Best Robotic Process Automation (RPA) Software with Machine Learning Capabilities

How Many Robotic Process Automation (RPA) Software Products Does G2 Track?

Total Products under this Category: 313

Category Stats (Nov 2026)

  • Average Rating: 4.53/5 (↑0.01 vs Oct 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Browserless (+9.81%) - Among all products in this category, Browserless recorded the largest rating increase compared to last month

Last updated: November 01, 2026

How Does G2 Rank Robotic Process Automation (RPA) Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 25,500+ Authentic Reviews
  • 313+ 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 Robotic Process Automation (RPA) Software

G2 Grid® for Robotic Process Automation (RPA) Software plotting products by satisfaction and market presence

Highlighted products: UiPath Agentic Automation, Zapier, Microsoft Power Automate, Automation Anywhere Agentic Process Automation, IBM Robotic Process Automation (RPA), Apify, SAP Business Technology Platform, and Automate®.

Underlying data: [Grid® JSON](https://www.g2.com/categories/robotic-process-automation-rpa/grids.json?focus%5B%5D=uipath-agentic-automation&focus%5B%5D=zapier&focus%5B%5D=microsoft-power-automate&focus%5B%5D=automation-anywhere-agentic-process-automation&focus%5B%5D=ibm-robotic-process-automation-rpa&focus%5B%5D=apify&focus%5B%5D=sap-business-technology-platform&focus%5B%5D=automate)

UiPath Agentic Automation

UiPath (NYSE: PATH) is a global leader in agentic automation, empowering enterprises to harness the full potential of AI agents to autonomously execute and optimize complex business processes. The UiPath Platform™ uniquely combines controlled agency, developer flexibility, and seamless integration to help organizations scale agentic automation safely and confidently. Committed to security, governance, and interoperability, UiPath supports enterprises as they transition into a future where automation delivers on the full potential of AI to transform industries. For more information, visit www.uipath.com. Agentic testing is an AI-powered approach to software quality assurance that leverages autonomous agents to generate, execute, and evolve tests across the entire testing lifecycle. By partnering intelligent agents with human testers, agentic testing dramatically increases test coverage, accelerates release cycles, improves system resilience, and enables continuous testing at enterprise scale. It empowers teams to shift from manual, reactive testing to proactive, scalable quality engineering—driving faster innovation with higher confidence.

Average Rating: 4.6/5.0

Total Reviews: 6,285

How Do G2 Users Rate UiPath Agentic Automation?

  • Visual Editor: 9.1/10 (Category avg: 8.6/10)
  • Quality of Support: 8.8/10 (Category avg: 9.1/10)
  • Custom Automation: 8.9/10 (Category avg: 8.7/10)
  • Collaboration: 8.9/10 (Category avg: 8.7/10)

Who Is the Company Behind UiPath Agentic Automation?

  • Seller: UiPath
  • Company Website:
  • Year Founded: 2005
  • HQ Location: New York
  • LinkedIn® Page: www.linkedin.com
    5,142 employees on LinkedIn®
  • Ownership: NYSE: PATH

Who Uses This Product?

  • Who Uses This: RPA Developer, Software Engineer
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 51% Large, 28% Medium

What Do G2 Reviewers Say About UiPath Agentic Automation?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the versatile automation capabilities of UiPath, making it useful across various industries.
  • Users value the ease of use of UiPath Agentic Automation, facilitating seamless automation across various applications.
  • Users value the straightforward automation capabilities of UiPath Agentic Automation, noting its ease of use and security features.
  • Users benefit from the automation ease of UiPath Agentic Automation, enhancing productivity and simplifying test cycles significantly.
  • Users highlight the efficiency of UiPath Agentic Automation, streamlining automation processes and enhancing workflow management.
Cons
  • Users find the licensing costs expensive and difficult to anticipate, complicating budget management for UiPath Agentic Automation.
  • Users find the learning curve steep, especially with challenging content like the Orchestra videos and licensing issues.
  • Users find the complexity of the RPA platform overwhelming, highlighting the need for more intuitive features and upgrades.
  • Users find the missing features in UiPath, such as modern folder access, hinder their overall experience.
  • Users express concerns about the high cost of UiPath licenses, particularly in comparison to Power Automate.

