# Best AI Orchestration Software - Page 2 *By [Bijou Barry](https://research.g2.com/insights/author/bijou-barry)* The best AI orchestration software in 2026 is UiPath Agentic Automation, rated 4.6 out of 5 on G2 based on 7,500+ verified reviews. For organizations seeking API-led orchestration at enterprise scale, MuleSoft Anypoint Platform matches UiPath's 4.6-star rating with strong integration capabilities. 1. UiPath Agentic Automation — 4.6/5 (7,500+ reviews): Multi-agent orchestration with human-in-the-loop 2. Zapier — 4.5/5 (2,000+ reviews): No-code AI agent orchestration across app ecosystems 3. MuleSoft Anypoint Platform — 4.5/5 (700+ reviews): API-led AI agent and integration orchestration 4. IBM watsonx Orchestrate — 4.4/5 (300+ reviews): Multi-agent workflow orchestration with enterprise integrations 5. Automation Anywhere Agentic Process Automation — 4.5/5 (5,500+ reviews): Governed agentic orchestration across enterprise workflows *Updated June 2026. Based on 2026 G2 verified review data across 5 products.* AI orchestration platforms are comprehensive solutions designed to coordinate, manage, and streamline multiple AI models, tools, and data workflows within business environments, enabling organizations to integrate diverse AI components into unified systems, manage multi-agent automation, monitor performance, and maintain enterprise-grade governance across all AI initiatives. ### Core Capabilities of AI Orchestration Software To qualify for inclusion in the AI Orchestration category, a product must: - Integrate deeply with enterprise AI infrastructure including ML models, LLMs, agent frameworks, data pipelines, and business systems to ensure coordinated AI operations - Provide multi-model and multi-agent coordination capabilities that enable different AI models and agents to work together seamlessly within unified workflows - Offer comprehensive monitoring and analytics tools for tracking AI workflow performance, resource utilization, and system health across all orchestrated components - Maintain enterprise-grade security, compliance, and governance controls to ensure all AI operations adhere to organizational policies and regulatory requirements - Enable human-in-the-loop functionality for oversight, approval workflows, and intervention in automated AI processes when necessary ### Common Use Cases for AI Orchestration Software AI and data engineering teams use AI orchestration platforms to scale AI initiatives and maintain control over complex, distributed AI systems. Common use cases include: - Coordinating multiple AI models and agents across enterprise workflows to achieve complex, multi-step business objectives - Autonomously managing model deployment, resource allocation, and failure handling across distributed AI systems - Providing real-time visibility and governance over all AI operations within a unified control plane ### How AI Orchestration Software Differs from Other Tools AI orchestration platforms are distinct from, but often integrate with, related categories such as [LLMOps software](https://www.g2.com/categories/large-language-model-operationalization-llmops), [MLOps platforms](https://www.g2.com/categories/mlops-platforms), and [AI agent builders](https://www.g2.com/categories/ai-agent-builders), providing a holistic coordination layer across these specialized domains. Unlike basic [workflow management software](https://www.g2.com/categories/workflow-management), which offers simple task sequencing, AI orchestration platforms enable sophisticated coordination of multiple AI models with real-time resource optimization and dynamic decision-making. They also differ from [individual AI agents](https://www.g2.com/categories/ai-agents-5a6b8d74-9f1c-4524-85a8-b4c76867b047), which focus on autonomous task execution, by managing and coordinating multiple AI components as a unified system. ### Insights from G2 on AI Orchestration Software Based on category trends on G2, multi-model coordination and centralized AI workflow monitoring stand out as standout capabilities. Improved reliability across distributed AI systems and reduced operational complexity stand out as primary outcomes of adoption. ## Top AI Orchestration Software at a Glance | # | Product | Rating | Best For | What Users Say | |---|---------|--------|----------|----------------| | 1 | [UiPath Agentic Automation](https://www.g2.com/products/uipath-agentic-automation/reviews) | 4.6/5.0 (6,137 reviews) | Multi-agent orchestration with human-in-the-loop | "[Extending RPA Capabilities with Agentic AI](https://www.g2.com/survey_responses/uipath-agentic-automation-review-13049861)" | | 2 | [Zapier](https://www.g2.com/products/zapier/reviews) | 4.5/5.0 (2,062 reviews) | No-code AI agent orchestration across app ecosystems | "[Zapier has changed a lot recently!](https://www.g2.com/survey_responses/zapier-review-12997643)" | | 3 | [MuleSoft Anypoint Platform](https://www.g2.com/products/mulesoft-anypoint-platform/reviews) | 4.5/5.0 (657 reviews) | API-led AI agent and integration orchestration | "[Powerful DataWeave, Rich Connectors, and Strong API Governance with MuleSoft](https://www.g2.com/survey_responses/mulesoft-anypoint-platform-review-12850876)" | | 4 | [IBM watsonx Orchestrate](https://www.g2.com/products/ibm-watsonx-orchestrate/reviews) | 4.4/5.0 (368 reviews) | Multi-agent workflow orchestration with enterprise integrations | "[good product, steep learning curve but worth it](https://www.g2.com/survey_responses/ibm-watsonx-orchestrate-review-12594759)" | | 5 | [Astro by Astronomer](https://www.g2.com/products/astro-by-astronomer/reviews) | 4.5/5.0 (135 reviews) | — | "[Asro literally assists in data engineering work, making it easier and more productive.](https://www.g2.com/survey_responses/astro-by-astronomer-review-8519803)" | | 6 | [Automation Anywhere Agentic Process Automation](https://www.g2.com/products/automation-anywhere-agentic-process-automation/reviews) | 4.5/5.0 (4,055 reviews) | Governed agentic orchestration across enterprise workflows | "[Excellent Efficiency Gains, But Onboarding Needs Simplification](https://www.g2.com/survey_responses/automation-anywhere-agentic-process-automation-review-12949275)" | | 7 | [Apache Airflow](https://www.g2.com/products/apache-airflow/reviews) | 4.4/5.0 (128 reviews) | Code-defined ML pipeline orchestration with DAGs | "[Scalable Workflows with Apache Airflow, Best data Engineering tool for Orchestrator,Easy Deployment](https://www.g2.com/survey_responses/apache-airflow-review-12703177)" | | 8 | [Langchain](https://www.g2.com/products/langchain/reviews) | 4.6/5.0 (52 reviews) | Modular LLM orchestration with RAG and agents | "[Flexible, Well-Documented Framework for Building and Scaling AI Apps Fast](https://www.g2.com/survey_responses/langchain-review-13154073)" | | 9 | [Kore.AI](https://www.g2.com/products/kore-ai/reviews) | 4.6/5.0 (383 reviews) | Omnichannel conversational AI bot orchestration | "[A Great First Platform for Learning and Building Chatbots](https://www.g2.com/survey_responses/kore-ai-review-12698539)" | | 10 | [Workato](https://www.g2.com/products/workato/reviews) | 4.7/5.0 (749 reviews) | Cross-system AI agent and MCP orchestration | "[Workato helps us building complex integrations at lightning speed.](https://www.g2.com/survey_responses/workato-review-10305521)" | ## G2 Grid® for AI Orchestration Software ![G2 Grid® for AI Orchestration Software plotting products by satisfaction and market presence](https://www.g2.com/categories/ai-orchestration/grids.png?focus%5B%5D=6218&focus%5B%5D=2629&focus%5B%5D=4208&focus%5B%5D=1235692&focus%5B%5D=53828&focus%5B%5D=51147&focus%5B%5D=40451&focus%5B%5D=20816) Highlighted products: UiPath Agentic Automation, Zapier, MuleSoft Anypoint Platform, IBM watsonx Orchestrate, Automation Anywhere Agentic Process Automation, Astro by