Total Products under this Category: 475
Last updated: August 06, 2026
Why You Can Trust G2's Software 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.
Highlighted products: Gemini Enterprise Agent Platform, SAS Viya, IBM watsonx.ai, 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=sas-sas-viya&focus%5B%5D=ibm-watsonx-ai&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)
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Google Cloud's comprehensive platform for developers to build, scale, govern and optimize agents and models. It's a single destination for technical teams to build agents that can transform enterprise applications and workflows into powerful agentic systems.
Automation Anywhere is the global leader in Agentic Process Automation (APA), transforming how organizations put AI to work. Our platform combines specialized AI agents, generative AI, and end-to-end process automation—including process discovery, RPA, document processing, and advanced analytics—all built on a foundation of security and governance. We empower businesses worldwide to unlock productivity, elevate customer experiences, and drive new revenue streams. Guided by our vision to fuel the future of work, we unleash human potential through Agentic AI-powered automation. Learn more at https://www.automationanywhere.com.
Average Rating: 4.5/5.0
Total Reviews: 4,060
AI-generated summary from verified user reviews
"Smooth Shift from Traditional RPA to Agentic Automation"
Rating: 4.0/5.0 stars
— Nandini J.
"It was a good experience as it was easy to understand and have lots of features like AARI."
Rating: 4.0/5.0 stars
— Siddharth D.
Wiro is a unified AI API and generative AI infrastructure platform designed to help organizations build, deploy, and scale AI-powered applications through a single integration. The platform enables developers to access large language models (LLMs), AI image generation models, text-to-video and image-to-video models, speech-to-text systems, and real-time conversational AI through one standardized API. Wiro is particularly suited for teams building AI video generator apps, AI image generation tools, AI chatbots, voice assistant platforms, and other generative AI SaaS products. Instead of integrating multiple providers separately, developers can use Wiro as a centralized AI integration layer that abstracts GPU infrastructure, model hosting, and vendor management. Beyond simple API aggregation, Wiro supports model operationalization, including fine-tuning workflows (such as LoRA and DreamBooth), reusable AI pipelines, and RAG (retrieval-augmented generation) architectures. Teams can train custom models, deploy fine-tuned versions, and orchestrate multi-model workflows within the same application pipeline. This makes Wiro suitable for production AI deployment, multi-model orchestration, and scalable AI integration in real-world applications. The platform hosts and optimizes open-source foundation models on dedicated GPU infrastructure while also providing unified access to commercial AI providers such as OpenAI and Google. Its centralized architecture supports intelligent routing, workload scheduling, monitoring, and high-throughput API traffic management. Wiro operates on a transparent, usage-based pricing model where customers are billed per API request based on compute and token usage. This approach allows startups, SaaS companies, and enterprise teams to scale AI workloads without long-term infrastructure commitments. By combining unified AI APIs, model fine-tuning, workflow orchestration, and multi-provider integration, Wiro functions as an AI infrastructure layer and OpenAI alternative API for teams building AI video apps, AI image generation platforms, conversational AI systems, and production-ready generative AI solutions.
Average Rating: 4.9/5.0
Total Reviews: 28
"The Easiest Way to Centralize AI Media Models"
Rating: 5.0/5.0 stars
— Altan K.
"Flexible APIs That Let You Build Anything"
Rating: 5.0/5.0 stars
— Metehan K.
UiPath Document Understanding is an AI-powered solution that automates the extraction, classification, and validation of data from a wide range of document types, including structured, semi-structured, and unstructured formats. By integrating advanced machine learning models with robotic process automation (RPA), it enables organizations to process documents such as invoices, contracts, and compliance reports with increased speed and accuracy, reducing manual effort and minimizing errors. Key Features and Functionality: - AI-Powered Data Extraction: Utilizes machine learning models to accurately extract information from various document formats, including text, handwriting, tables, and checkboxes. - Pre-Trained and Custom Models: Offers pre-built models for common document types and the flexibility to train custom models tailored to specific business needs. - Human-in-the-Loop Validation: Incorporates human validation stations to review and correct extracted data, ensuring high accuracy and compliance. - Seamless Integration: Integrates with UiPath Studio and Orchestrator, allowing for the creation of end-to-end automation workflows that connect document processing with broader business processes. - Flexible Deployment Options: Supports both on-premises and cloud deployments to align with various IT infrastructures and compliance requirements. Primary Value and Problem Solved: UiPath Document Understanding addresses the challenges associated with manual document processing, such as time consumption, susceptibility to errors, and scalability limitations. By automating the extraction and processing of data from diverse document types, it enhances operational efficiency, reduces processing times, and improves data accuracy. This leads to better compliance, cost savings, and the ability to scale operations effectively, ultimately delivering a superior customer experience.
