Best Enterprise AI Orchestration Software

How Many AI Orchestration Software Products Does G2 Track?

Total Products under this Category: 990

Category Stats (Nov 2026)

  • Average Rating: 4.61/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Crewai (+2.61%) - Among all products in this category, Crewai recorded the largest rating increase compared to last month

Last updated: November 01, 2026

How Does G2 Rank AI Orchestration Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 25,400+ Authentic Reviews
  • 990+ 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 AI Orchestration Software

G2 Grid® for AI Orchestration Software plotting products by satisfaction and market presence

Highlighted products: UiPath Agentic Automation, Gemini platform, Willow AI Governance Control Plane, Automation Anywhere Agentic Process Automation, MuleSoft Anypoint Platform, IBM watsonx Orchestrate, LangChain, and Workato.

Underlying data: [Grid® JSON](https://www.g2.com/categories/ai-orchestration/grids.json?focus%5B%5D=uipath-agentic-automation&focus%5B%5D=gemini-platform&focus%5B%5D=willow-ai&focus%5B%5D=automation-anywhere-agentic-process-automation&focus%5B%5D=mulesoft-anypoint-platform&focus%5B%5D=ibm-watsonx-orchestrate&focus%5B%5D=langchain&focus%5B%5D=workato&segment=enterprise)

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

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?

Gemini platform

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.

Average Rating: 4.3/5.0

Total Reviews: 874

Who Is the Company Behind Gemini platform?

  • Seller: Google
  • Year Founded: 1998
  • HQ Location: Mountain View, CA
  • LinkedIn® Page: www.linkedin.com
    301,144 employees on LinkedIn®
  • Ownership: NASDAQ:GOOG
  • Phone: +1 (650) 253-0000

Who Uses This Product?

  • Who Uses This: Software Engineer, Data Scientist
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 44% Small, 28% Large

What Do G2 Reviewers Say About Gemini platform?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of the Gemini platform, enhancing productivity and streamlining workflows significantly.
  • Users praise the model variety of Gemini, finding it essential for seamless integration and productivity in projects.
  • Users value the multimodal capabilities of Gemini, seamlessly integrating text, images, code, and documents for enhanced productivity.
  • Users appreciate the multimodal capabilities of Gemini, enhancing productivity in software development and automation tasks.
  • Users value the easy integrations of Gemini, enhancing workflow efficiency through seamless connectivity with various platforms.
Cons
  • Users find the Gemini platform to be expensive due to unclear cost tracking and potential for overspending.
  • Users find the learning curve steep with Gemini, as navigating its complexities can be overwhelming for new users.
  • Users find the complexity of the Gemini platform challenging, especially with IAM roles and numerous configuration options.
  • Users find the complexity issues of Vertex AI daunting, particularly during project setup and resource management.
  • Users find the difficult learning curve of Gemini platform overwhelming, especially with configuration and cost management challenges.

What Are Recent G2 Reviews of Gemini platform?

What Are G2 Users Discussing About Gemini platform?

Willow AI Governance Control Plane

The AI Basecamp for the enterprise. Willow is the Agentic Access Platform for the enterprise, the AI Basecamp where every AI agent checks in before it touches a single system. Most companies are stitching together a gateway, a shadow AI scanner, a DLP bolt-on, and a manual approval process. Seven tools pretending to be one. Willow is the platform. One control plane for every AI agent, tool, MCP, skill, and plugin in the enterprise, covering identity, runtime guardrails, shadow AI detection, and audit, from the same place. What Willow does: - Secure gateway between any AI agent, Claude, ChatGPT, Cursor, Copilot, custom agents, and your internal systems: Jira, GitHub, Salesforce, Snowflake, Slack, and 1,000+ more. - Governs the action inside each tool, not just the connection. Least privilege enforced at runtime, not detected after the fact. - Detects shadow AI the moment it appears, through a browser extension and endpoint agent, before an unmanaged MCP or skill becomes an incident. - Self-serve employee portal so every department, not just engineering, connects approved tools without IT tickets. - Full audit trail tied to a real human identity, streamed to your SIEM in real time. Deploys SaaS, dedicated cloud, or fully on-prem inside your VPC. SOC 2 Type II, ISO, GDPR compliant. Why teams pick Willow over a point solution: Gateways route traffic. Scanners give you visibility with no way to act on it. DLP bolts on after the mistake already happened. Willow governs the action, detects what's unmanaged, and lets the whole org self-serve, on one control plane. Visibility - Control - Governance - Enforcement Live in production at Wix (~5,000 weekly active users, ~600 governed tools and MCPs, 1M+ governed tool calls per week), Innovid, Papaya Global, Riskified, Freetrade, Agora, Lansweeper and more. Built for CISOs, VPs of Engineering, platform leads, and CTOs rolling out AI at scale.