Astronomer, Apache Airflow, and Kore.AI. Underlying data: [Grid® JSON](https://www.g2.com/categories/ai-orchestration/grids.json?focus%5B%5D=uipath-agentic-automation&focus%5B%5D=zapier&focus%5B%5D=mulesoft-anypoint-platform&focus%5B%5D=ibm-watsonx-orchestrate&focus%5B%5D=automation-anywhere-agentic-process-automation&focus%5B%5D=astro-by-astronomer&focus%5B%5D=apache-airflow&focus%5B%5D=kore-ai) ## How Many AI Orchestration Software Products Does G2 Track? **Total Products under this Category:** 627 ### Category Stats (Jul 2026) - **Average Rating**: 4.55/5 (↓0.09 vs Jun 2026) The average rating of products in this category, based on all submitted ratings - **Top Trending Product**: Willow AI Governance Control Plane (+5.47%) - Among all products in this category, Willow AI Governance Control Plane recorded the largest rating increase compared to last month *Last updated: July 25, 2026* ## How Does G2 Rank AI Orchestration Software Products? **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 22,700+ Authentic Reviews - 627+ 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. --- **Sponsored** ### Workvivo Workvivo HQ gives Comms, HR, and IT teams an AI-powered employee experience no traditional intranet can match. With HQ Agent helping every employee find trusted answers and take action in seconds, and Seer turning employee feedback and sentiment into actionable intelligence, Workvivo is the missing link in your AI transformation strategy, driving adoption by making AI useful, accessible, and engaging for every employee. HQ Agent brings conversational and agentic AI into the daily flow of work. Employees can ask questions in natural language, receive concise answers grounded in trusted company sources, search across connected workplace content, and complete everyday tasks without navigating multiple systems. AI-powered summaries, enterprise search, federated knowledge, third-party data connections, and governance controls help organizations make workplace AI useful, secure, and accessible to every employee. AI is also embedded across internal communications and employee engagement. AI Compose helps teams create, personalize, translate, and optimize content, while Catch Me Up gives employees fast, relevant summaries of important updates. AI Podcasts and automated Employee Journeys help organizations deliver more engaging communications and guide employees through key moments such as onboarding, role changes, and promotions. Seer uses AI to transform employee listening into action. It brings together surveys, sentiment analysis, AI-powered comment analysis, engagement data, benchmarking, and workforce insights so leaders can understand what employees need, identify emerging issues, and respond faster. This connects employee voice directly to better communication, engagement, and business decisions. Built for frontline, hybrid, remote, and desk-based workforces, Workvivo acts as the AI-powered digital front door to work. Employees can access company news, conversations, recognition, documents, knowledge, workplace services, and essential tools through one intuitive experience across mobile, desktop, and digital signage—helping organizations drive AI adoption across the entire workforce, not just desk-based teams. Workvivo integrates with the technology organizations already use, including Microsoft 365, Google Workspace, Zoom, Workday, ServiceNow, Salesforce, SAP, Slack, Jira, Okta, and leading HRIS platforms. Trusted by global organizations including Amazon, Ryanair, Bupa, White Castle, and Motherson, Workvivo by Zoom is recognized by customers and industry analysts as a leader in employee engagement, intranet, and internal communications. [Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=paid_promo&secure%5Bad_slot%5D=category_product_list&secure%5Bcategory_id%5D=1011182&secure%5Bchosen_at%5D=2026-07-25T14%3A17%3A40Z&secure%5Bmedium%5D=sponsored&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=116295&secure%5Bresource_id%5D=1011182&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=llm_category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fai-orchestration%3Fopen_modal_url%3D%252Fproducts%252Fantispace%252Fwishlists%253Fhost_path%253D%25252Fcategories%25252Fai-orchestration%2526source%253Dcategory&secure%5Btoken%5D=48bb19cce0ebbef08b866648545e28f27025225e1f135b1d21a38732f8f69c6f&secure%5Burl%5D=https%3A%2F%2Fwww.workvivo.com%2Fpricing%2F&secure%5Burl_type%5D=paid_promos) --- ## What Are the Top-Rated AI Orchestration Software Products in 2026? ### 1. [Calljmp](https://www.g2.com/products/calljmp/reviews) Calljmp is an Agentic backend for AI features inside your product. We run your AI agents next to your existing backend, allowing you to add product copilots and other AI features without building new infrastructure. Our platform provides long-running, stateful agents with HITL; secure access to your app's data and APIs; and traces, logs, and costs in one place. **Average Rating:** 4.9/5.0 **Total Reviews:** 5 **Who Is the Company Behind Calljmp?** - **Seller:** [Calljmp](https://www.g2.com/sellers/calljmp) - **HQ Location:** Nevada, US - **Twitter:** @calljmpdev (80 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/calljmp (1 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 40% Mid-Market, 40% Small-Business #### What Are Recent G2 Reviews of Calljmp? **"[Calljmp Helps Us Build and Run Complex AI Workflows in Production](https://www.g2.com/survey_responses/calljmp-review-12567710)"** **Rating:** 5.0/5.0 stars *— Alyona T.* [Read full review](https://www.g2.com/survey_responses/calljmp-review-12567710) --- **"[Strong option for teams that need observable AI orchestration](https://www.g2.com/survey_responses/calljmp-review-12583022)"** **Rating:** 4.5/5.0 stars *— Vlad V.* [Read full review](https://www.g2.com/survey_responses/calljmp-review-12583022) --- ### 2. [Metaprise Agent Operating System](https://www.g2.com/products/metaprise-agent-operating-system/reviews) Metaprise is the native infrastructure used to create, organize, and operate agents at enterprise scale. One system to make AI execution reliable at scale. The Metaprise OS consists of 9 integrated modules: Mission Store, Model Library, Six Engines, Orchestration, AURA, Developer Platform, Metaprise LLM, Observability, Harness. Operable on Cloud, Hybrid, or fully air-gapped. **Average Rating:** 2.5/5.0 **Total Reviews:** 5 **Who Is the Company Behind Metaprise Agent Operating System?** - **Seller:** [Metaprise](https://www.g2.com/sellers/metaprise) - **Year Founded:** 2021 - **HQ Location:** New York, US - **Twitter:** @MetapriseLLC (493 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/metaprise-commerce-online-bank (49 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Computer Software - **Company Size:** 120% Mid-Market, 20% Small-Business #### What Are Recent G2 Reviews of Metaprise Agent Operating System? **"[Strong foundation for scaling AI workflows, but still maturing in some areas](https://www.g2.com/survey_responses/metaprise-agent-operating-system-review-12741542)"** **Rating:** 5.0/5.0 stars *— Mark E.* [Read full review](https://www.g2.com/survey_responses/metaprise-agent-operating-system-review-12741542) --- **"[A solid infrastructure for scaling our AI workflows without the usual lag](https://www.g2.com/survey_responses/metaprise-agent-operating-system-review-12736834)"** **Rating:** 5.0/5.0 stars *— Daniel M.* [Read full review](https://www.g2.com/survey_responses/metaprise-agent-operating-system-review-12736834) --- ### 3. [Frontier](https://www.g2.com/products/openai-frontier/reviews) Frontier is a new enterprise AI platform from OpenAI for building, deploying, and managing autonomous AI agents across a company’s tech stack. It’s basically a centralized place to run “AI coworkers” that can interact with real systems and workloads, not just chat. **Average Rating:** 4.0/5.0 **Total Reviews:** 27 **Who Is the Company Behind Frontier?