Average Rating: 4.6/5.0
Total Reviews: 21
AI-generated summary from verified user reviews
"Efficient, Reliable Document Understanding with Seamless RPA Integration"
Rating: 4.0/5.0 stars
— Navin M.
"Efficient with Structured Data, Needs Improvement for Handwritten Docs"
Rating: 4.5/5.0 stars
— Akshat K.
SAP HANA Cloud is a modern database-as-a-service (DBaaS) powering the next generation of intelligent data applications. SAP HANA Cloud offers a competitive edge by incorporating advanced machine learning and predictive tools grounded in modern data science. Its powerful in-memory performance safeguards efficient data processing. By securely storing vast amounts of data with its integrated multitier storage and handling various types on a single copy in its native multi-model database, SAP HANA Cloud simplifies data management and connects to other data sources. The seamless integration of these capabilities in a reliable, unified foundation makes it easier for developers to build high-demand intelligent data apps.
Average Rating: 4.3/5.0
Total Reviews: 521
AI-generated summary from verified user reviews
"Efficient Transactions, But Time-Intensive Setup"
Rating: 4.0/5.0 stars
— Sumeet R.
"Real-Time Analytics Powerhouse with Flexible, Scalable Performance."
Rating: 5.0/5.0 stars
— Mahendra S.
Scikit-learn is a software machine learning library for the Python programming language that has a various classification, regression and clustering algorithms including support vector machines, random forests, gradient boosting, k-means and DBSCAN, and is designed to interoperate with the Python numerical and scientific libraries NumPy and SciPy.
Average Rating: 4.8/5.0
Total Reviews: 60
AI-generated summary from verified user reviews
Rating: 4.5/5.0 stars
— Diana B.
"Perfect Starter Library for Machine Learning Beginners"
Rating: 4.5/5.0 stars
— Verified User in Higher Education
Pecan AI is a predictive analytics platform that helps business teams understand what’s likely to happen next, while there is still time to act. With Pecan’s Predictive AI Agent, teams can turn business questions into reliable predictions for use cases like customer churn, demand forecasting, and lifetime value, without relying on long, complex data science projects. The platform automatically handles data preparation, feature engineering, modeling, validation, and delivery, and provides transparent, explainable predictions that integrate into tools like Salesforce, HubSpot, Snowflake, and BI systems to drive real business outcomes.
Average Rating: 4.7/5.0
Total Reviews: 37
AI-generated summary from verified user reviews
"Intuitive Platform with Exceptional Support"
Rating: 5.0/5.0 stars
— J G.
"Fast Path to a Working Model with Hands-On Pecan Support"
Rating: 4.5/5.0 stars
— Verified User in Computer Software
Recommendations AI Deliver highly personalized product recommendations at scale.
Average Rating: 4.3/5.0
Total Reviews: 16
"Personalized, Real-Time Recommendations with Seamless Google Cloud Integration"
Rating: 4.5/5.0 stars
— Subhashree S.
"Real-Time, Tailored Recommendations at Scale—Smooth GCP Integration"
Rating: 4.5/5.0 stars
— Muhammed A.