What Are Recent G2 Reviews of UiPath Agentic Automation?

What Are G2 Users Discussing About UiPath Agentic Automation?

Automation Anywhere Agentic Process Automation

Automation Anywhere Agentic Process Automation (APA) is an enterprise platform that orchestrates AI agents, RPA bots, APIs, documents, and human expertise as a single governed system of work. APA transforms what is possible with automation — orchestrating every instrument of work across every system, with execution grounded in process expertise, and end-to-end process governance across every agent, every step, and every decision. It turns individual capabilities into compounded business transformation. With the APA platform, you can optimize what already runs your business and expand into what has never been feasible before. What's inside the platform Process Reasoning Engine (PRE) — the decision layer. Goal-driven AI agents plan, act, adapt, and self-correct in real time as conditions change. Mozart Orchestrator — a unified composer that manages decisions, dependencies, context, and exceptions across agents, automations, documents, and APIs. AI Agent Studio — a low-code workspace for building AI agents on foundational models from Amazon Bedrock, Google Vertex AI, Azure OpenAI, OpenAI, and others. Automator AI — generative AI–powered automation development across any application, cloud or on-premises. Document Automation — processes unstructured documents at over 95% accuracy, and 5x faster with Cloud Extraction Service for large-scale extraction. Process Discovery — surfaces bottlenecks and identifies what to automate next. Automation Co-Pilot — triggers multi-step agentic workflows in natural language, inside the applications teams already use. Governance built in, not bolted on Every agent, action, and decision runs inside enterprise controls: fine-grained role-based access control (RBAC), AES-256 encryption at rest, TLS in transit, native audit logs with SIEM integration, and human-in-the-loop oversight. Automation Anywhere maintains SOC 1 Type 2, SOC 2 Type 2, ISO 27001, ISO 22301, and HITRUST certifications, and supports GDPR compliance. Proven in production 1,500+ live APA deployments, 400M+ automations run per year, and 1.8M+ unique AI agent executions across 26 global regions. Bancolombia — 1,300% ROI in the first year and a 50% increase in customer service efficiency JBS — $1M and 125,000 hours saved in IT Granite Telecom — $635,000 in monthly savings and 15,000 hours saved per month Ricoh — 500 days of operational time saved per month SoftBank Corp. — 85% reduction in recruitment hours Who it's for Enterprise operations, IT, finance, HR, customer service, and shared services teams in banking, insurance, healthcare, life sciences, manufacturing, telecommunications, and the public sector — wherever complex, cross-system work has to run reliably and be governed. Learn more at https://www.automationanywhere.com.

Average Rating: 4.5/5.0

Total Reviews: 4,181

How Do G2 Users Rate Automation Anywhere Agentic Process Automation?

  • Visual Editor: 8.7/10 (Category avg: 8.6/10)
  • Quality of Support: 8.7/10 (Category avg: 9.1/10)
  • Custom Automation: 8.6/10 (Category avg: 8.7/10)
  • Collaboration: 8.6/10 (Category avg: 8.7/10)

Who Is the Company Behind Automation Anywhere Agentic Process Automation?

  • Seller: Automation Anywhere
  • Company Website:
  • Year Founded: 2003
  • HQ Location: San Jose, CA
  • LinkedIn® Page: www.linkedin.com
    2,327 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: RPA Developer, Software Engineer
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 58% Large, 23% Medium

What Do G2 Reviewers Say About Automation Anywhere Agentic Process Automation?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use in Automation Anywhere, highlighting its intuitive interface and helpful features for automation.
  • Users appreciate the ease of use of Automation Anywhere, highlighting its intuitive interface and reliable automation capabilities.
  • Users value the efficiency of Automation Anywhere, noting significant reductions in manual work and boosted productivity.
  • Users value the automation ease of Automation Anywhere, noting its user-friendly features that simplify bot creation and management.
  • Users highly value the intuitive interface of Automation Anywhere, which simplifies bot creation and enhances productivity.
Cons
  • Users feel that the pricing of Automation Anywhere can be expensive, limiting accessibility for smaller teams and startups.
  • Users find a steep learning curve in Automation Anywhere, complicating onboarding and impacting initial setup and debugging.
  • Users note a lack of information in solutions, which can hinder the overall effectiveness of Automation Anywhere.
  • Users often face software bugs that hinder smooth operation and complicate bot deployment and debugging processes.
  • Users experience challenges with bot issues, including complex UI and slow performance during automation processes.