** - **Seller:** [OpenAI](https://www.g2.com/sellers/openai) - **Year Founded:** 2015 - **HQ Location:** San Francisco, CA - **Twitter:** @OpenAI (4,941,980 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/openai/ (8,807 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 52% Small-Business, 32% Mid-Market #### What Are Recent G2 Reviews of Frontier? **"[Fast, Intuitive AI Productivity Tool That Streamlines Workflows](https://www.g2.com/survey_responses/frontier-review-13163581)"** **Rating:** 4.5/5.0 stars *— Muhammed A.* [Read full review](https://www.g2.com/survey_responses/frontier-review-13163581) --- **"[A Reliable Platform That Simplifies Team Collaboration](https://www.g2.com/survey_responses/frontier-review-13129764)"** **Rating:** 5.0/5.0 stars *— Sayan B.* [Read full review](https://www.g2.com/survey_responses/frontier-review-13129764) --- ### 4. [Haloon](https://www.g2.com/products/haloon/reviews) All the AI in one place Stop switching tabs. Access ChatGPT, Claude, Gemini, Perplexity and many more in a single unified interface for less than a single subscription. Haloon brings together all essential tools in a seamless and secure platform : - Chat with documents - Unified history - One-click reprompt - Generate stunning images Your data is not our product : full GDPR compliance and privacy guaranteed for professionals. **Average Rating:** 5.0/5.0 **Total Reviews:** 3 **Who Is the Company Behind Haloon?** - **Seller:** [Haloon](https://www.g2.com/sellers/haloon) - **Year Founded:** 2026 - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/haloon/ (1 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 67% Small-Business, 33% Mid-Market #### What Are Recent G2 Reviews of Haloon? **"[Easily re-prompt and access a wide selection of AI models](https://www.g2.com/survey_responses/haloon-review-12818403)"** **Rating:** 5.0/5.0 stars *— Verified User in Computer & Network Security* [Read full review](https://www.g2.com/survey_responses/haloon-review-12818403) --- **"[Sleek, Straightforward UI That Makes Work Efficient](https://www.g2.com/survey_responses/haloon-review-12844847)"** **Rating:** 5.0/5.0 stars *— Romain D.* [Read full review](https://www.g2.com/survey_responses/haloon-review-12844847) --- ### 5. [Metaflow](https://www.g2.com/products/metaflow/reviews) Metaflow is an open-source, human-centric framework designed to streamline the development and management of real-world machine learning (ML, artificial intelligence (AI, and data science projects. Originally developed at Netflix, Metaflow addresses the complexities faced by data scientists and engineers by providing a unified API that simplifies the entire project lifecycle—from rapid prototyping to scalable production deployments. By integrating code, data, and compute resources seamlessly, Metaflow enhances productivity and ensures reproducibility across diverse projects, ranging from classical statistics to cutting-edge deep learning models. Key Features and Functionality: - Modeling: Supports the use of any Python libraries for model development and business logic, managing dependencies both locally and in cloud environments. - Deployment: Enables one-command deployment of workflows to production, with integration capabilities for event-driven architectures. - Versioning: Automatically tracks and stores variables within the workflow, facilitating easy experiment tracking and debugging. - Orchestration: Allows the creation of robust workflows using plain Python, supporting local development and debugging with seamless transition to production. - Compute: Leverages cloud resources to execute functions at scale, utilizing GPUs, multiple cores, and large memory capacities as needed. - Data Access: Manages data flow across various steps, ensuring versioning and providing access to data from data warehouses. - Visualization: Facilitates the creation of custom report cards compatible with libraries like Plotly and Matplotlib, which are automatically versioned and stored. - Collaboration: Designed to enhance team collaboration by enabling scalable efforts in the cloud, utilizing multiple cores and instances in parallel. Primary Value and Problem Solved: Metaflow addresses the challenges of building and managing complex ML and AI systems by providing a user-friendly framework that abstracts away the intricacies of infrastructure management. It enables data scientists and engineers to focus on developing and iterating on models without being bogged down by concerns related to scalability, reproducibility, and deployment. By offering a seamless transition from local development to cloud-scale production, Metaflow ensures that projects are both efficient and maintainable, ultimately accelerating the delivery of robust AI and ML solutions. **Average Rating:** 4.5/5.0 **Total Reviews:** 3 **Who Is the Company Behind Metaflow?** - **Seller:** [Netflix](https://www.g2.com/sellers/netflix) - **Year Founded:** 1997 - **HQ Location:** Los Gatos, CA - **LinkedIn® Page:** https://www.linkedin.com/company/165158/ (18,465 employees on LinkedIn®) - **Ownership:** NFLX - **Total Revenue (USD mm):** $24,996 **Who Uses This Product?** - **Company Size:** 67% Mid-Market, 33% Enterprise #### What Are Recent G2 Reviews of Metaflow? **"[Streamlined workflow management with excellent scalability](https://www.g2.com/survey_responses/metaflow-review-11540087)"** **Rating:** 5.0/5.0 stars *— Amartya M.* [Read full review](https://www.g2.com/survey_responses/metaflow-review-11540087) --- **"[A Game-Changer for Our Data Science Team](https://www.g2.com/survey_responses/metaflow-review-11521586)"** **Rating:** 4.0/5.0 stars *— Divyanshu .* [Read full review](https://www.g2.com/survey_responses/metaflow-review-11521586) --- ### 6. [Cortex](https://www.g2.com/products/cortex-io-cortex/reviews) Engineering organizations grow faster than their processes. Services multiply, ownership gets murky, and institutional knowledge walks out the door with every departure. Standards that made sense at 50 engineers break down at 500. When something goes wrong, teams spend hours figuring out who's responsible which delays fixing the problem. When leadership asks how engineering is improving, there's no reliable answer. Cortex is the Engineering Operations Platform that changes this. Know who owns what — Cortex automatically identifies service ownership across thousands of repositories, eliminating the manual work of tracking down who is responsible for what. Scale best practices — Self-service workflows let teams scaffold new services and provision infrastructure in minutes, ensuring every team follows the same standards by default. Measure and improve — Scorecards and Initiatives surface gaps, set benchmarks, and give teams a clear view of technical debt and what to fix next. Make smarter decisions — Engineering Intelligence brings DORA metrics, cycle time, incident trends, and the impact of AI adoption into one place. How Cortex works Cortex connects to your existing tools including GitHub, GitLab, Jira, PagerDuty, Kubernetes, Datadog, SonarQube, and more, and automatically maps your engineering ecosystem. Unlike platforms that require months of engineering investment to build and maintain, Cortex is designed to deliver value from day one. Who uses Cortex Cortex is built for the entire engineering organization. - Engineering leaders use Cortex to understand operational maturity, track standards, and measure impact across teams. - Platform and SRE teams use it to drive consistency, reliability, and automation through shared Scorecards and Workflows. - Developers use it to move faster with self-service golden paths, clear ownership, and real-time visibility into their services. Trusted by high-performing organizations including ASML, Canva, Blackstone, and Skyscanner. **Average Rating:** 4.2/5.0 **Total Reviews:** 12 **Who Is the Company Behind Cortex?