Minitab Statistical Software is a comprehensive data analysis and statistical solution designed to assist users in exploring data, identifying trends, and making informed, data-driven decisions. This software caters to a diverse audience, ranging from beginners to seasoned analysts, by combining powerful statistical methods with an intuitive interface. This design approach simplifies complex analyses while ensuring depth and accuracy are not compromised. The capabilities of Minitab are extensive, encompassing a variety of statistical techniques such as descriptive statistics, hypothesis testing, regression analysis, ANOVA, time series analysis, design of experiments (DOE), reliability analysis, and predictive analytics. The software's guided workflows and Assistant feature are particularly beneficial, as they help users select appropriate tools, interpret results effectively, and communicate findings in a clear manner. This accessibility makes advanced analytics feasible for users across different skill levels, promoting a culture of data-driven decision-making within organizations. Minitab is available in both desktop and cloud-based versions, providing users with the flexibility to work from various locations while ensuring secure access to their data and analyses. The cloud version enhances collaboration among teams by allowing them to share projects and standardize analyses without the need for local installation. This feature is particularly advantageous for organizations with remote teams or those looking to streamline their analytical processes. The software also includes built-in data preparation tools that facilitate the cleaning and organization of data, which is crucial for accurate analysis. Furthermore, Minitab seamlessly integrates with other Minitab solutions and supports quality improvement methodologies such as Six Sigma. This integration helps organizations enhance their processes, reduce variation, and achieve measurable business outcomes. By providing a robust suite of tools and features, Minitab Statistical Software stands out as a valuable resource for organizations aiming to leverage data for strategic advantage.
Average Rating: 4.6/5.0
Total Reviews: 221
AI-generated summary from verified user reviews
"Audit-Ready Trend Analysis and Clear Statistical Outputs for APQR"
Rating: 4.0/5.0 stars
— Ajay K.
"Minitab’s DOE Wizard Makes Complex Experiments Fast and Straightforward"
Rating: 5.0/5.0 stars
— Nikhil C.
Recommender is a tool that analyzes the the feedback of some users (implicit and explicit) and their preferences for some items to learns patterns and predicts the most suitable products for a particular user.
Average Rating: 4.5/5.0
Total Reviews: 13
"Honest, Constructive Feedback with Clear, Specific Examples"
Rating: 4.5/5.0 stars
— Nikhil N.
"Personalized Recommendations That Boost Discovery and Engagement"
Rating: 4.0/5.0 stars
— LOKESH G.
NVIDIA Jarvis is an application framework for multimodal conversational AI services that delivers real-time performance on GPUs.
Average Rating: 4.2/5.0
Total Reviews: 21
"Fast, Reliable, and a Perfect Fit for MacOS"
Rating: 5.0/5.0 stars
— E G.
"Easy to use, good price, and reliable support"
Rating: 5.0/5.0 stars
— Verified User in Logistics and Supply Chain
BMC AMI DevX is a mainframe DevOps platform for IBM Z environments that helps development and platform engineering teams increase release velocity, reduce change risk, and build a sustainable mainframe developer workforce. Whether the priority is attracting the next generation of mainframe talent, safely evolving decades of business-critical code, accelerating release velocity, or demonstrating development ROI to leadership — BMC AMI DevX is designed to address all on a single platform. Teams can connect existing tools and adopt capabilities incrementally using an open-borders integration approach. A 2025 Forrester Total Economic Impact study found that customers using BMC AMI DevX onboarded developers 50% faster, completed code changes 33% faster, increased release frequency by 50%, and reduced change failure rate by 33%. Key capabilities: - Modern IDE integration (VS Code, Eclipse) with a unified development environment that reduces context switching - AI-powered code analysis including dependency mapping, impact analysis, and runtime execution path visualization - Automated unit, functional, integration, and performance testing with code coverage analysis - Git-compatible CI/CD integration with event-driven webhooks and an open plug-in library - DORA metrics and DevOps KPI tracking with AI/ML anomaly detection across the mainframe SDLC
Average Rating: 4.1/5.0
Total Reviews: 57
AI-generated summary from verified user reviews
"BMC AMI DevX Makes Mainframe Development Feel Modern and Connected"
Rating: 4.5/5.0 stars
— Nijat I.
"Makes Mainframe Development More Approachable and Productive"
Rating: 4.5/5.0 stars
— Sachin A.
B2Metric is an AI/ML-powered data analytics platform that enables marketing, data analytics, and CRM teams to better understand customer trends and behaviors. B2Metric uses machine learning to automate data analysis and generate predictive insights, which can be used to improve customer engagement, retention, and growth.
Average Rating: 4.8/5.0
Total Reviews: 44
AI-generated summary from verified user reviews
"Fast, Smart and moreover, supported by Artificial Intelligence and Machine Learning!"
Rating: 5.0/5.0 stars
— Zeynep E.