Average Rating: 4.9/5.0

Total Reviews: 197

Who Is the Company Behind Willow AI Governance Control Plane?

  • Seller: Willow
  • Company Website:
  • Year Founded: 2025
  • HQ Location: New York
  • LinkedIn® Page: www.linkedin.com
    15 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Software Engineer, Product Manager
  • Top Industries: Computer Software, Financial Services
  • Company Size: 78% Large, 39% Medium

What Are Recent G2 Reviews of Willow AI Governance Control Plane?

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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

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?

MuleSoft Anypoint Platform

MuleSoft Anypoint Platform is the industry-leading integration and governance solution designed to connect any application, API, and AI agent across hybrid and multi-cloud environments. For nearly two decades, we have served as the integration backbone for the world’s most complex enterprises. Today, we are extending to the AI era. We allow organizations to move beyond AI sprawl into a unified architecture where legacy systems, modern APIs, and autonomous agents interact securely on a single, trusted foundation. Key capabilities and components include: Hybrid integration and connectivity, utilizing a library of hundreds of pre-built connectors and support for new AI protocols like MCP and A2A to provide AI agents with the tools they need to access and act within legacy ERPs, CRMs, and on-premise databases. MuleSoft Agent Fabric: Unified API and agent governance, applying the same rigorous security policies, cost controls, and traffic enforcement to AI models and agents that organizations already trust for their global API ecosystems through a single, federated control plane. Fabric also includes agent visibility and registry, offering a single source of truth to discover and observe any cross-ecosystem agent, ensuring complete transparency and the elimination of shadow AI. MuleSoft Vibes: Natural language design and management, providing a revamped experience where teams can use native natural language prompts to scaffold integrations, manage lifecycles, and stay ahead of technical sprawl using the AI tools they already prefer. Trusted runtime and compliance, delivering a fully managed, hybrid, or on-prem foundation that has been proven at scale for years, ensuring that every interaction is backed by enterprise-grade monitoring and human-in-the-loop security. Overall, MuleSoft Anypoint Platform is the enterprise platform for organizations seeking to bring visibility, trust, and orchestration to their APIs and AI agents.

Average Rating: 4.4/5.0

Total Reviews: 775

Who Is the Company Behind MuleSoft Anypoint Platform?

  • Seller: Salesforce
  • Company Website:
  • Year Founded: 1999
  • HQ Location: San Francisco, CA
  • LinkedIn® Page: www.linkedin.com
    89,711 employees on LinkedIn®
  • Ownership: NYSE:CRM

Who Uses This Product?

  • Who Uses This: Software Engineer, Senior Software Engineer
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 54% Large, 31% Medium

What Do G2 Reviewers Say About MuleSoft Anypoint Platform?

AI-generated summary from verified user reviews

Pros
  • Users find MuleSoft Anypoint Platform's ease of use remarkable, making integration and setup quick and intuitive.
  • Users appreciate the immense integration capabilities of MuleSoft Anypoint Platform, simplifying connections without extensive coding skills.
  • Users appreciate the easy integrations offered by MuleSoft Anypoint Platform, simplifying connections without the need for extensive coding.
  • Users praise the extensive connectors and intuitive UI of MuleSoft Anypoint Platform for seamless, efficient integrations.
  • Users admire the solid API management of MuleSoft Anypoint Platform, facilitating seamless integration with minimal coding required.
Cons
  • Users find the steep learning curve of MuleSoft Anypoint Platform discouraging for those lacking integration experience.
  • Users find the cost of MuleSoft Anypoint Platform to be quite high, limiting accessibility for smaller companies.
  • Users find the steep learning curve of MuleSoft challenging, especially for those lacking integration experience.
  • Users face a steep learning curve with MuleSoft, making it challenging for those without integration experience.
  • Users find the API limitations of MuleSoft Anypoint Platform restrictive, wishing for increased capacity and improved features.

