# Best AI Agent Builders Software - Page 2 *By [Bijou Barry](https://research.g2.com/insights/author/bijou-barry)* AI agent builders are platforms purpose-built to create, configure, deploy, and manage AI agent software entities that autonomously pursue goals, execute multi-step tasks, and take actions across connected systems with minimal human intervention. Unlike tools that have added AI assistance or copilot features as a layer on top of existing functionality, AI agent builders are primarily oriented around the agent development lifecycle: defining agent goals and behaviors, connecting agents to tools and data sources, orchestrating multi-step or multi-agent workflows, and monitoring agent performance over time. These platforms enable agents to reason across context, chain actions together, call external APIs and services, and operate asynchronously, going beyond responding to individual user queries to proactively completing work on a user's behalf. This distinguishes them from [conversational interface agents](https://www.g2.com/categories/conversational-interface-agents), which are primarily focused on the human-to-system interaction layer, and from [chatbot software](https://www.g2.com/categories/chatbots), which handles reactive, turn-by-turn dialogue. AI agent builders are used across functions, including customer support, sales development, IT operations, HR, and back-office automation. They are deployed by technical and non-technical builders seeking to automate complex, multi-step business processes that previously required human judgment or coordination across multiple systems. These platforms typically offer a dedicated environment for designing agent logic and workflows, integration with enterprise systems such as [CRM software](https://www.g2.com/categories/crm), knowledge bases, ticketing systems, and external APIs, and tools for testing, observing, and iterating on agent behavior in production. To qualify for inclusion in the AI Agent Builders category, a product must: - Provide a dedicated environment for building and configuring AI agents, including defining goals, instructions, behaviors, and the tools or data sources agents can access - Enable agents to run multi-step, goal-directed workflows autonomously, not just respond to individual queries - Support integration with external systems, APIs, or enterprise data sources that agents can read from or write to as part of task execution - Integrate deeply with business systems, such as CRM or knowledge bases, ensuring data-driven and role-specific interactions - Offer tools to monitor, evaluate, and iterate on agent performance, such as logs, analytics dashboards, or testing environments - Allow for human-in-the-loop controls, including escalation paths, approval steps, or override mechanisms - Maintain security, compliance, and data privacy protocols appropriate for enterprise deployment ## How Many AI Agent Builders Software Products Does G2 Track? **Total Products under this Category:** 319 ### Category Stats (May 2026) - **Average Rating**: 4.63/5 - **New Reviews This Quarter**: 930 - **Buyer Segments**: Small-Business 43% │ Mid-Market 33% │ Enterprise 24% - **Top Trending Product**: Kuga (+0.042) *Last updated: May 18, 2026* ## How Does G2 Rank AI Agent Builders Software Products? **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 79,600+ Authentic Reviews - 319+ 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. ## Top AI Agent Builders Software at a Glance | # | Product | Rating | Best For | What Users Say | |---|---------|--------|----------|----------------| | 1 | [Salesforce Agentforce](https://www.g2.com/products/salesforce-agentforce/reviews) | 4.3/5.0 (1,073 reviews) | Salesforce-native autonomous agent building and deployment | "[Autonomous AI Agents That Streamline Workflows Across the Salesforce Ecosystem](https://www.g2.com/survey_responses/salesforce-agentforce-review-12739909)" | | 2 | [UiPath Agentic Automation](https://www.g2.com/products/uipath-agentic-automation/reviews) | 4.6/5.0 (6,103 reviews) | RPA-native agentic orchestration with human-in-the-loop | "[Easy to learn & User friendly RPA tool](https://www.g2.com/survey_responses/uipath-agentic-automation-review-2433738)" | | 3 | [Zapier](https://www.g2.com/products/zapier/reviews) | 4.5/5.0 (2,044 reviews) | No-code agent-building with cross-app workflow automation | "[Efficient Workflow Automation with Strong Integration Flexibility](https://www.g2.com/survey_responses/zapier-review-12880364)" | | 4 | [ServiceNow AI Agents](https://www.g2.com/products/servicenow-ai-agents/reviews) | 4.3/5.0 (362 reviews) | ServiceNow-native agentic ITSM workflow automation | "[ServiceNow AI Agents Streamline Workflows and Reduce Manual Effort](https://www.g2.com/survey_responses/servicenow-ai-agents-review-12617915)" | | 5 | [CloseBot](https://www.g2.com/products/closebot/reviews) | 4.8/5.0 (162 reviews) | Goal-based lead qualification and conversational appointment-booking | "[CloseBot Fixes the Gap Between Enquiry and Action](https://www.g2.com/survey_responses/closebot-review-12680018)" | | 6 | [Lindy](https://www.g2.com/products/lindy-lindy/reviews) | 4.9/5.0 (171 reviews) | No-code multi-step agent building with natural-language prompting | "[Lindy.ai is Like Hiring a Virtual Assistant Team for a Fraction of the Cost](https://www.g2.com/survey_responses/lindy-review-11790383)" | | 7 | [Asana](https://www.g2.com/products/asana/reviews) | 4.4/5.0 (13,108 reviews) | AI-automated cross-team workflow orchestration | "[Asana Keeps Teams Aligned with Clear Project Visibility and Efficient Workflows](https://www.g2.com/survey_responses/asana-review-12854281)" | | 8 | [Jotform AI Agents](https://www.g2.com/products/jotform-ai-agents/reviews) | 4.5/5.0 (604 reviews) | No-code conversational agent deployment with trainable