** - **Seller:** [Cortex.io](https://www.g2.com/sellers/cortex-io) - **Company Website:** https://cortex.io - **Year Founded:** 2019 - **HQ Location:** San Francisco, US - **Twitter:** @GetCortexApp (542 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/cortexapp (124 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 50% Enterprise, 43% Mid-Market #### What Are Cortex's Pros and Cons? **Pros:** - Ease of Use (1 reviews) - Flexibility (1 reviews) - Intuitive (1 reviews) ### What Do G2 Reviewers Say About Cortex? *AI-generated summary from verified user reviews* **Pros:** - Users praise the **ease of use** of Cortex, noting its flexibility and scalability for diverse needs. - Users value the **flexibility** of Cortex, noting its ease of use and adaptability to their needs. - Users find Cortex to be **intuitive and easy to use** , enhancing flexibility and scaling for their needs. #### What Are Recent G2 Reviews of Cortex? **"[Streamlined Data Insights - Useful information within a few clicks](https://www.g2.com/survey_responses/cortex-review-13119054)"** **Rating:** 4.5/5.0 stars *— Guillermo S.* [Read full review](https://www.g2.com/survey_responses/cortex-review-13119054) --- **"[Comprehensive Developer Platform with Competitive Pricing and Strong Support](https://www.g2.com/survey_responses/cortex-review-13021801)"** **Rating:** 4.5/5.0 stars *— dotmit .* [Read full review](https://www.g2.com/survey_responses/cortex-review-13021801) --- ### 7. [Crewai](https://www.g2.com/products/crewai-crewai/reviews) CrewAI is a robust Python framework designed to facilitate the creation and orchestration of autonomous AI agents capable of collaborative problem-solving. By enabling developers to define specialized roles, assign tasks, and equip agents with specific tools, CrewAI streamlines the development of complex, multi-agent workflows. Its architecture supports both high-level simplicity and precise low-level control, making it suitable for a wide range of applications—from simple automations to intricate enterprise solutions. Key Features and Functionality: - Role-Based Agents: Define agents with specific roles, expertise, and objectives, such as researchers, analysts, or writers. - Flexible Tool Integration: Equip agents with custom tools and APIs to interact with external services and data sources. - Intelligent Collaboration: Facilitate inter-agent communication and task delegation to achieve complex objectives efficiently. - Structured Workflows: Implement sequential or parallel task execution with dynamic management of dependencies. - CrewAI Flows: Provide granular, event-driven control over workflows, enabling precise task orchestration and integration with Crews. Primary Value and User Solutions: CrewAI addresses the challenge of building and managing collaborative AI systems by offering a framework that balances autonomy with control. It empowers developers to create AI teams where each agent has specialized roles, tools, and goals, optimizing for both autonomy and collaborative intelligence. This approach enhances efficiency, scalability, and adaptability in AI-driven projects, making it an ideal solution for enterprises seeking to automate complex tasks and workflows. **Average Rating:** 4.5/5.0 **Total Reviews:** 2 **Who Is the Company Behind Crewai?** - **Seller:** [crewAI](https://www.g2.com/sellers/crewai) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/crewai-inc/ (29 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 75% Small-Business, 25% Mid-Market #### What Are Recent G2 Reviews of Crewai? **"[CrewAI Makes Building Collaborative AI Agents Fast and Simple](https://www.g2.com/survey_responses/crewai-review-13087284)"** **Rating:** 5.0/5.0 stars *— Karthick N.* [Read full review](https://www.g2.com/survey_responses/crewai-review-13087284) --- **"[Flexible orchestration of multiple AI agents for structured, efficient workflows](https://www.g2.com/survey_responses/crewai-review-13164731)"** **Rating:** 5.0/5.0 stars *— Rafael A.* [Read full review](https://www.g2.com/survey_responses/crewai-review-13164731) --- ### 8. [HyperFlow AI](https://www.g2.com/products/hyperflow-ai/reviews) HyperFlow AI Introduction HyperFlow AI is a no-code / low-code AI service development platform designed to make generative AI accessible to everyone. With HyperFlow, users can visually build, deploy, and operate AI workflows — including RAG pipelines, multimodal AI, and agent-based systems — without writing a single line of code. From developers who want to accelerate complex AI projects to non-technical users exploring automation for the first time, HyperFlow provides all the tools, flexibility, and scalability needed to turn ideas into real, intelligent applications. Our mission is simple: to democratize AI development — enabling anyone, anywhere, to create and innovate with AI faster than ever before. Try for free: https://hyperflow-ai.com **Average Rating:** 5.0/5.0 **Total Reviews:** 2 **Who Is the Company Behind HyperFlow AI?** - **Seller:** [Mirinae Technologies](https://www.g2.com/sellers/mirinae-technologies) - **Year Founded:** 2020 - **HQ Location:** Seoul, KR - **LinkedIn® Page:** https://www.linkedin.com/company/mirinae (21 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 100% Small-Business #### What Are Recent G2 Reviews of HyperFlow AI? **"[A powerful no-code platform that simplifies AI workflow creation](https://www.g2.com/survey_responses/hyperflow-ai-review-11875914)"** **Rating:** 5.0/5.0 stars *— Seungseob L.* [Read full review](https://www.g2.com/survey_responses/hyperflow-ai-review-11875914) --- **"[Empowers Non-Developers, But Needs Clearer Node Explanations](https://www.g2.com/survey_responses/hyperflow-ai-review-11875838)"** **Rating:** 5.0/5.0 stars *— Hailey K.* [Read full review](https://www.g2.com/survey_responses/hyperflow-ai-review-11875838) --- ### 9. [MainFunc](https://www.g2.com/products/mainfunc/reviews) MainFunc powers Genspark, the AI workspace where your work gets finished autonomously. Trusted by millions of users worldwide, Genspark transforms how knowledge workers operate. As a trusted partner of OpenAI and featured by Anthropic, we integrate cutting-edge technologies from the world's leading AI platforms to deliver finished work—not just assistance. **Average Rating:** 4.5/5.0 **Total Reviews:** 2 **Who Is the Company Behind MainFunc?** - **Seller:** [MainFunc](https://www.g2.com/sellers/mainfunc) - **HQ Location:** Palo Alto, US - **LinkedIn® Page:** https://www.linkedin.com/company/mainfunc/ (5 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 100% Small-Business #### What Are Recent G2 Reviews of MainFunc? **"[MainFunc’s Robust, Versatile Toolset](https://www.g2.com/survey_responses/mainfunc-review-13115244)"** **Rating:** 5.0/5.0 stars *— Verified User in Computer Software* [Read full review](https://www.g2.com/survey_responses/mainfunc-review-13115244) --- **"[Super Agent Makes Research Verifiable and Multimodal Debugging Effortless](https://www.g2.com/survey_responses/mainfunc-review-13102106)"** **Rating:** 4.0/5.0 stars *— Chirag M.* [Read full review](https://www.g2.com/survey_responses/mainfunc-review-13102106) --- ### 10. [Orkes](https://www.g2.com/products/orkes/reviews) Orkes is the leading workflow orchestration platform that allows developers to scale distributed applications, modernize workflows for durability, and protect against software failures and downtimes. Orkes is spearheaded by the founding members of Conductor, who successfully developed and expanded the open-source project during their tenure at Netflix. This effort led to widespread adoption across industries and companies of all sizes fueled by an enthusiastic community of developers. **Average Rating:** 4.6/5.0 **Total Reviews:** 27 **Who Is the Company Behind Orkes?