What Are Recent G2 Reviews of MuleSoft Anypoint Platform?

What Are G2 Users Discussing About MuleSoft Anypoint Platform?

IBM watsonx Orchestrate

IBM® watsonx Orchestrate® puts AI to work for automating complex workflows and processes at scale, without changing your existing systems and tools. IBM watsonx Orchestrate helps you build, deploy and manage powerful AI assistants and agents, enabling seamless collaboration between them, to create one unified user experience. It can easily integrate with your existing business systems by connecting to multiple proprietary and third-party AI models or automation tools from 100+ enterprise apps. This allows the solution to adapt to your business needs instead of forcing you to adapt to generative AI. It is built on top of watsonx, which is a generative AI solution that allows the user to access multiple foundation models while emphasizing on enterprise-grade security, governance, and compliance. The outcome? Less manual work. Faster decisions. Increased AI productivity. A more efficient business— at scale. IBM watsonx Orchestrate offers the following: - Multi-agent orchestration - Easily deploy, manage, and govern a heterogenous network of AI assistants and agents, across their lifecycle. Enable smooth collaboration amongst multiple AI assistants and agents, whether they are built in-house or from third-party vendors, for a unified user experience. Work across hybrid cloud environments while integrating with complex tech stacks, wherever they reside. Empower employees with self-service access to AI assistants and agents so that they can focus more on what matters most to them. - Low-code agent builder and pre-built agents – Quickly build and deploy custom-built or pre-built AI agents using a range of low-code to pro-code tools, designed for everyday business users as well as professional developers. Easily leverage a software development kit (SDK) that includes tools, documentation, and code samples for faster turnaround times. Accelerate your agentic automation journey with pre-built agents built for specific business domains like human resources, sales, procurement, customer service and more. - Complex business workflow and process automation optimization - Streamline essential processes and reduce manual workflows to get faster ROIs by integrating with current systems or multiple third-party models. Simplify access to several tools and leverage ready-made integrations with 100+ leading enterprise apps including those from Microsoft, Salesforce, SAP, ServiceNow, Workday and more. Key Highlights: 1. Several tools and ready-to-use integrations designed for connecting with 100+ leading enterprise apps, for faster time to value. 2. A set of pre-built agents for specific business domains (like human resources, procurement, sales and more), as well as custom agent building capabilities including a range of low-code to pro-code authoring tools, for adapting to enterprise specific needs. 3. Multi-agent orchestration to enable hassle-free collaboration between several AI assistants, agents, and applications for a unified user experience.

Average Rating: 4.4/5.0

Total Reviews: 379

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Who Is the Company Behind IBM watsonx Orchestrate?

  • Seller: IBM
  • Company Website:
  • Year Founded: 1911
  • HQ Location: Armonk, New York, United States
  • LinkedIn® Page: www.linkedin.com
    344,328 employees on LinkedIn®
  • Ownership: SWX:IBM

Who Uses This Product?

  • Who Uses This: Software Engineer, Senior Software Engineer
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 42% Large, 38% Small

What Do G2 Reviewers Say About IBM watsonx Orchestrate?

AI-generated summary from verified user reviews

Pros
  • Users find IBM watsonx Orchestrate's ease of use enhances efficiency, combining automation and AI in an intuitive way.
  • Users value the easy integrations of IBM watsonx Orchestrate, enhancing automation with streamlined connectivity to existing systems.
  • Users appreciate the seamless automation of IBM watsonx Orchestrate, enabling faster, intuitive workflows and reducing complexity.
  • Users appreciate the seamless AI integration of IBM watsonx Orchestrate, enhancing automation and simplifying business workflows effortlessly.
  • Users admire the seamless integrations of IBM Watsonx Orchestrate, enhancing usability and simplifying automation within existing systems.
Cons
  • Users find the steep learning curve challenging, requiring a deeper understanding for advanced workflows and integration.
  • Users find the initial learning curve for IBM watsonx Orchestrate steep, posing challenges for those used to traditional tools.
  • Users face integration issues that complicate advanced workflows, with limitations on connectors and manual workarounds required.
  • Users find the missing features in IBM Watsonx Orchestrate limit usability and create confusion with frequent naming changes.
  • Users find IBM watsonx Orchestrate expensive, especially for larger teams and short-term implementations.

