Best Machine Learning Software - Page 12

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)

Meld Database

Meld Database, Inc. has been a pioneer in mobile database solutions since 2013. We are the developers of Meld Tables. Meld Tables is a modern database and organizer. Whether in the office or on the go your team’s data is always at hand. Easily create custom database solutions to improve customer relationships, capture data in the field, simplify inventory tracking or streamline event management. Attach photos and documents, link records, scan barcodes, capture GPS locations and more.

Average Rating: 4.5/5.0

Total Reviews: 1

How Do G2 Users Rate Meld Database?

  • 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 Meld Database?

Who Uses This Product?

  • Company Size: 50% Medium, 50% Small

What Are Recent G2 Reviews of Meld Database?

mlpack

mlpack is a scalable machine learning library, written in C++, that aims to provide fast, extensible implementations of cutting-edge machine learning algorithms, these algorithms as simple command-line programs and C++ classes which can then be integrated into larger-scale machine learning solutions.

Average Rating: 3.5/5.0

Total Reviews: 1

How Do G2 Users Rate mlpack?

  • Has the product been a good partner in doing business?: 6.7/10 (Category avg: 8.7/10)
  • Ease of Use: 8.3/10 (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 mlpack?

Who Uses This Product?

  • Company Size: 100% Medium

What Are G2 Users Discussing About mlpack?

ModelFront

ModelFront is AI to check and fix AI translations, and trigger human intervention when needed. Companies use ModelFront to scale translation, while keeping human quality. What makes ModelFront unique is successfully packaging “quality estimation” and “automatic post-editing” into a simple solution for large translation buyers that actually works in the real world. - Track record of success with large enterprises - No quality loss — ModelFront takes responsibility for keeping human quality - No engineering - No workflow change - Private custom LLMs — no external models ModelFront does not provide manual human translation services.

Average Rating: 5.0/5.0

Total Reviews: 2

How Do G2 Users Rate ModelFront?

  • 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 ModelFront?

  • Seller: ModelFront
  • Year Founded: 2020
  • HQ Location: Palo Alto, US
  • Twitter: @modelfront
    138 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    13 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Medium, 50% Small

What Are Recent G2 Reviews of ModelFront?

AI can help you find the answers. G2 helps you trust them.

Connect G2 to Claude or ChatGPT for answers grounded in G2's trusted reviews, comparisons, and pricing from real user insights.

How it works

NextBrain AI

NextBrain AI is a No-Code Machine Learning platform for anyone who loves data. Advanced data analytics. It is a web-based and Google Sheets platform, that helps data analyst to access Machine Learning techniques easily, and data scientists automate and deliver faster solutions to the problems they are facing. Help businesses to focus only on what really matters and increase their ROI!

Average Rating: 4.0/5.0

Total Reviews: 1

How Do G2 Users Rate NextBrain AI?

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

Who Is the Company Behind NextBrain AI?

Who Uses This Product?

  • Company Size: 100% Large

What Are Recent G2 Reviews of NextBrain AI?

Numericcal

Numericcal provides tools to help you reach your implementation goals quickly and effortlessly.

Average Rating: 4.0/5.0

Total Reviews: 1

How Do G2 Users Rate Numericcal?

  • Ease of Use: 10.0/10 (Category avg: 8.5/10)
  • Quality of Support: 8.3/10 (Category avg: 8.4/10)

Who Is the Company Behind Numericcal?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Numericcal?

NuPIC

NuPIC is an open source project based on a theory of neocortex called Hierarchical Temporal Memory (HTM) that can be used to analyze streaming data, it learns the time-based patterns in data, predicts future values, and detects anomalies and includes discussion groups on HTM theory, research on extending HTM, and source code for complete applications based on HTM.

Average Rating: 4.0/5.0

Total Reviews: 1

How Do G2 Users Rate NuPIC?

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

Who Is the Company Behind NuPIC?

  • Seller: Numenta
  • Year Founded: 2005
  • HQ Location: Menlo Park, US
  • Twitter: @Numenta
    13,374 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    19 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of NuPIC?