** - **Seller:** [Orkes](https://www.g2.com/sellers/orkes) - **Year Founded:** 2020 - **HQ Location:** Cupertino, CA - **Twitter:** @orkesio (656 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/orkes-inc (70 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Information Technology and Services - **Company Size:** 48% Mid-Market, 48% Small-Business #### What Are Recent G2 Reviews of Orkes? **"[Orkes Platform](https://www.g2.com/survey_responses/orkes-review-9080406)"** **Rating:** 4.0/5.0 stars *— Jaden W.* [Read full review](https://www.g2.com/survey_responses/orkes-review-9080406) --- **"[Easy to Install, Works Well Across Systems](https://www.g2.com/survey_responses/orkes-review-13135663)"** **Rating:** 5.0/5.0 stars *— Suresh B.* [Read full review](https://www.g2.com/survey_responses/orkes-review-13135663) --- ### 11. [Starbridge](https://www.g2.com/products/starbridge/reviews) AI Sales Intelligence platform for the public sector. Starbridge is built for companies selling to state & local government, K–12, and higher education, helping teams prioritize the right accounts, find decision makers, navigate procurement, and win deals before the competition.  **Average Rating:** 4.7/5.0 **Total Reviews:** 31 **Who Is the Company Behind Starbridge?** - **Seller:** [Starbridge](https://www.g2.com/sellers/starbridge) - **Company Website:** https://starbridge.ai - **HQ Location:** New York, USA - **LinkedIn® Page:** https://www.linkedin.com/company/starbridge-ai (83 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Higher Education, Primary/Secondary Education - **Company Size:** 56% Small-Business, 34% Mid-Market #### What Are Recent G2 Reviews of Starbridge? **"[Intuitive Software with Incredibly Responsive, Helpful Support](https://www.g2.com/survey_responses/starbridge-review-12903363)"** **Rating:** 5.0/5.0 stars *— Jeffrey H.* [Read full review](https://www.g2.com/survey_responses/starbridge-review-12903363) --- **"[Starbridge Streamlines K-12 Research and Opportunity Prioritization in One Platform](https://www.g2.com/survey_responses/starbridge-review-12953463)"** **Rating:** 5.0/5.0 stars *— James S. R.* [Read full review](https://www.g2.com/survey_responses/starbridge-review-12953463) --- ### 12. [Tapistro](https://www.g2.com/products/tapistro/reviews) Tapistro is an agentic GTM platform designed to help modern B2B teams run smarter, faster, and more precise go-to-market motions. By integrating signals from multiple data sources, Tapistro applies artificial intelligence to build comprehensive, continuously updated ICP profiles- enabling sales and marketing teams to identify, prioritize, and engage high-value prospects with precision. The platform enriches and enhances existing CRM systems with real-time data updates, predictive analytics, and intelligent insights, ensuring every customer touchpoint is driven by context and intent. Built as a native AI GTM command center, Tapistro combines agentic workflows with capabilities such as intelligent lead scoring, pipeline management, advanced prospecting, and dynamic data enrichment. Its AI agents actively monitor signals, update records, and recommend next-best actions, simplifying account management and accelerating deal conversions at scale. Whether you’re a large B2B enterprise or a fast-scaling SaaS company, Tapistro centralizes your GTM stack into a single, insight-driven platform- boosting productivity, optimizing sales performance, and maximizing revenue ROI. **Average Rating:** 4.6/5.0 **Total Reviews:** 5 **Who Is the Company Behind Tapistro?** - **Seller:** [Tapistro](https://www.g2.com/sellers/tapistro) - **Year Founded:** 2024 - **HQ Location:** San Francisco Bay Area, US - **LinkedIn® Page:** https://www.linkedin.com/company/tapistro/ (13 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 60% Small-Business, 40% Mid-Market #### What Are Recent G2 Reviews of Tapistro? **"[Stopped stitching tools together. Tapistro runs the whole motion](https://www.g2.com/survey_responses/tapistro-review-12552303)"** **Rating:** 4.5/5.0 stars *— Arjun S.* [Read full review](https://www.g2.com/survey_responses/tapistro-review-12552303) --- **"[Outreach Make Simple.](https://www.g2.com/survey_responses/tapistro-review-12504328)"** **Rating:** 5.0/5.0 stars *— Ankit P.* [Read full review](https://www.g2.com/survey_responses/tapistro-review-12504328) --- ### 13. [Teneo.ai](https://www.g2.com/products/teneo-ai/reviews) Teneo.AI enables you to automate any CCaaS to provide the most accurate customer service experience available on the market with Generative AI and Conversational AI. Teneo is an AI orchestration platform put on top of your Contact Center that transforms customer accuracy, speed of resolution, magnify support capabilities and inject Generative AI control and save costs. Teneo.AI seamlessly orchestrates your contact center tech stack, bringing together control for generative AI, data across systems for the best optimization and smoother customer journeys. Leverage an extensive and growing library of prebuilt backend and channel connectors. **Average Rating:** 4.5/5.0 **Total Reviews:** 21 **Who Is the Company Behind Teneo.ai?** - **Seller:** [Teneo.ai](https://www.g2.com/sellers/teneo-ai) - **Year Founded:** 2000 - **HQ Location:** Stockholm, SE - **Twitter:** @teneo_ai (2,596 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/teneo-ai/ (78 employees on LinkedIn®) - **Ownership:** STO: ASAI **Who Uses This Product?** - **Company Size:** 52% Small-Business, 35% Enterprise #### What Are Teneo.ai's Pros and Cons? **Pros:** - Ease of Use (4 reviews) - Easy Integrations (4 reviews) - Features (4 reviews) - Integrations (4 reviews) - Intuitive (4 reviews) **Cons:** - Learning Curve (3 reviews) - Poor Interface Design (3 reviews) - UX Issues (3 reviews) - Complexity (2 reviews) - Interface Issues (2 reviews) ### What Do G2 Reviewers Say About Teneo.ai? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **ease of use** of Teneo.ai, enabling fast development and testing of conversational applications without extensive coding. - Users value the **easy integrations** of Teneo.ai, facilitating quick connections with various external applications and APIs. - Users appreciate Teneo.ai's **intuitive platform** with powerful NLP and seamless integration for building advanced conversational AI solutions. - Users commend the **seamless integration capabilities** of Teneo.ai, enabling efficient connection with various external applications. - Users value the **intuitive interface** of Teneo.ai, which simplifies chat flow creation and testing efficiency. **Cons:** - Users find a **steep learning curve** with Teneo.ai, with some UI lag and confusion in linking intents. - Users find the **poor interface design** of Teneo.ai to be slow and overwhelming, especially for beginners. - Users find the **UX issues** in Teneo.ai, such as slow UI and complexity, hinder their overall experience. - Users find the **complexity** of Teneo.ai challenging, especially when dealing with advanced features and custom scripting. - Users find the **interface overwhelming and lacking modernity** , especially when navigating advanced features and custom scripting. #### What Are Recent G2 Reviews of Teneo.ai? **"[Reliable, Traceable Conversational AI with Unmatched Orchestration and Guardrails](https://www.g2.com/survey_responses/teneo-ai-review-12642614)"** **Rating:** 5.0/5.0 stars *— Verified User in Telecommunications* [Read full review](https://www.g2.com/survey_responses/teneo-ai-review-12642614) --- **"[Powerful, Professional Chatbot Platform—Best for Enterprises, Not Individuals](https://www.g2.com/survey_responses/teneo-ai-review-11846230)"** **Rating:** 4.0/5.0 stars *— M k.