What Are Recent G2 Reviews of IBM watsonx Orchestrate?

What Are G2 Users Discussing About IBM watsonx Orchestrate?

LangChain

LangChain is a model-neutral, open source framework for building agents faster. It provides the core agent loop, with model and tool abstractions, 1000+ integrations, and customizable middleware, so that you can create agents that adapt with the ecosystem. LangChain provides a minimal, highly-configurable harness. Teams can start with a standard agent architecture, then customize how the agent reasons, manages context, and takes action. Key Features and Functionality: • Pre-built agent architecture: LangChain helps developers start building agents quickly with proven patterns for common use cases. • Open and neutral: Swap models, tools, and databases without rewriting your application. With 1000+ integrations, future-proof your stack as AI advances. • Customizable: Developers can extend agent behavior through middleware. Easily add human-in-the-loop approval, summarize long conversations, remove sensitive data, or customize context and tool use with composable hooks. • Durable runtime: LangChain runs on LangGraph’s durable runtime, giving agents built-in persistence, checkpointing, rewind, and human-in-the-loop support. Primary Value and Problem Solving: LangChain gives developers a pre-built agent architecture that they can use immediately. The framework is open and neutral by design with 1,000+ integrations across the LLM ecosystem, so developers can connect the models, tools, and databases their agents need to use. LangChain also provides control over agent behavior. Middleware lets teams customize how an agent runs without rewriting the core architecture. The framework is useful for teams that want to ship agents quickly, but still need room to adapt the system to their product, users, and infrastructure.

Average Rating: 4.5/5.0

Total Reviews: 150

Who Is the Company Behind LangChain?

Who Uses This Product?

  • Who Uses This: Software Developer, Software Engineer
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 58% Small, 25% Medium

What Do G2 Reviewers Say About LangChain?

AI-generated summary from verified user reviews

Pros
  • Users commend Langchain for its ease of use, enabling effortless integration and smooth navigation for AI application development.
  • Users value the easy integrations offered by Langchain, streamlining AI app development and saving significant time.
  • Users value the user-friendly features of Langchain, enabling easy navigation and effective AI workflow management.
  • Users value the seamless integrations of LangChain, enhancing efficiency in AI app development and scaling complex workflows.
  • Users value the customization flexibility of Langchain, enabling streamlined AI app development with minimal effort.
Cons
  • Users find LangChain’s complexity issues frustrating, as heavy abstractions and bloated dependencies hinder debugging and production deployment.
  • Users experience a steep learning curve with Langchain, finding it overwhelming due to its complexity and documentation gaps.
  • Users find LangChain's poor documentation lacking for advanced cases, complicating the learning process and usage.
  • Users encounter frustrating error handling challenges with debugging and frequent breaking changes in Langchain.
  • Users often face software instability due to frequent breaking changes, making long-term project maintenance challenging.

What Are Recent G2 Reviews of LangChain?

Workato

Workato is the #1-rated iPaaS and the leader in Enterprise MCP — the platform enterprises trust to unify integration, automation, and AI in one secure, cloud-native runtime. Trusted by over 12,000 customers including half the Fortune 500, Workato connects every system, process, and data source with 14,000+ pre-built connectors. What sets Workato apart: Enterprise MCP turns proven business processes into governed, agent-ready skills that any AI agent — Claude, ChatGPT, Cursor, or custom-built — can execute safely and predictably. No rip-and-replace required. Whether modernizing legacy integrations or deploying agentic AI at scale, Workato delivers the orchestration, governance, and trust needed in the enterprise.

Average Rating: 4.7/5.0

Total Reviews: 828

Who Is the Company Behind Workato?

