Best Machine Learning Software - Page 12

How Many Machine Learning Software Products Does G2 Track?

Total Products under this Category: 485

Category Stats (Aug 2026)

  • Average Rating: 4.33/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Modal Labs (+5.57%) - Among all products in this category, Modal Labs recorded the largest rating increase compared to last month

Last updated: August 19, 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
  • 485+ 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, IBM watsonx.ai, SAS Viya, Azure OpenAI Service, Amazon Personalize, Google Cloud TPU, Alteryx, 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=ibm-watsonx-ai&focus%5B%5D=sas-sas-viya&focus%5B%5D=azure-openai-service&focus%5B%5D=amazon-personalize&focus%5B%5D=google-cloud-tpu&focus%5B%5D=alteryx&focus%5B%5D=dataiku)

Sponsored

Amazon SageMaker

Amazon SageMaker is a fully managed service that enables data scientists and developers to build, train, and deploy machine learning (ML) models at scale. It provides a comprehensive suite of tools and infrastructure, streamlining the entire ML workflow from data preparation to model deployment. With SageMaker, users can quickly connect to training data, select and optimize algorithms, and deploy models in a secure and scalable environment. Key Features and Functionality: - Integrated Development Environments (IDEs): SageMaker offers a unified, web-based interface with built-in IDEs, including JupyterLab and RStudio, facilitating seamless development and collaboration. - Pre-built Algorithms and Frameworks: It includes a selection of optimized ML algorithms and supports popular frameworks like TensorFlow, PyTorch, and Apache MXNet, allowing flexibility in model development. - Automated Model Tuning: SageMaker can automatically tune models to achieve optimal accuracy, reducing the time and effort required for manual adjustments. - Scalable Training and Deployment: The service manages the underlying infrastructure, enabling efficient training of models on large datasets and deploying them across auto-scaling clusters for high availability. - MLOps and Governance: SageMaker provides tools for monitoring, debugging, and managing ML models, ensuring robust operations and compliance with enterprise security standards. Primary Value and Problem Solved: Amazon SageMaker addresses the complexity and resource-intensive nature of developing and deploying ML models. By offering a fully managed environment with integrated tools and scalable infrastructure, it accelerates the ML lifecycle, reduces operational overhead, and enables organizations to derive insights and value from their data more efficiently. This empowers businesses to innovate rapidly and implement AI solutions without the need for extensive in-house expertise or infrastructure management.

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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: Redwood City, US
  • Twitter: @Numenta
    13,374 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    27 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, Minnesota, United States
  • LinkedIn® Page: www.linkedin.com
    718 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

Scopri Qualetics, la tua porta d'accesso all'automazione AI senza sforzo. La nostra piattaforma all'avanguardia è progettata per offrire alle aziende un'esperienza senza soluzione di continuità grazie alle sue capacità AI intuitive e senza codice. Dì addio alle complessità della programmazione e benvenuto al futuro dell'innovazione AI! Caratteristiche principali: AI Senza Codice: Qualetics ti offre una piattaforma AI senza codice, eliminando la necessità di competenze di programmazione. Immergiti nel mondo dell'intelligenza artificiale senza sforzo e dai vita alle tue idee senza scrivere una sola riga di codice. Modelli AI Pre-Addestrati: Approfitta di oltre 25 modelli AI pre-addestrati che coprono una vasta gamma di applicazioni. Qualetics ti assicura l'accesso a modelli all'avanguardia per compiti come l'analisi del testo, il riconoscimento delle immagini, l'elaborazione dei documenti e l'interpretazione dei dati audio/video. Modelli AI Autoapprendenti: Qualetics va oltre i modelli statici. La nostra piattaforma presenta modelli AI autoapprendenti che si adattano e si evolvono nel tempo, garantendo che le tue soluzioni rimangano all'avanguardia e migliorino continuamente le loro prestazioni. Capacità di Elaborazione Dati: Elabora senza soluzione di continuità dati di testo, immagini, documenti, audio e video con Qualetics. La nostra piattaforma è la tua soluzione tutto-in-uno per un'elaborazione dati completa, permettendoti di estrarre preziose intuizioni da vari tipi di contenuti. Multi-Tenancy: Qualetics comprende l'importanza della scalabilità e della collaborazione. Il nostro supporto multi-tenancy consente a più utenti o team di lavorare contemporaneamente all'interno della piattaforma, garantendo efficienza e collaborazione a ogni livello. Sicurezza e Governance: La fiducia è fondamentale. Qualetics dà priorità alla sicurezza dei tuoi dati con misure robuste e protocolli di governance. Stai tranquillo sapendo che i tuoi progetti AI sono protetti e conformi agli standard del settore. Osservabilità in Tempo Reale: Rimani informato e in controllo con le funzionalità di osservabilità in tempo reale. Monitora le prestazioni dei tuoi modelli AI, traccia le metriche di utilizzo e ricevi intuizioni istantaneamente. Qualetics ti fornisce gli strumenti per prendere decisioni informate al volo. Perché Scegliere Qualetics: Semplicità Incontra l'Innovazione: Qualetics porta il potere dell'AI a portata di mano senza la complessità della programmazione. Libreria di Modelli Diversificata: Accedi a una ricca libreria di modelli pre-addestrati per una vasta gamma di applicazioni. Apprendimento Adattivo: Approfitta di modelli AI autoapprendenti che si adattano ai modelli di dati in evoluzione. Elaborazione Dati Versatile: Elabora dati di testo, immagini, documenti, audio e video senza soluzione di continuità in un'unica piattaforma. Ambiente Collaborativo: Favorisci la collaborazione con il supporto multi-tenancy per team di qualsiasi dimensione. Approccio Sicurezza-First: Assicura la sicurezza e la governance delle tue iniziative AI con le nostre misure robuste. Intuizioni in Tempo Reale: Prendi decisioni informate con le funzionalità di osservabilità in tempo reale, mettendoti al controllo. Intraprendi il tuo viaggio AI con Qualetics e sperimenta il futuro dell'AI, semplificato. Esplora le possibilità, innova senza sforzo!