* [Read full review](https://www.g2.com/survey_responses/teneo-ai-review-11846230) --- ### 14. [AgentsInFlow](https://www.g2.com/products/agentsinflow/reviews) Self-hosted workspace for governed AI development/automation, accessible from desktop, tablet, and phone. Run Claude Code, Codex, Cursor, and OpenCode in isolated runtimes with persistent memory, ticket-driven orchestration, and full session history. Each engine operates in its own sandboxed environment with git worktree branching, browser access through an extension bridge, and voice-to-text input. Multi-project management with independent ticket hierarchies, folder organization, and cross-project orchestration. Session forking, keyboard shortcuts editor, command center, and a 3-level settings cascade for teams. Supports 28 diagram syntaxes (Mermaid, PlantUML, D2, and more) plus freehand sketching and drawing. Persistent project memory with scoped recall across assistant, project, and execution levels. Dynamic dashboards with agent-generated metrics and scheduled reporting. Full observability across agents: activity logs showing which agent executed which ticket, parent-child orchestration chains, and session transcripts. Agents can run on schedules, produce status dashboards, and surface trends without manual intervention. Free during early access, no sign-up, no credit card. **Average Rating:** 5.0/5.0 **Total Reviews:** 1 **Who Is the Company Behind AgentsInFlow?** - **Seller:** [AgentsInFlow](https://www.g2.com/sellers/agentsinflow) - **HQ Location:** N/A - **LinkedIn® Page:** https://linkedin.com/in/hassanhammoud/ (1 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 100% Small-Business #### What Are Recent G2 Reviews of AgentsInFlow? **"[Dev Tool for Managers](https://www.g2.com/survey_responses/agentsinflow-review-12675000)"** **Rating:** 5.0/5.0 stars *— Issam K.* [Read full review](https://www.g2.com/survey_responses/agentsinflow-review-12675000) --- ### 15. [Anyscale](https://www.g2.com/products/anyscale/reviews) The AI Platform for AI Companies. Develop AI with unmatched scale, performance, and efficiency **Average Rating:** 4.3/5.0 **Total Reviews:** 5 **Who Is the Company Behind Anyscale?** - **Seller:** [Anyscale](https://www.g2.com/sellers/anyscale) - **Year Founded:** 2019 - **HQ Location:** San Francisco, California, United States - **LinkedIn® Page:** https://www.linkedin.com/company/joinanyscale (177 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 60% Mid-Market, 20% Small-Business #### What Are Anyscale's Pros and Cons? **Pros:** - Ease of Use (4 reviews) - Scalability (4 reviews) - AI Capabilities (2 reviews) - AI Integration (2 reviews) - Automation (2 reviews) **Cons:** - Cost (2 reviews) - Expensive (2 reviews) - Error Handling (1 reviews) - Error Management (1 reviews) - Insufficient Learning Resources (1 reviews) ### What Do G2 Reviewers Say About Anyscale? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **ease of use** with Anyscale, simplifying AI application deployment from development to production seamlessly. - Users value the **exceptional scalability** of Anyscale, facilitating seamless transitions from development to production for AI workloads. - Users value the **scalability of AI/ML workloads** offered by Anyscale, streamlining development to production effortlessly. - Users appreciate the **seamless AI integration** with Anyscale, simplifying deployment and enhancing productivity for AI applications. - Users value Anyscale's **automation capabilities** , which simplify deploying AI applications while eliminating infrastructure complexities. **Cons:** - Users find the **pricing structure unclear** , complicating cost planning and making it difficult to anticipate monthly bills. - Users find the **pricing structure unclear** , complicating cost planning and making expenses difficult to predict. - Users face **challenges with debugging** during the building process, which can hinder overall productivity and efficiency. - Users report that **debugging issues** can create challenges during the build process with Anyscale. - Users feel the **insufficient learning resources** hinder onboarding, as documentation lacks clarity and examples for beginners. #### What Are Recent G2 Reviews of Anyscale? **"[Great tool for scaling AI workloads](https://www.g2.com/survey_responses/anyscale-review-11979720)"** **Rating:** 4.5/5.0 stars *— Rakshit A.* [Read full review](https://www.g2.com/survey_responses/anyscale-review-11979720) --- **"[Scalable and reliable platform for AI workloads](https://www.g2.com/survey_responses/anyscale-review-11593364)"** **Rating:** 4.5/5.0 stars *— Subrat M.* [Read full review](https://www.g2.com/survey_responses/anyscale-review-11593364) --- #### What Are G2 Users Discussing About Anyscale? - [What is Anyscale used for?](https://www.g2.com/discussions/anyscale-what-is-anyscale-used-for) - [What is Anyscale used for?](https://www.g2.com/discussions/what-is-anyscale-used-for) ### 16. [C3Iot](https://www.g2.com/products/c3iot/reviews) C3 IoT, now known as C3 AI, offers a comprehensive suite of enterprise AI applications designed to address high-value use cases across various industries. Their platform enables organizations to develop, deploy, and operate AI applications at scale, facilitating digital transformation and operational efficiency. Key Features and Functionality: - Enterprise AI Applications: C3 AI provides a range of pre-built applications tailored for specific industries, including manufacturing, oil & gas, utilities, financial services, defense & intelligence, healthcare, government, telecommunications, and retail. - Agentic AI Platform: The platform supports the development of custom AI applications, allowing businesses to create solutions that meet their unique requirements. - Generative AI Capabilities: C3 AI integrates generative AI to surface and act on insights, enhancing decision-making processes and operational strategies. Primary Value and Problem Solving: C3 AI's solutions empower organizations to harness the power of artificial intelligence to optimize operations, improve efficiency, and drive innovation. By providing industry-specific applications and a flexible development platform, C3 AI addresses the challenges of digital transformation, enabling businesses to stay competitive in a rapidly evolving technological landscape. **Average Rating:** 4.5/5.0 **Total Reviews:** 1 **Who Is the Company Behind C3Iot?** - **Seller:** [C3.ai](https://www.g2.com/sellers/c3-ai) - **Year Founded:** 2009 - **HQ Location:** Redwood City, CA - **Twitter:** @C3IoT (76 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/c3-ai/ (1,140 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 100% Small-Business #### What Are Recent G2 Reviews of C3Iot? **"[Tough learning curve but perfect for IoT sensor data](https://www.g2.com/survey_responses/c3iot-review-13101474)"** **Rating:** 4.5/5.0 stars *— Krishnakant R.* [Read full review](https://www.g2.com/survey_responses/c3iot-review-13101474) --- ### 17. [Coworker](https://www.g2.com/products/coworker-2025-07-22/reviews) Coworker.ai is an AI-powered productivity platform that acts as an intelligent coworker with deep access to your company's data. **Average Rating:** 5.0/5.0 **Total Reviews:** 1 **Who Is the Company Behind Coworker?** - **Seller:** [Coworker](https://www.g2.com/sellers/coworker) - **Year Founded:** 2015 - **HQ Location:** Toronto, CA - **LinkedIn® Page:** https://www.linkedin.com/company/coworker/ (10 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 100% Mid-Market #### What Are Recent G2 Reviews of Coworker? **"[Coworker Feels Truly Enterprise-Grade With Powerful Organizational Memory](https://www.g2.com/survey_responses/coworker-review-12785033)"** **Rating:** 5.0/5.0 stars *— Medhat E.