  • Seller: Workato
  • Company Website:
  • Year Founded: 2013
  • HQ Location: Mountain View, California
  • LinkedIn® Page: www.linkedin.com
    1,466 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Software Engineer, Senior Software Engineer
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 41% Medium, 34% Large

What Do G2 Reviewers Say About Workato?

AI-generated summary from verified user reviews

Pros
  • Users find the ease of use and flexibility of Workato invaluable for building automations effortlessly.
  • Users praise the easy integration capabilities of Workato with numerous prebuilt connectors for seamless workflows.
  • Users find the easy integrations with prebuilt connectors in Workato make workflow automation seamless and user-friendly.
  • Users value the easy-to-use automation features of Workato, enabling quick workflow creation for non-technical individuals.
  • Users value the intuitive drag-and-drop interface of Workato, enabling effortless workflow creation and quick automation.
Cons
  • Users find Workato's complex workflows and technical nature challenging, particularly for beginners and marketers.
  • Users find the steep learning curve of Workato challenging, requiring significant effort to navigate its complexities.
  • Users find the lack of pre-built connectors and troubleshooting tools limits Workato's usability and overall experience.
  • Users find data limitations frustrating, particularly regarding pricing and troubleshooting challenges with Workato's workflows.
  • Users find the high pricing of Workato to be a significant barrier for smaller teams, leading to frustration.

What Are Recent G2 Reviews of Workato?

What Are G2 Users Discussing About Workato?

Astro by Astronomer

For data teams looking to increase the availability of trusted data, Astronomer provides Astro, the modern data orchestration platform, powered by Airflow. Astro enables data engineers, data scientists, and data analysts to build, run, and observe pipelines-as-code. Astronomer is the driving force behind Apache Airflow™, the de facto standard for expressing data flows as code. Airflow is downloaded more than 31 million times each month and is used by hundreds of thousands of teams around the world.

Average Rating: 4.5/5.0

Total Reviews: 135

Who Is the Company Behind Astro by Astronomer?

  • Seller: Astronomer
  • Company Website:
  • Year Founded: 2018
  • HQ Location: New York, US
  • LinkedIn® Page: www.linkedin.com
    300 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Data Engineer, Senior Data Engineer
  • Top Industries: Information Technology and Services, Financial Services
  • Company Size: 47% Medium, 38% Large

What Do G2 Reviewers Say About Astro by Astronomer?

AI-generated summary from verified user reviews

Pros
  • Users find Astro by Astronomer to be easy to use, enhancing productivity with seamless integrations and efficient task management.
  • Users value the efficiency improvement of Astro by Astronomer, enhancing productivity and simplifying Airflow management.
  • Users love the intuitive interface of Astro, making Airflow orchestration and management effortless and efficient.
  • Users value the automation capabilities of Astro by Astronomer, simplifying task management and enhancing workflow efficiency.
  • Users praise the deployment ease of Astro by Astronomer, simplifying Airflow management and enhancing productivity effortlessly.
Cons
  • Users find Astro by Astronomer to be expensive, which poses challenges for small teams and flexibility in setups.
  • Users face a steep learning curve with Astro, making initial adaptation and training time-consuming.
  • Users find the learning curve challenging, requiring substantial time for new users to adapt and train effectively.
  • Users find the steep learning curve of Astro challenging, requiring additional time and effort for new users.
  • Users find Astro by Astronomer has limited customization options, impacting flexibility and adaptability for diverse needs.

What Are Recent G2 Reviews of Astro by Astronomer?

What Are G2 Users Discussing About Astro by Astronomer?

Dataiku

Dataiku is the Platform for AI Success: the AI orchestration layer where enterprises build, deploy, and govern analytics, models, and agents at scale. It sits on top of the data platforms, clouds, and AI services you already use, working across all of them without locking you into any one. Dataiku expands who can build production AI, putting the right tools in the hands of data scientists and domain experts alike, from fraud analysts to demand planners. It orchestrates machine learning, rules, LLMs, and agents as one governed system, built on more than a decade of running production AI. Governance is part of the build rather than something bolted on afterward, so teams ship faster while keeping performance, cost, and risk under control. The result: AI that moves from experimentation to trusted, measurable execution now, not in 18 months.