Average Rating: 4.4/5.0

Total Reviews: 5

How Do G2 Users Rate Qualetics?

  • Ritiene che the product sia stato un valido partner commerciale?: 6.7/10 (Category avg: 8.7/10)
  • Facilità d'uso: 9.4/10 (Category avg: 8.5/10)
  • Qualità del supporto: 8.9/10 (Category avg: 8.4/10)
  • Facilità di amministrazione: 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
  • Gli utenti apprezzano le informazioni sui clienti fornite da Qualetics, che consentono esperienze personalizzate che migliorano la fedeltà e la soddisfazione.
  • Gli utenti apprezzano le intuizioni personalizzate basate sui dati di Qualetics, migliorando significativamente la fedeltà e la soddisfazione dei clienti.
  • Gli utenti apprezzano l'esperienza personalizzata offerta da Qualetics, migliorando la fedeltà dei clienti attraverso messaggi su misura e raccomandazioni di contenuti.
  • Gli utenti apprezzano l'esperienza personalizzata che Qualetics offre, migliorando la fedeltà e la soddisfazione del cliente attraverso interazioni su misura.
  • Gli utenti amano le fantastiche funzionalità di personalizzazione di Qualetics, migliorando la fedeltà e la soddisfazione dei clienti attraverso esperienze su misura.
Cons
  • Gli utenti trovano che le opzioni di personalizzazione limitate di Qualetics ostacolino la loro capacità di adattare i dashboard a esigenze specifiche.
  • Gli utenti trovano le opzioni di personalizzazione limitate inadeguate per affrontare efficacemente le loro esigenze aziendali uniche.
  • Gli utenti trovano che le opzioni di personalizzazione limitate ostacolino la loro capacità di adattare il prodotto alle esigenze aziendali uniche.
  • Gli utenti trovano che le opzioni di personalizzazione limitate di Qualetics ostacolino la loro capacità di adattarlo alle esigenze aziendali uniche.

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
    33 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?

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?

sofia-ml

sofia-ml is a suite of fast incremental algorithms for machine learning (sofia-ml) that can be used for training models for classification, regression, ranking, or combined regression and ranking, intended to aid researchers and practitioners who require fast methods for classification and ranking on large, sparse data sets.

Average Rating: 4.5/5.0

Total Reviews: 1

How Do G2 Users Rate sofia-ml?

  • 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 sofia-ml?

  • Seller: Google
  • Year Founded: 1998
  • HQ Location: Mountain View, CA
  • Twitter: @google
    31,899,995 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    341,888 employees on LinkedIn®
  • Ownership: NASDAQ:GOOG

Who Uses This Product?

  • Company Size: 50% Large, 50% Small

What Are Recent G2 Reviews of sofia-ml?

SpeedWise ML

SpeedWise® ML (SML) is a web-based software platform allowing everyone and every company to conduct cutting-edge machine learning practices and predictive analysis. Through the platform, everyone, with or without a deep understanding of machine learning, will be able to deliver high-quality production-level models through a few mouse clicks within minutes, without typing a single line of code. • Master machine learning easily without a data science background. • Powerful data preprocessing capabilities and intelligent data capture make data wrangling easy and fast. • Save time training and refining ML models rather than on countless coding hours (python knowledge not needed). • SML allows training of different models at the same time, displaying which is best. • Robust reporting conveys model validity. • Solve universal machine learning problems with a fast and intuitive data science workflow. SpeedWise® ML can be used by any company or organization that has data that is not yet fully exploited. This technology is applicable to any industry or sector, and it simply requires uploading an input data table (e.g., a .csv file) to start triggering thousands of machine learning models.

Average Rating: 2.5/5.0

Total Reviews: 1

How Do G2 Users Rate SpeedWise ML?

  • Ease of Use: 5.0/10 (Category avg: 8.5/10)
  • Quality of Support: 6.7/10 (Category avg: 8.4/10)

Who Is the Company Behind SpeedWise ML?

  • Seller: QRI
  • Year Founded: 2007
  • HQ Location: Houston, US
  • Twitter: @QRI
    88 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    131 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

The Libra Toolkit

Libra Toolkit is a collection of algorithms for learning and inference with discrete probabilistic models, including Bayesian networks (BNs), Markov networks (MNs), dependency networks (DNs), sum-product networks (SPNs), and arithmetic circuits (ACs), it focuses more on structure learning, especially for tractable models in which exact inference is efficient. Each algorithm in Libra is implemented as a command-line program suitable for interactive use or scripting, with consistent options and file formats throughout the toolkit.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate The Libra Toolkit?

  • 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 The Libra Toolkit?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of The Libra Toolkit?

Verfacto

Verfacto is a machine-learning tool that unifies customer data from scattered sources, blends it with behavioural data, and turns into insights that help e-commerce businesses to approach the right audience with the right message, adjust acquisition channels according to customers lifetime value, upsell and cross-sell effectively, make discounts only if they have a positive effect, and more.

Average Rating: 4.0/5.0

Total Reviews: 1

How Do G2 Users Rate Verfacto?

  • 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 Verfacto?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Verfacto?

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