DeepSeek, GLM, Kimi, MiniMax and Qwen — with context windows up to one million tokens. BiOS Adaptive routes each request for quality, speed and budget against a published price ceiling. Chat, completions, embeddings and rerank endpoints are supported. Prompts and responses are held in memory and discarded when the request completes: no request logs, no content store, no archive. Pricing is per million tokens from a pre-paid balance, starting at $0.10 per million input tokens, and an endpoint pauses rather than accruing debt if the balance runs out. Teams wanting their own weights can fine-tune with LoRA or QLoRA and deploy to dedicated GPU endpoints billed per second.

Who Is the Company Behind Run BiOS?

Safari AI

Safari AI is a Miami-based Vision AI platform founded in 2018 and venture-backed by General Catalyst and Initialized Capital. Formerly known as curbFlow, the company rebranded to reflect its expanded focus on physical operations intelligence across enterprise verticals. Today, Safari AI serves global enterprise clients across industries including theme parks and attractions, quick-service restaurants (QSR), live venues, retail, commercial real estate, logistics, and manufacturing. Safari AI is a computer vision and machine learning platform that connects to a customer's existing IP camera infrastructure to automatically measure, analyze and automate action in physical operations in real time. The platform's proprietary AI data engine ingests live video feeds and uses object detection and behavioral recognition models to generate operational metrics including pedestrian and vehicle counts, throughput rates, live wait times, staff engagement scores, asset utilization heatmaps, vehicle classification, and license plate recognition. These measurements are delivered through real-time dashboards, automated alerts, and Safari Scores, a proprietary benchmark that enables operators to track and act on operational performance without manual observation or added headcount. Safari AI solves the problem of unmeasured physical operations: the inability of enterprise operators to reliably quantify what is happening inside their facilities in real time. By digitizing physical activity through existing camera networks, Safari AI enables operators to improve speed of service, optimize staffing, reduce operational waste, and make data-driven decisions that increase revenue and reduce costs. Customers including Legoland (Merlin Entertainments), Brightline, the Charlotte Hornets, Calgary Flames, Anakeesta, and JBG Smith (Amazon HQ2 landlord) have used Safari AI to achieve 20%+ productivity gains and actionable operational insights across their physical locations, all without requiring new camera hardware or additional staff.

Who Is the Company Behind Safari AI?

SafeBeat

SafeBeat is a comprehensive cardiac monitoring solution designed to provide real-time, accurate heart health assessments. Utilizing advanced sensor technology and sophisticated algorithms, SafeBeat offers continuous monitoring of heart rhythms, enabling early detection of potential cardiac anomalies. Its user-friendly interface ensures that both healthcare professionals and patients can easily interpret data, facilitating timely medical interventions. Key Features and Functionality: - Continuous Monitoring: Provides 24/7 real-time tracking of heart activity, ensuring no irregularities go unnoticed. - Advanced Analytics: Employs cutting-edge algorithms to analyze heart rhythms and detect anomalies with high precision. - User-Friendly Interface: Features an intuitive dashboard that presents data in an easily understandable format for both medical professionals and patients. - Remote Access: Allows healthcare providers to monitor patients' heart health remotely, enhancing patient care and convenience. - Alerts and Notifications: Sends immediate alerts in case of detected irregularities, enabling prompt medical response. Primary Value and Solutions Provided: SafeBeat addresses the critical need for continuous and accurate cardiac monitoring, especially for individuals at risk of heart conditions. By offering real-time data and early detection of anomalies, it empowers users to take proactive measures, potentially preventing severe cardiac events. For healthcare providers, SafeBeat enhances patient management by providing reliable data, facilitating informed decision-making, and improving overall patient outcomes.

Who Is the Company Behind SafeBeat?

  • Seller: SafeBeat
  • Year Founded: 2020
  • HQ Location: Saint Louis, US
  • LinkedIn® Page: www.linkedin.com
    1,394 employees on LinkedIn®
Shalaka Joshi
SJ
Researched and written by Shalaka Joshi
Updated April 9, 2026