Average Rating: 4.4/5.0

Total Reviews: 256

Who Is the Company Behind Dataiku?

  • Seller: Dataiku
  • Company Website:
  • Year Founded: 2013
  • HQ Location: New York, NY
  • LinkedIn® Page: www.linkedin.com
    1,605 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Data Scientist, Data Analyst
  • Top Industries: Financial Services, Pharmaceuticals
  • Company Size: 58% Large, 22% Medium

What Do G2 Reviewers Say About Dataiku?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use in Dataiku, facilitating intuitive workflows for both coders and non-coders alike.
  • Users value the intuitive AI features of Dataiku, enhancing collaboration and streamlining data workflows effectively.
  • Users appreciate the intuitive usability of Dataiku, enhancing collaboration and speeding up AI project delivery.
  • Users value the easy integrations of Dataiku, enhancing collaboration and streamlining workflows effectively.
  • Users value the productivity improvement in Dataiku, enjoying streamlined AI project workflows and enhanced collaboration.
Cons
  • Users find the steep learning curve of Dataiku daunting, especially for first-time and non-technical users.
  • Users find the steep learning curve of Dataiku challenging, especially for smaller teams or simpler projects.
  • Users experience slow performance when managing large datasets, which impacts efficiency and overall user satisfaction.
  • Users find the difficult learning experience due to Dataiku's overwhelming features and steep learning curve for newcomers.
  • Users find Dataiku expensive, with high costs deterring small companies and limiting accessibility for individual users.

What Are Recent G2 Reviews of Dataiku?

What Are G2 Users Discussing About Dataiku?

Apache Airflow

Apache Airflow is an open-source platform designed for authoring, scheduling, and monitoring complex workflows. Developed in Python, it enables users to define workflows as code, facilitating dynamic pipeline generation and seamless integration with various technologies. Airflow's modular architecture and message queue system allow it to scale efficiently, managing workflows from single machines to large-scale distributed systems. Its user-friendly web interface provides comprehensive monitoring and management capabilities, offering clear insights into task statuses and execution logs. Key Features: - Pure Python: Workflows are defined using standard Python code, allowing for dynamic pipeline generation and easy integration with existing Python libraries. - User-Friendly Web Interface: A robust web application enables users to monitor, schedule, and manage workflows without the need for command-line interfaces. - Extensibility: Users can define custom operators and extend libraries to fit their specific environment, enhancing the platform's flexibility. - Scalability: Airflow's modular architecture and use of message queues allow it to orchestrate an arbitrary number of workers, making it ready to scale as needed. - Robust Integrations: The platform offers numerous plug-and-play operators for executing tasks across various cloud platforms and third-party services, facilitating easy integration with existing infrastructure. Primary Value and Problem Solving: Apache Airflow addresses the challenges of managing complex data workflows by providing a scalable and dynamic platform for workflow orchestration. By defining workflows as code, it ensures reproducibility, version control, and collaboration among teams. The platform's extensibility and robust integrations allow organizations to adapt it to their specific needs, reducing operational overhead and improving efficiency in data processing tasks. Its user-friendly interface and monitoring capabilities enhance transparency and control over workflows, leading to improved data quality and reliability.

Average Rating: 4.4/5.0

Total Reviews: 129

Who Is the Company Behind Apache Airflow?

Who Uses This Product?

  • Who Uses This: Data Engineer
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 46% Medium, 31% Large

What Do G2 Reviewers Say About Apache Airflow?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the clean and intuitive UI of Apache Airflow, enhancing ease of use for pipeline management.
  • Users appreciate the clean and intuitive UI of Apache Airflow, enhancing workflow management and troubleshooting efficiency.
  • Users value the flexibility of Apache Airflow, benefiting from extensive plugins and seamless integrations for diverse workflows.
  • Users value the automation capabilities of Apache Airflow, enabling seamless scheduling and task management across various tools.
  • Users value the easy integrations offered by Apache Airflow, enhancing flexibility for managing complex workflows and systems.
Cons
  • Users find the difficult setup of Apache Airflow to be time-consuming and challenging, especially in restrictive environments.
  • Users find the learning curve steep, requiring time to master operators, connections, and backfills effectively.
  • Users find the steep learning curve of Apache Airflow challenging, particularly during initial setup and configuration.
  • Users find Apache Airflow has a challenging learning curve that complicates setup and usage for some workflows.
  • Users find the outdated user interface of Apache Airflow hampers usability and could benefit from modernization.