Outerbase AI

Outerbase is a user-friendly database interface to explore data.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate Outerbase AI?

  • Ease of Use: 6.7/10 (Category avg: 8.5/10)

Who Is the Company Behind Outerbase AI?

Who Uses This Product?

  • Company Size: 200% Small

What Do G2 Reviewers Say About Outerbase AI?

AI-generated summary from verified user reviews

Pros
  • Users value the AI technology in Outerbase AI for its effective data visualization and NLP capabilities.
  • Users appreciate the data visualization and NLP capabilities of Outerbase AI for obtaining direct answers from databases.
  • Users highlight the efficient data analysis capabilities of Outerbase AI, enabling direct answers from databases seamlessly.
  • Users praise the data visualization and NLP capabilities of Outerbase AI for efficiently extracting answers from databases.
  • Users find data visualization with NLP on Outerbase AI an efficient way to extract direct insights from databases.
Cons
  • Users experience slow performance with Outerbase, often facing infinite processing loops requiring hard refreshes to resolve.
  • Users face frustrating system instability with Outerbase, often experiencing endless processing loops that require hard refreshes.

What Are Recent G2 Reviews of Outerbase AI?

Percipient

We believe in the power of human understanding To save lives, protect our values, freedom and way of life. Accelerating human understanding through the latest artificial intelligence and integrated intuitive workflows allows our customers to learn from history and be prepared for the present and future, ahead of their competitors and adversaries. Our mission is to enable their success. In today’s business climate and global environment knowing the power of your data and learning from your most insightful leaders are two of the most important competitive advantages. Percipient.ai’s Mirage® Intelligence Analysis Platform allows you to do both, in real time.

Average Rating: 4.5/5.0

Total Reviews: 1

Who Is the Company Behind Percipient?

What Do G2 Reviewers Say About Percipient?

AI-generated summary from verified user reviews

Pros
  • Users value the ease of use of Percipient, especially its simple setup and user-friendly interface.
  • Users commend the easy setup of Percipient, making it simple to start using the product effectively.
  • Users value Percipient for its accurate and detailed explanations, which enhance understanding and streamline planning and note-taking.
  • Users appreciate the intuitive design of Percipient, allowing for easy navigation and efficient information gathering.
  • Users value the consistent accuracy of Percipient, enhancing their efficiency and understanding in planning and note-taking.
Cons
  • Users report inaccuracy in Percipient's information, often requiring them to double-check for reliability.

What Are Recent G2 Reviews of Percipient?

phData Tram for Snowflake

phData Tram is an application to make managing Snowflake users and projects simple. The Snowflake platform supports federated authentication; however, in order to provide secure access, users and database resources do still need to be provisioned within Snowflake. Tram streamlines this process.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate phData Tram for Snowflake?

  • 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 phData Tram for Snowflake?

  • Seller: phData
  • Year Founded: 2014
  • HQ Location: Minneapolis, US
  • LinkedIn® Page: www.linkedin.com
    921 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 67% Small, 33% Medium

What Are Recent G2 Reviews of phData Tram for Snowflake?

PredictionBuilder

PredictionBuilder is a library for machine learning that builds predictions using a linear regression.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate PredictionBuilder?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 8.7/10)
  • Ease of Use: 6.7/10 (Category avg: 8.5/10)
  • Quality of Support: 10.0/10 (Category avg: 8.4/10)
  • Ease of Admin: 8.3/10 (Category avg: 8.5/10)

Who Is the Company Behind PredictionBuilder?

Who Uses This Product?

  • Company Size: 200% Small

What Are Recent G2 Reviews of PredictionBuilder?

Prophyt

September AI Labs gives clients the ability to access specialist data science in a virtual innovation lab. We apply strategy and advanced AI to power rapid prototyping and solution development, led by best-in-class experts from across the world.

Average Rating: 4.5/5.0

Total Reviews: 1

Who Is the Company Behind Prophyt?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Prophyt?