What Are Recent G2 Reviews of Automation Anywhere Agentic Process Automation?

What Are G2 Users Discussing About Automation Anywhere Agentic Process Automation?

Appian

Appian is an enterprise AI process automation platform that helps organizations orchestrate, automate, and transform complex end-to-end workflows. The platform connects AI models, enterprise systems, data sources, digital workers, and human teams to accelerate operations, reduce operational costs, and manage enterprise risk. Built primarily for large enterprises and government entities, Appian supports mission-critical applications across core business functions like financial services, insurance, pharmaceuticals, and public sector operations. Key Features and Capabilities Deterministic Process Orchestration: Provides a structured workflow layer that coordinates AI agents, automated rules, legacy systems, and human workers to ensure predictable and reliable execution of enterprise tasks. Data Fabric Technology: Unifies enterprise data across disparate systems into a virtualized data model without needing to migrate or replicate underlying databases, delivering real-time operational context to AI agents and end users. Enterprise AI Control & Governance: Incorporates built-in guardrails, full auditability, and monitoring tools to maintain policy compliance, enforce row-level security, and eliminate unauthorized actions. Spec-Driven Development: Combines visual process modeling with AI-assisted application creation, allowing business analysts and developers to collaborate on visual plans and deploy applications with pre-configured scalability and high availability. Flexible AI Deployment: Supports a portfolio approach to digital workers by integrating native AI features, external frontier models, and traditional automation tools like business rules and Robotic Process Automation (RPA). By operating as an agility layer over existing legacy systems, the platform enables organizations to modernize operational software without undergoing disruptive core replacements. Built-in process intelligence allows teams to continually monitor performance metrics, pinpoint workflow bottlenecks, and optimize overall business efficiency.

Average Rating: 4.5/5.0

Total Reviews: 462

How Do G2 Users Rate Appian?

  • Visual Editor: 8.6/10 (Category avg: 8.6/10)
  • Quality of Support: 8.5/10 (Category avg: 9.1/10)
  • Custom Automation: 8.3/10 (Category avg: 8.7/10)
  • Collaboration: 8.6/10 (Category avg: 8.7/10)

Who Is the Company Behind Appian?

  • Seller: Appian
  • Company Website:
  • Year Founded: 1999
  • HQ Location: McLean, Virginia
  • LinkedIn® Page: www.linkedin.com
    2,652 employees on LinkedIn®
  • Ownership: NASDAQ:APPN

Who Uses This Product?

  • Who Uses This: Manager, Consultant
  • Top Industries: Financial Services, Banking
  • Company Size: 55% Large, 28% Medium

What Do G2 Reviewers Say About Appian?

AI-generated summary from verified user reviews

Pros
  • Users find Appian's ease of use exceptional, enhancing application delivery and process adaptation with AI-driven features.
  • Users value the built-in automation of Appian, enhancing efficiency and simplifying complex business process management.
  • Users value the easy application building in Appian, appreciating its AI features and support for rapid deployment.
  • Users value the advanced AI integration in Appian, enhancing efficiency and simplifying process orchestration effectively.
  • Users appreciate the advanced AI integration in Appian, enhancing productivity with its low-code platform and features.
Cons
  • Users feel Appian has limited features for customization, leading to frustrations with interface design and branding.
  • Users find the licensing costs for Appian to be high, which may deter smaller teams from using it.
  • Users find Appian's limited flexibility restricts custom UI design and complex logic, requiring specific expertise for deep customization.
  • Users find the complexity of Appian frustrating, particularly with customization and debugging challenges affecting usability.
  • Users find the limited customization of Appian frustrating, especially for tailored UI and complex requirements.