What Are Recent G2 Reviews of Apache Airflow?

What Are G2 Users Discussing About Apache Airflow?

Kore.AI

Kore.ai, a global leader in enterprise AI, helps organizations transform customer experience and workplace productivity through governed, secure AI built to scale. The AI-native Kore.ai Agent Platform and prebuilt agentic solutions let enterprises design, deploy, and govern multi-agent systems across customer service, workplace productivity, and industry use cases. Its Agent Blueprint Language (ABL) helps teams build and orchestrate agents, while Arch AI and Kore.ai's dual-brain architecture keep agents accurate and auditable at scale. Built on an open, model-agnostic foundation, the platform lets enterprises choose their AI models, cloud, and enterprise systems — no lock-in required. Trusted by more than 500 Global 2000 organizations, Kore.ai holds a deep AI patent portfolio and is recognized as a leader by Gartner, Forrester and others. Headquartered in Silicon Valley, Kore.ai serves customers worldwide through a global network of offices and partners. Learn more at www.kore.ai.

Average Rating: 4.6/5.0

Total Reviews: 402

Who Is the Company Behind Kore.AI?

  • Seller: Kore.ai
  • Company Website:
  • Year Founded: 2013
  • HQ Location: Orlando, FL
  • LinkedIn® Page: www.linkedin.com
    1,226 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Software Engineer, Associate
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 41% Large, 30% Small

What Do G2 Reviewers Say About Kore.AI?

AI-generated summary from verified user reviews

Pros
  • Users praise the user-friendly interface of Kore.AI, which simplifies processes and saves significant time in operations.
  • Users praise the impressive AI automation features of Kore.AI, greatly enhancing efficiency and insights.
  • Users appreciate the powerful AI integration of Kore.AI, enhancing automation and conversation across various platforms.
  • Users value the easy integrations of Kore.AI, allowing seamless connectivity with various systems for enhanced functionality.
  • Users highlight the easy integrations of Kore.AI, enabling seamless connections with various enterprise systems and tools.
Cons
  • Users find the learning curve challenging due to inadequate documentation and complex features, hindering effective onboarding.
  • Users find usage limitations with Kore.AI, particularly regarding long-term scalability and integration challenges.
  • Users experience slow performance with Kore.AI, particularly when working on complex bots and advanced features.
  • Users experience slow loading times on Kore.AI, particularly when working with complex bots and larger solutions.
  • Users report software bugs in Kore.AI, leading to functionality issues and a lag in resolution from support.

What Are Recent G2 Reviews of Kore.AI?

aixplain

aixplain is the operating system for AI agents that organizations own and can account for. People use agents in their everyday work, the agents and workflows they create become assets the organization builds on, and everything runs on any model and any server: aixplain cloud, your own servers, air-gapped, or on a desktop. Every agent answers to a named owner, and inspector agents check every run. Omni: the AI agent you delegate work to, and use to create new agents. Koder: builds software and AI services in your codebase, on Desktop or in the CLI, and deploys your agents as secure APIs. aixplain Desktop: Omni and Koder on Mac, Windows and Linux. aixplain OS: the runtime and control plane underneath. Built for organizations that need control over where their AI runs, including in Arabic. Offices in San Jose, Riyadh and Aachen. Recognized in the CB Insights AI 100, 2025.

Average Rating: 4.3/5.0

Total Reviews: 97

Who Is the Company Behind aixplain?

  • Seller: aiXplain
  • Year Founded: 2020
  • HQ Location: San Jose, US
  • LinkedIn® Page: www.linkedin.com
    50 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 60% Small, 29% Medium

What Are Recent G2 Reviews of aixplain?

Bijou Barry
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Researched and written by Bijou Barry
Updated