Qualetics

Discover Qualetics, your gateway to effortless AI automation. Our cutting-edge platform is designed to provide businesses with a seamless experience with its intuitive no-code AI capabilities. Say goodbye to coding complexities and hello to the future of AI innovation! Key Features: No Code AI: Qualetics empowers you with a no-code AI platform, eliminating the need for programming expertise. Dive into the world of artificial intelligence effortlessly and bring your ideas to life without writing a single line of code. Pre-Trained AI Models: Benefit from over 25+ pre-trained AI models covering a diverse range of applications. Qualetics ensures that you have access to state-of-the-art models for tasks such as text analysis, image recognition, document processing, and audio/video data interpretation. Self Learning AI Models: Qualetics goes beyond static models. Our platform features self-learning AI models that adapt and evolve over time, ensuring that your solutions stay ahead of the curve and continuously improve their performance. Data Processing Capabilities: Seamlessly process text, image, document, audio, and video data with Qualetics. Our platform is your all-in-one solution for comprehensive data processing, enabling you to extract valuable insights from various types of content. Multi-Tenancy: Qualetics understands the importance of scalability and collaboration. Our multi-tenancy support allows multiple users or teams to work concurrently within the platform, ensuring efficiency and collaboration at every level. Security and Governance: Trust is paramount. Qualetics prioritizes your data's security with robust measures and governance protocols. Rest assured that your AI endeavors are protected and compliant with industry standards. Real-Time Observability: Stay informed and in control with real-time observability features. Monitor your AI models' performance, track usage metrics, and receive insights instantly. Qualetics gives you the tools to make informed decisions on the fly. Why Choose Qualetics: Simplicity Meets Innovation: Qualetics brings the power of AI to your fingertips without the complexity of coding. Diverse Model Library: Access a rich library of pre-trained models for a wide array of applications. Adaptive Learning: Benefit from self-learning AI models that adapt to evolving data patterns. Versatile Data Processing: Process text, image, document, audio, and video data seamlessly in one platform. Collaborative Environment: Foster collaboration with multi-tenancy support for teams of any size. Security-First Approach: Ensure the security and governance of your AI initiatives with our robust measures. Real-Time Insights: Make informed decisions with real-time observability features, putting you in control. Embark on your AI journey with Qualetics and experience the future of AI, simplified. Explore possibilities, innovate effortlessly!

Average Rating: 4.4/5.0

Total Reviews: 5

How Do G2 Users Rate Qualetics?

  • Has the product been a good partner in doing business?: 6.7/10 (Category avg: 8.7/10)
  • Ease of Use: 9.4/10 (Category avg: 8.5/10)
  • Quality of Support: 8.9/10 (Category avg: 8.4/10)
  • Ease of Admin: 8.3/10 (Category avg: 8.5/10)

Who Is the Company Behind Qualetics?

Who Uses This Product?

  • Company Size: 40% Medium, 20% Large

What Do G2 Reviewers Say About Qualetics?

AI-generated summary from verified user reviews

Pros
  • Users value the customer insights provided by Qualetics, enabling personalized experiences that enhance loyalty and satisfaction.
  • Users value the personalized data-driven insights from Qualetics, enhancing customer loyalty and satisfaction significantly.
  • Users value the personalized experience Qualetics offers, enhancing customer loyalty through tailored messaging and content recommendations.
  • Users value the personalized experience that Qualetics provides, enhancing loyalty and customer satisfaction through tailored interactions.
  • Users love the fantastic personalization features of Qualetics, enhancing customer loyalty and satisfaction through tailored experiences.
Cons
  • Users find the limited customization options of Qualetics hinder their ability to tailor dashboards to specific needs.
  • Users find the limited customization options inadequate for addressing their unique business needs effectively.
  • Users find the limited customization options hinder their ability to tailor the product to unique business needs.
  • Users find the limited customization options of Qualetics hinder their ability to tailor it to unique business needs.

What Are Recent G2 Reviews of Qualetics?