knowledge bases | "[Ease of Use with Integration Challenges](https://www.g2.com/survey_responses/jotform-ai-agents-review-12852844)" | | 9 | [Databricks](https://www.g2.com/products/databricks/reviews) | 4.6/5.0 (760 reviews) | — | "[Lakebase - Good Option for Low Latency Data Serving with Databricks Integration](https://www.g2.com/survey_responses/databricks-review-12542177)" | | 10 | [IBM watsonx.ai](https://www.g2.com/products/ibm-watsonx-ai/reviews) | 4.4/5.0 (133 reviews) | Governed enterprise AI agent development and deployment | "[Comprehensive AI Platform with Steep Learning Curve](https://www.g2.com/survey_responses/ibm-watsonx-ai-review-12555087)" | ## Which AI Agent Builders Software Is Best for Your Use Case? - **Leader:** [Salesforce Agentforce](https://www.g2.com/products/salesforce-agentforce/reviews) - **Highest Performer:** [CloseBot](https://www.g2.com/products/closebot/reviews) - **Easiest to Use:** [CloseBot](https://www.g2.com/products/closebot/reviews) - **Top Trending:** [n8n](https://www.g2.com/products/n8n/reviews) - **Best Free Software:** [Salesforce Agentforce](https://www.g2.com/products/salesforce-agentforce/reviews) ## Which Type of AI Agent Builders Software Tools Are You Looking For? - [ AI Agent Builders Software](https://www.g2.com/categories/ai-agent-builders) *(current)* - [AI Agents For Business Operations](https://www.g2.com/categories/ai-agents-for-business-operations) - [AI Chatbots Software](https://www.g2.com/categories/ai-chatbots) - [AI Customer Support Agents Software](https://www.g2.com/categories/ai-customer-support-agents) --- **Sponsored** ### Zingtree Agentic AI Workflow Orchestration for Complex CX. Zingtree is the agentic workflow orchestration platform for complex, high-risk CX. Zingtree’s enterprise-grade workflow automation platform empowers CX, support, and operations leaders to safely automate and resolve even the most challenging contact center requests. Our multi-layered AI guardrail approach delivers 30-40% increases in customer satisfaction (CSAT), First Contact Resolution (FCR), and revenue, all with full confidence that every action and answer is right. Our customers across Financial Services, Healthcare, Consumer Products, Software & Services, and many more, see up to: - 30% boosts in customer satisfaction (CSAT) - 40% increases in revenue - 30% increases in First Contact Resolution (FCR) - 12X increases in deflections - 85% reductions in agent ramp time - 70% reductions in contact center costs [Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list&secure%5Bcategory_id%5D=1009956&secure%5Bdisplayable_resource_id%5D=1010618&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=neighbor_category&secure%5Bplacement_resource_ids%5D%5B%5D=1010618&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=88834&secure%5Bresource_id%5D=1009956&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fai-agent-builders%3Fpage%3D10&secure%5Btoken%5D=97d3fa1e802ee867a5fd88c83e38b8042e71248a7651a4d4ce06a5561b9dff8f&secure%5Burl%5D=https%3A%2F%2Fwww.zingtree.com%2Fen%2Fdemo-request%3Futm_source%3Dg2%26utm_medium%3Dpaidsearch&secure%5Burl_type%5D=book_demo) --- ## Buyer Guide: Key Questions for Choosing AI Agent Builders Software Software ### What does an AI agent builder do? I describe AI agent builders as platforms that allow teams to design automated agents capable of performing tasks, handling conversations, and integrating with internal systems. These tools provide a controlled environment to outline an agent’s logic, define triggers, and connect data sources, enabling it to operate reliably. Instead of writing every action from scratch, I can structure workflows, permissions, and knowledge inputs in a single, centralized location. ### Why do businesses use AI agent builders? I’ve seen most teams seek ways to automate repetitive tasks without compromising quality. AI agent builders support that by managing predictable interactions and routing more complex requests to humans when needed. They help offload work while maintaining consistent responses. Based on the G2 review data I’ve analyzed, a few themes appear frequently: - Users mention that automated workflows reduce the time spent on routine operations. - Many appreciate visual design tools that simplify building multi-step logic. - Reviewers highlight integrations that let agents access CRMs, ticketing systems, or internal data. - Several bring up improvements in customer response time when agents handle first-touch inquiries. These shared points show how AI agent builders help teams improve efficiency and maintain predictable outcomes. ### Who usually uses AI agent builders? Based on G2 review insights, the groups that rely heavily on AI agent builders include: - **Support teams** handle common issues before transferring to an agent. - **Operations teams** automate internal tasks such as updates, routing, and notifications. - **Marketing and CX teams** build assistants that guide customers through decisions or troubleshoot questions. - **Technical teams** design advanced workflows tied to APIs and backend systems. Each group uses agents differently, but the goal remains the same: to streamline tasks while maintaining a consistent experience. ### What types of AI agent builders should I consider? G2 reviewers often distinguish agent builders by their complexity and intended users. The types I see most frequently include: - **No-code builders** that rely on visual editors for non-technical teams. - **Low-code platforms** that blend visual design with scripting or API calls. - **Enterprise-focused systems** offering governance, audit trails, and security controls. - **Function-specific builders** tailored for support, sales, or workflow automation. The best fit depends on your team’s technical comfort and the sophistication of the tasks you want