* [Read full review](https://www.g2.com/survey_responses/coworker-review-12785033) --- ### 18. [ILORA](https://www.g2.com/products/ilora/reviews) ILORA is an AI Operating System — a proactive System of Intelligence that understands your business data, suggests decisions, and executes actions across departments. Unlike traditional ERPs or simple copilots, ILORA doesn’t just record operations — it learns, predicts, and runs your business intelligently alongside your team. **Average Rating:** 5.0/5.0 **Total Reviews:** 1 **Who Is the Company Behind ILORA?** - **Seller:** [Ilora](https://www.g2.com/sellers/ilora) - **Year Founded:** 2026 - **HQ Location:** Ain El Hayah Resort, Fustat, Old Cairo, Cairo, Egypt - **LinkedIn® Page:** https://www.linkedin.com/company/iloraos/ (2 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 100% Mid-Market #### What Are Recent G2 Reviews of ILORA? **"[ILORA: The New ERP Era with AI Empowerment](https://www.g2.com/survey_responses/ilora-review-12734157)"** **Rating:** 5.0/5.0 stars *— Verified User in Computer Software* [Read full review](https://www.g2.com/survey_responses/ilora-review-12734157) --- ### 19. [Inquir](https://www.g2.com/products/inquir/reviews) Inquir Compute is a self-hosted serverless platform designed to provide developers with full control over their infrastructure. It offers compatibility with AWS Lambda APIs, enabling seamless deployment of serverless functions using Python and Node.js on both cloud and on-premise environments. This flexibility allows organizations to run serverless applications without relying on third-party services, ensuring data privacy and compliance with internal policies. Key Features and Functionality: - AWS Lambda Compatibility: Inquir Compute supports AWS Lambda APIs, facilitating easy migration and integration for existing serverless applications. - Multi-Language Support: Developers can deploy functions written in Python and Node.js, catering to a wide range of use cases. - Flexible Deployment Options: The platform can be deployed on various infrastructures, including cloud services and on-premise servers, providing adaptability to different organizational needs. - HTTP API Gateway: Inquir Compute includes an API Gateway that allows functions to be exposed as HTTP endpoints with flexible routing, multiple authentication methods, and built-in CORS and rate limiting support. - Function Pipelines: The platform offers a visual pipeline builder for orchestrating multi-step workflows, supporting sequential execution, DAG workflows, and smart retry logic. - Built-in Observability: With OpenTelemetry compatibility, Inquir Compute provides metrics, distributed tracing, and AI-powered insights, enabling developers to monitor and optimize performance effectively. Primary Value and Problem Solved: Inquir Compute addresses the need for organizations to run serverless applications while maintaining full control over their infrastructure. By offering a self-hosted solution compatible with AWS Lambda, it eliminates dependency on external cloud providers, enhancing data security and compliance. The platform's flexibility in deployment, support for multiple programming languages, and comprehensive observability tools empower developers to build, deploy, and manage serverless functions efficiently within their own environments. **Average Rating:** 5.0/5.0 **Total Reviews:** 1 **Who Is the Company Behind Inquir?** - **Seller:** [Inquir](https://www.g2.com/sellers/inquir) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 100% Small-Business #### What Are Recent G2 Reviews of Inquir? **"[Inquir Makes Serverless Workloads Easy—Functions, Jobs, APIs, and AI in One Platform](https://www.g2.com/survey_responses/inquir-review-12638455)"** **Rating:** 5.0/5.0 stars *— Александр .* [Read full review](https://www.g2.com/survey_responses/inquir-review-12638455) --- ### 20. [MagOneAI](https://www.g2.com/products/magoneai/reviews) MagOneAI is an enterprise agentic AI workflow platform built for organizations that need autonomous AI agents running reliably in production, not just in prototypes. It can build, deploy, manage & monitor your AI agents. How it works: Teams use MagOneAI's visual no-code canvas to design multi-agent workflows, connect any LLM (cloud or private), integrate 40+ enterprise tools via MCP (Model Context Protocol), and deploy on their own infrastructure for full data sovereignty. Three portals for every stakeholder: 1. Admin Portal — IT and governance teams manage users, LLM providers, security policies, and cost monitoring 2. Builder Portal/ MagOneAI Studio — Business and technical teams build agents, design workflows, manage knowledge bases, and test deployments without writing code 3. Consumer Portal/ MagOneAI Hub — End users interact with deployed AI assistants and handle human-in-the-loop approvals through a simple chat interface Enterprise-grade infrastructure: Temporal for durable workflow execution with crash recovery and automatic retries HashiCorp Vault for secrets management — credentials never stored in config files Qdrant for RAG-powered knowledge retrieval with hybrid search DSPy for structured output validation and guardrails Full audit logging of every agent execution, tool call, and decision Security and compliance: ISO 9001, ISO 27001, and ISO 42001 certified. Supports GDPR, HIPAA, and SOC 2 compliance requirements. Deployment options include private cloud, on-premise, and air-gapped environments. Pricing: Flat subscription with no per-execution, per-agent, or per-user fees. Live in production: Deployments across banking, insurance, manufacturing, retail, and government in the GCC, US, Europe, and beyond, with use cases ready to build for any enterprise industry. **Average Rating:** 4.5/5.0 **Total Reviews:** 1 **Who Is the Company Behind MagOneAI?** - **Seller:** [Magure](https://www.g2.com/sellers/magure) - **Year Founded:** 2017 - **HQ Location:** Dubai, UAE, AE - **LinkedIn® Page:** https://www.linkedin.com/company/magure/ (60 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 100% Mid-Market #### What Are Recent G2 Reviews of MagOneAI? **"[Easy Agent Creation & Orchestration with Fully Auditable, Traceable Workflows](https://www.g2.com/survey_responses/magoneai-review-12558379)"** **Rating:** 4.5/5.0 stars *— Hanisha P.* [Read full review](https://www.g2.com/survey_responses/magoneai-review-12558379) --- ### 21. [nexos.ai](https://www.g2.com/products/nexos-ai-nexos-ai/reviews) nexos.ai is an all-in-one AI platform that helps teams build no-code AI Agents, automate repetitive work, and access leading AI models in one place. Users can create custom AI Agents configured with company knowledge, workflows, and business requirements, while also working with leading AI models such as ChatGPT, Claude, and Gemini through a single interface. The platform combines AI Agents, advanced AI chat, workflow automation, integrations, and a knowledge library to help teams work faster and more efficiently. By connecting tools like Google Drive, Slack, SharePoint, and Confluence, nexos.ai gives AI access to real business context. With web search, deep research, and context retention capabilities, teams can streamline workflows, reduce repetitive tasks, and get more value from AI. Hosted in Europe and certified with SOC 2 Type 1 and ISO 27001 standards, nexos.ai provides a secure environment for teams looking to automate work and focus on higher-value tasks. **Average Rating:** 5.0/5.0 **Total Reviews:** 1 **Who Is the Company Behind nexos.ai?** - **Seller:** [nexos.ai](https://www.g2.com/sellers/nexos-ai) - **Year Founded:** 2024 - **HQ Location:** Vilnius, LT - **LinkedIn® Page:** http://linkedin.com/company/nexos-ai (17 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 100% Mid-Market #### What Are Recent G2 Reviews of nexos.ai? **"[Seamless AI Integration for Smarter Workflows](https://www.g2.com/survey_responses/nexos-ai-review-11541371)"** **Rating:** 5.0/5.0 stars *— Jemark T.