"Being CDP and AI/ML based at the same time is something else!"
Rating: 5.0/5.0 stars
— Erman K.
Aerosolve is a machine learning package built for humans its library is meant to be used with sparse, interpretable features such as those that commonly occur in search (search keywords, filters) or pricing (number of rooms, location, price). It is not as interpretable with problems with very dense non-human interpretable features such as raw pixels or audio samples.
Average Rating: 4.5/5.0
Total Reviews: 17
"Aerosolve with its best features"
Rating: 5.0/5.0 stars
— Verified User in Leisure, Travel & Tourism
"Aerosolve is the best and most smooth system."
Rating: 5.0/5.0 stars
— Sagar M.
Intel Data Analytics Acceleration Library (or Intel DAAL) is a software development library that is highly optimized for Intel architecture processors it provides building blocks for all data analytics stages, from data preparation to data mining and machine learning.
Average Rating: 4.3/5.0
Total Reviews: 11
"It seems that the library can increase efficiency of converting data into actionable insights."
Rating: 4.0/5.0 stars
— Ekjot S.
"Really fast and useful set of tools and information for any big data application"
Rating: 4.5/5.0 stars
— Marko G.
Phrase is a leader in Language Intelligence. Its enterprise platform automates, manages, and delivers multilingual content, helping organizations build deeper customer connections and accelerate business growth. Thousands of global brands use Phrase across hundreds of languages to reduce time to market and deliver consistent brand experiences worldwide. The Phrase Platform brings together translation management, software localization, multimedia localization, machine translation, workflow automation, and language AI in a single integrated environment. From marketing campaigns and product interfaces to apps, audio and video, customer support, and technical documentation, teams manage multilingual content in a single platform. Phrase enables organizations to operationalize AI across multilingual content workflows while maintaining governance, quality control, and brand consistency. Built for complex and fast-moving organizations, Phrase connects directly to the systems where content is created and published. Marketing teams launch global campaigns faster, product teams deliver localized software continuously within development workflows, and customer experience teams provide consistent multilingual support across channels. This open ecosystem architecture allows localization to operate as part of broader content, product, and customer experience workflows. Core capabilities of the Phrase Platform include: - AI-powered translation workflows with secure large language model integrations and adaptive machine translation - Multimedia localization with AI-powered subtitling, dubbing, transcription, AI voice generation, and captioning - AI agent orchestration for context-aware translation and automated post-editing - A broad integration ecosystem connecting CMS platforms including Contentful and Optimizely, customer support platforms including Salesforce, marketing automation systems, developer tools, and design environments including Figma - Native integrations with repositories including GitHub, GitLab, Bitbucket, and Azure DevOps - Over-the-air localization and SDKs for iOS and Android applications - Translation Memory and terminology management to maintain linguistic and brand consistency - Automated quality evaluation and quality performance scoring - In-context preview and visual review tools for faster review cycles - Advanced workflow automation with Phrase Orchestrator, a no-code interface for building and managing approval processes - Vendor management for in-house teams, language service providers, and marketplace partners - Open API, CLI, and webhooks for extensibility and automation - Reporting and analytics to monitor quality, cost efficiency, and performance - Scalable architecture designed for enterprise content volumes Phrase supports global organizations across industries including technology, gaming, retail, manufacturing, automotive, travel, and life sciences. These organizations use Phrase to accelerate global product launches, scale international marketing, and deliver consistent multilingual customer experiences across every market. Enterprise readiness sits at the core of the Phrase Platform. Phrase is ISO 27001 certified and provides robust security, governance, and compliance capabilities including SSO, role-based permissions, granular access controls, and secure cloud infrastructure designed for global organizations. Trusted by leading global brands including Uber, AWS, Volkswagen, and Zendesk, Phrase ensures multilingual content is delivered at scale while maintaining quality, consistency, and control. Learn more at phrase.com.
Average Rating: 4.5/5.0
Total Reviews: 1,292
AI-generated summary from verified user reviews
"Localization is now faster and easier than ever"
Rating: 5.0/5.0 stars
— Chiranjit D.
"Intuitive, Efficient Translation Management That Streamlines Multilingual Workflows"
Rating: 4.5/5.0 stars
— Andrea L.