Rayven

What is Rayven? Rayven is an operational software platform that delivers an AI data fabric - connecting every system, data source, and data stream across a business into a single managed environment, then letting teams build custom apps, AI agents, workflow automations, dashboards, and MCP servers for direct AI model connectivity on top. It is the platform for organisations that need to act on operational data in real-time, deploy AI that actually works in production + build software that fits the way their business operates - without replacing existing systems or waiting 18 months for results. The Problem Rayven Solves Most organisations already have the systems and data they need. The challenge is fragmentation. ERP systems, SCADA platforms, IoT devices, databases, cloud tools, and files all generate valuable data - but it sits in silos, impossible to act on in real-time. The result: manual reporting, disconnected workflows, and AI projects that fail before reaching production. Industry research shows 95% of AI projects never ship - most because the underlying data layer is not clean, connected, or ready. Rayven builds that foundation first, then activates it. The Rayven Platform Rayven operates across five unified layers, delivered as a single managed environment: - Integration: More than 600 pre-built connectors pull data from IT, OT, IoT, files, APIs, databases, and data streams - bidirectionally, in real-time. Connects industrial protocols (OPC UA, Modbus, MQTT, BACnet) alongside cloud platforms, business systems, and proprietary tools. - Data: All connected data lands in a single managed platform - structured, governed + AI-ready. Real-time processing, ETL pipelines, data lakes, and AI model training handled in one place. - Execution: Automation rules, predictive models + agentic AI run directly on live operational data. Rules-based logic, machine learning, and goal-seeking autonomous agents all operate in one execution environment. - Presentation: Custom apps, dashboards, portals, conversational interfaces, and mobile applications deployed from the same platform - built for specific workflows, not generic reporting. - Security, Governance + Hosting: Role-based access control, data lineage, audit trails, AES-256 encryption, data residency controls, and enterprise-grade infrastructure - included as standard. AI Capabilities Rayven includes ten native AI capabilities built directly into the platform: 1. Custom AI agents (goal-seeking, action-taking) 2. Predictive analytics and machine learning 3. Conversational analytics 4. Real-time and continuous model training 5. AI-led workflow automation 6. Multimodal processing (documents, video, images, audio) 7. Anomaly and risk detection 8. Forecasting and optimisation 9. Vision and edge AI inference 10. Generative operational summaries MCP server support enables direct connectivity for AI models including Claude, GPT, and others. What Gets Built Rayven customers build and deploy: - Custom operational apps and field applications. - AI agents that monitor conditions, detect anomalies + take corrective action autonomously. - Predictive maintenance and performance models running on live plant data. - Real-time dashboards and executive reporting tools. - Workflow automations spanning IT and OT systems. - Customer and partner portals. - Data pipelines and integration layers. - White-label software products delivered under partner brands. Key Differentiators vs. Point solutions (Zapier, MuleSoft, Power BI, DataRobot): point solutions do one thing well but force teams to stitch together five separate tools to cover integration, data, AI, presentation, and governance. Rayven replaces the stack. vs. Traditional enterprise platforms (SAP, Oracle, Palantir): enterprise platforms take 12-18 months and seven figures to implement. Rayven deploys in two to 12 weeks at fixed scope and fixed price. vs. Low-code app builders (Mendix, OutSystems): app builders handle the presentation layer but do not solve the underlying data and integration problem. Rayven covers the full stack. Technology Compatibility Rayven is fully technology-agnostic and works alongside existing systems: - Cloud platforms: Microsoft Azure, Google Cloud + AWS - Business systems: SAP, Salesforce, Oracle, and Microsoft 365 - OT platforms: Siemens, Rockwell, Schneider Electric, and Ignition - Industrial protocols: OPC UA, Modbus, MQTT, BACnet, and EtherNet/IP - IoT devices: any device with a data output - Custom and proprietary systems via API, webhook, or direct connector Nothing needs to be replaced. Every existing investment is preserved. Who Uses Rayven Rayven serves businesses from growth-stage to large enterprise across 24+ industries globally - manufacturing, mining, construction, infrastructure, logistics, utilities, financial services, healthcare, agriculture, government, and more. Customers across Australia, Europe, North America, South America, and Africa. Named customers include Anglo American, Fulton Hogan, Glencore, Vodafone, NSW Ports, CSIRO, Collective Intelligence, Ramjack, and AngloGold Ashanti. Delivery Options - DIY: Full platform access. Internal teams build and deploy independently. - Done-For-You: Australia-based delivery team. Fixed scope, fixed price, two to 12 weeks from brief to go-live. - Hybrid: Guided delivery first, with the customer's team taking increasing ownership over time. By the Numbers - More than 600 pre-built connectors. - Ten native AI capabilities. - More than 240 deployments live globally. - Rated 5/5 across more than 140 independent reviews. - Deploys 66% faster than traditional development. - Two to 12 weeks to first working solution. - Rayven exists to close the gap: 95% of AI projects never reach production (industry average).