* [Read full review](https://www.g2.com/survey_responses/nexos-ai-review-11541371) --- ### 22. [Okara AI](https://www.g2.com/products/okara-ai/reviews) Okara is an AI CMO that helps with social and organic growth of products through its agentic layer of different agents including seo, geo, content writing, linkedin, x and other agents. **Average Rating:** 4.5/5.0 **Total Reviews:** 1 **Who Is the Company Behind Okara AI?** - **Seller:** [Okara](https://www.g2.com/sellers/okara) - **Year Founded:** 2026 - **HQ Location:** Singapore, SG - **LinkedIn® Page:** https://www.linkedin.com/company/askokara (11 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 100% Small-Business #### What Are Recent G2 Reviews of Okara AI? **"[Impressive Platform with Easy Setup](https://www.g2.com/survey_responses/okara-ai-review-12995167)"** **Rating:** 4.5/5.0 stars *— James B.* [Read full review](https://www.g2.com/survey_responses/okara-ai-review-12995167) --- ### 23. [Run:AI](https://www.g2.com/products/run-ai/reviews) Make data science more productive with the compute power to run more experiments and deploy AI initiatives faster. Run:AI’s cloud-native compute orchestration platform gives data scientists access to all of the pooled compute power they need to accelerate AI development and deployment – whether on-premises or in the cloud. The platform provides IT and MLOps with visibility and control over scheduling and dynamic provisioning of GPUs to deliver more than 2X gains in utilization of existing infrastructure. Built on Kubernetes, Run:AI enables seamless integration with existing IT and data science workflows. Learn more at www.run.ai. **Average Rating:** 4.8/5.0 **Total Reviews:** 2 **Who Is the Company Behind Run:AI?** - **Seller:** [Run:AI](https://www.g2.com/sellers/run-ai) - **Year Founded:** 2018 - **HQ Location:** Tel Aviv, IL - **LinkedIn® Page:** https://www.linkedin.com/company/28641828 (62 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 50% Enterprise, 50% Mid-Market #### What Are Recent G2 Reviews of Run:AI? **"[Idea to Research to Production made possible and create huge impact in peoples life](https://www.g2.com/survey_responses/run-ai-review-5050162)"** **Rating:** 4.5/5.0 stars *— Baiju G.* [Read full review](https://www.g2.com/survey_responses/run-ai-review-5050162) --- **"[Very good, it helps me a lot in my routine and daily life.](https://www.g2.com/survey_responses/run-ai-review-11173037)"** **Rating:** 5.0/5.0 stars *— Bruna M.* [Read full review](https://www.g2.com/survey_responses/run-ai-review-11173037) --- #### What Are G2 Users Discussing About Run:AI? - [What is Run:AI used for?](https://www.g2.com/discussions/what-is-run-ai-used-for) ### 24. [Union](https://www.g2.com/products/union-ai-union/reviews) Union.ai is a comprehensive AI orchestration platform designed to streamline the development, deployment, and scaling of complex AI and machine learning workflows. Built upon the open-source Flyte project, Union.ai offers a unified environment that bridges the gap between data engineering and ML operations, enabling teams to create, manage, and optimize AI systems with efficiency and precision. Key Features and Functionality: - Optimized Performance: Achieve millisecond-level execution times with reusable containers, allowing for rapid deployment and scaling of AI workloads. - Scalability: Seamlessly scale across multiple regions, clusters, and cloud providers, ensuring resource availability and compliance with organizational requirements. - Efficient Resource Management: Utilize features like flexible infrastructure, efficient autoscaling, and task-level monitoring to optimize resource usage and reduce operational costs. - Developer-Friendly Tools: Enhance development velocity with tools such as interactive tasks for live debugging, UI-based logging for real-time monitoring, and self-serve secrets integration for secure management of sensitive information. - Enterprise-Grade Security: Implement robust security measures including role-based access control , deployment within your own cloud infrastructure, and compliance with standards like SOC 2 Type II. Primary Value and Problem Solved: Union.ai addresses the challenges associated with building and managing complex AI and ML workflows by providing a unified platform that simplifies orchestration, enhances performance, and ensures scalability. By abstracting away infrastructure complexities and offering a suite of developer-friendly tools, Union.ai empowers teams to focus on innovation and accelerate the delivery of AI products. This leads to reduced time-to-market, optimized resource utilization, and the ability to handle large-scale, sophisticated AI systems with ease. **Average Rating:** 4.5/5.0 **Total Reviews:** 1 **Who Is the Company Behind Union?** - **Seller:** [Union.ai](https://www.g2.com/sellers/union-ai) - **Year Founded:** 2021 - **HQ Location:** Seattle, US - **LinkedIn® Page:** https://www.linkedin.com/company/union-ai/ (75 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 100% Small-Business #### What Are Recent G2 Reviews of Union? **"[Reliable platform with great collaboration features](https://www.g2.com/survey_responses/union-review-11524220)"** **Rating:** 4.5/5.0 stars *— Akhil R.* [Read full review](https://www.g2.com/survey_responses/union-review-11524220) --- ### 25. [10x.ai](https://www.g2.com/products/10x-ai/reviews) 8:25 PMClaude responded: 10x.10x.ai is an AI systems company that builds a unified portfolio of AI-native products to help businesses design scalable, automated workflows. Rather than offering a single tool, 10x.ai operates as a connected ecosystem where each product owns a clear layer of the AI Operating System. Built for operators, marketers, and founders who think in systems, everything 10x.ai builds is designed to compound over time — distribution engines, automated processes, and intelligent frameworks that keep improving as you use them. The 10x portfolio includes FlyRank, an AI-powered platform for SEO, content production, and AI search visibility; SpyRank, a competitive intelligence tool that tracks rankings and competitor movements across markets; SaaS Insights, a marketplace analytics tool that surfaces revenue signals and build-worthy product ideas; Jaq & Jil, a content workflow OS for solo marketers and creators; and Kinetic, a customer intelligence platform powered by AI. 10x.ai is built for growth-focused teams and founders who want AI that actually works in real business contexts. Whether you are scaling a DTC brand, running a B2B SaaS company, or building an agency, 10x.ai gives you the infrastructure to move faster and scale with leverage. Most businesses struggle not because they lack tools, but because their tools do not work together. 10x.ai solves this by unifying products under one operating system so your growth engine, competitive intelligence, content operations, and customer analytics all feed into each other. The result is less manual work, faster execution, and systems that keep improving over time. **Who Is the Company Behind 10x.ai?** - **Seller:** [10x.ai](https://www.g2.com/sellers/10x-ai) - **Year Founded:** 2025 - **HQ Location:** Sarajevo, BA - **LinkedIn® Page:** https://www.linkedin.com/company/go10x-ai (10 employees on LinkedIn®) ## What Is AI Orchestration Software? [Artificial Intelligence Software](https://www.g2.com/categories/artificial-intelligence) ## What Software Categories Are Similar to AI Orchestration Software? - [iPaaS Software](https://www.g2.com/categories/ipaas) - [AI Agents For Business Operations](https://www.g2.com/categories/ai-agents-for-business-operations) - [ AI Agent Builders Software](https://www.g2.com/categories/ai-agent-builders)