What Are Recent G2 Reviews of Appian?

What Are G2 Users Discussing About Appian?

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Pega Platform

Pega is a powerful low-code platform that builds agility into the world’s leading organizations so they can adapt to change. Clients use our AI-powered decisioning and workflow automation to solve their most pressing business challenges – from personalizing engagement to automating service to streamlining operations. Since 1983, we’ve built our scalable and flexible architecture to help people focus on what matters most, so they can meet today’s customer demands while continuously transforming for tomorrow. Experience the simplicity and power of the Pega Platform today: https://www.pega.com/platform-guided-tour

Average Rating: 4.2/5.0

Total Reviews: 199

How Do G2 Users Rate Pega Platform?

  • Visual Editor: 8.5/10 (Category avg: 8.6/10)
  • Quality of Support: 8.2/10 (Category avg: 9.1/10)
  • Custom Automation: 8.9/10 (Category avg: 8.7/10)
  • Collaboration: 9.2/10 (Category avg: 8.7/10)

Who Is the Company Behind Pega Platform?

  • Seller: Pegasystems
  • Year Founded: 1983
  • HQ Location: Cambridge, MA
  • LinkedIn® Page: www.linkedin.com
    5,547 employees on LinkedIn®
  • Ownership: NASDAQ:PEGA
  • Phone: +1 (617) 374 9600

Who Uses This Product?

  • Who Uses This: Senior Software Engineer, Consultant
  • Top Industries: Information Technology and Services, Banking
  • Company Size: 68% Large, 20% Medium

What Do G2 Reviewers Say About Pega Platform?

AI-generated summary from verified user reviews

Pros
  • Users value the helpful customer support, enhancing their experience and facilitating integration with existing systems.
  • Users value the automation of complicated processes in Pega Platform, enhancing efficiency without the need for coding.
  • Users appreciate the ease of use of Pega Platform, allowing automation and integration without extensive coding knowledge.
  • Users value the easy integration and user-friendly interface of Pega Platform, enabling non-developers to enhance operations.
  • Users value the seamless integrations of Pega Platform for effective data handling and system orchestration.
Cons
  • Users face strict customization limitations in Pega Platform, hindering the ability to create desired user interfaces.
  • Users face limited features in Pega Platform, making customization challenging and restricting desired UI designs.
  • Users find the interface outdated, making customization difficult and leading to a frustrating user experience.
  • Users struggle with poor interface design, feeling restricted by stringent customization and outdated UI elements in Pega Platform.
  • Users are frustrated with the poor UI of Pega Platform, feeling constrained by strict customization limitations.

What Are Recent G2 Reviews of Pega Platform?

What Are G2 Users Discussing About Pega Platform?

WorkFusion AI Digital Agents

WorkFusion is a pioneer in AI agents for financial crime compliance (FCC). Its AI Agents are purpose-built workers that augment compliance teams in level 1 analyst functions for anti-money laundering (AML), adverse media monitoring, sanctions screening alert review, customer onboarding, Know Your Customer (KYC), transaction monitoring (TM) and customer service. WorkFusion’s AI solutions are technology controls that mitigate risk, solve talent challenges, increase workforce capacity, save money, enhance employee and customer experience, and improve compliance posture. For more information visit workfusion.com.

Average Rating: 4.4/5.0

Total Reviews: 22

How Do G2 Users Rate WorkFusion AI Digital Agents?

  • Visual Editor: 8.9/10 (Category avg: 8.6/10)
  • Quality of Support: 8.1/10 (Category avg: 9.1/10)
  • Custom Automation: 10.0/10 (Category avg: 8.7/10)
  • Collaboration: 8.3/10 (Category avg: 8.7/10)

Who Is the Company Behind WorkFusion AI Digital Agents?

Who Uses This Product?

  • Top Industries: Information Technology and Services
  • Company Size: 72% Large, 17% Small

What Are Recent G2 Reviews of WorkFusion AI Digital Agents?

What Are G2 Users Discussing About WorkFusion AI Digital Agents?