Average Rating: 4.9/5.0

Total Reviews: 29

How Do G2 Users Rate Rayven?

  • Ease of Use: 9.9/10 (Category avg: 8.5/10)
  • Quality of Support: 9.9/10 (Category avg: 8.4/10)

Who Is the Company Behind Rayven?

  • Seller: Rayven
  • Year Founded: 2016
  • HQ Location: Sydney, AU
  • Twitter: @RayvenIOT
    56 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    32 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Retail
  • Company Size: 69% Medium, 52% Small

What Do G2 Reviewers Say About Rayven?

AI-generated summary from verified user reviews

Pros
  • Users value the ease of use of Rayven, allowing seamless integration and workflow creation without coding skills.
  • Users value Rayven for its real-time data integration and seamless unification of various tools into one efficient system.
  • Users value Rayven's automation capabilities, enabling seamless integration and real-time data unification for improved performance tracking.
  • Users value the customization capabilities of Rayven, enabling tailored solutions to meet specific healthcare needs seamlessly.
  • Users value the robust data management of Rayven, enabling real-time processing and efficient automation across diverse systems.
Cons
  • Users report a steep initial learning curve due to complex setups and the need for technical knowledge.
  • Users find the difficult learning curve challenging due to overwhelming initial setup and complex feature configurations.
  • Users find the learning difficulty challenging due to the overwhelming initial setup and complex configuration processes.
  • Users find the complex setup of Rayven challenging, necessitating extensive planning for effective use and integration.
  • Users find the setup complexity challenging, often needing extra support for advanced integrations and configurations.

What Are Recent G2 Reviews of Rayven?

SAVVI

SAVVI AI is a low-code, end-to-end Machine Learning tool, empowering teams to quickly and easily create products that learn. SAVVI was started with the belief that all product teams and developers should be able to implement AI/ Machine Learning without the need for Data Scientists or a costly and time-consuming Machine Learning infrastructure. SAVVI takes teams through the entire process (Data Collection, Model Creation, Decisioning, Model Management) with an easy-to-use tool embedded with Javascript or 2 APIs. Teams are empowered to launch ML and change their static systems into systems that learn for a fraction of the time or cost of the traditional process. Secure, scalable, and production-ready. Use cases include Workflow optimization, Personalization, Pricing Optimization, Next-best-Action, Recommendation engines, and more.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate SAVVI?

  • Ease of Use: 10.0/10 (Category avg: 8.5/10)
  • Quality of Support: 8.3/10 (Category avg: 8.4/10)

Who Is the Company Behind SAVVI?

  • Seller: SAVVI AI
  • HQ Location: Chicago, Illinois, United States
  • LinkedIn® Page: www.linkedin.com
    11 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of SAVVI?

shaman

shaman is a Machine Learning library for node.js that supports both simple linear regression and multiple linear regression.

Average Rating: 1.0/5.0

Total Reviews: 1

How Do G2 Users Rate shaman?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 8.7/10)
  • Ease of Use: 1.7/10 (Category avg: 8.5/10)
  • Quality of Support: 10.0/10 (Category avg: 8.4/10)
  • Ease of Admin: 3.3/10 (Category avg: 8.5/10)

Who Is the Company Behind shaman?

Who Uses This Product?

  • Company Size: 100% Small

What Are G2 Users Discussing About shaman?

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