the agent to handle. ### What are the core features to look for in AI agent builders? When I sort through G2 feedback in this category, a handful of features consistently show up as make-or-break for successful deployment. - **Workflow design** for mapping how an agent processes inquiries. - **Knowledge connectors** that allow agents to reference documents or internal data. - **Guardrails** that let teams control behavior, permissions, and escalation paths. - **Performance analytics** showing resolution rates, accuracy, and customer sentiment. - **Multi-channel deployment** so agents can operate in chat, email, or internal applications. - **Integrations** with CRMs, support tools, knowledge bases, and custom APIs. These capabilities shape how dependable and scalable an agent ultimately becomes. ### What trends are shaping AI agent builders right now? As the market evolves, I’m seeing new features and design philosophies that make AI agent builders far more adaptable than they used to be. Some of the notable trends include: - **Context-handling improvements** that maintain coherence in interactions over longer sessions. - **Expanded system access** , allowing agents to complete more hands-on tasks. - **Simulation environments** that let teams test agent behavior before going live. - **Governance features** that support enterprise adoption and compliance needs. ### How should I choose an AI agent builder? For me, the best agent builder is the one that matches team skill level, integrates cleanly with existing systems, and provides enough control to handle complex workflows safely. When those pieces align, the platform becomes a reliable part of how teams automate tasks and deliver consistent, scalable interactions. ### What does AI Agent Builders software do? I think of AI Agent Builders software as the workspace for creating agents that can understand context, respond to users, and take action across connected systems. These platforms bring prompts, knowledge sources, tools, integrations, testing, guardrails, and deployment controls into one build environment. Across the G2 reviewer accounts I analyzed, the category shows up in customer support, lead intake, voice agents, CRM updates, internal assistants, and workflow automation. It sits beyond basic chatbot setup because the agent is expected to interpret a request, choose the next step, and complete a task inside a business process. ### Why do businesses use AI Agent Builders software? The clearest adoption pattern I saw in G2 reviews was workload scale. Teams wanted to answer more questions, qualify more leads, book more meetings, and move more routine work forward without adding the same amount of manual effort. - Reviewers describe customer support automation as a main use case, with agents answering repeated questions and collecting details before a human steps in. - Sales and agency users use agents for lead qualification, appointment booking, intake forms, and faster response after an inquiry. - Many users value low-code builders because teams can launch agents without building every workflow from scratch. - Integrations with CRMs, calendars, forms, APIs, knowledge bases, and workflow tools make agents more useful than standalone chat windows. Common friction areas include pricing, setup time, testing limits, inconsistent answers, analytics gaps, and learning curves when workflows become more advanced. ### Who uses AI Agent Builders software primarily? When I reviewed G2 profiles for this category, I saw a mix of support, sales, operations, and technical users building agents for different parts of the business. - **Customer support teams:** Build agents that answer common questions, collect issue details, and route customers to the right next step. - **Sales and revenue teams:** Use agents for lead qualification, meeting booking, CRM updates, and follow-up workflows. - **Operations teams:** Automate repeat tasks, internal requests, approvals, reminders, and handoffs across tools. - **Developers and automation builders:** Connect agents to APIs, webhooks, databases, model settings, and custom workflows. - **Agencies and consultants:** Build agents for client intake, booking, customer response, and service delivery workflows. ### What types of AI Agent Builders software should I consider? The buying patterns I saw in G2 reviews revealed that these platforms are usually distinguished by the task the agent needs to perform. - **Customer service agent builders:** Best for support questions, knowledge-base answers, ticket intake, and escalation. - **Voice agent platforms:** Best for phone calls, appointment booking, lead response, call routing, and live conversation handling. - **Workflow automation agent builders:** Best when agents need to trigger actions, move data, and coordinate steps across systems. - **CRM-native agent builders:** Best when customer records, sales activity, service cases, and follow-up need to stay in the same platform. - **Developer-first agent frameworks:** Best for teams that need deeper control over APIs, tools, model choice, routing, and guardrails. ### What are the core features to look for in AI Agent Builders software? When I evaluate AI Agent Builders, the features that show up most consistently include: - **Knowledge and context setup:** Agents should connect to documents, websites, CRMs, forms, databases, and internal knowledge sources that keep answers grounded. - **Tool and action controls:** APIs, webhooks, calendars, tickets, forms, and workflow triggers determine whether the agent can complete work after the conversation starts. - **Agent instruction design:** Builders need clear controls for prompts, branching, handoffs, fallback behavior, memory, and user inputs. - **Testing and performance review:** Teams need transcripts, test environments, success tracking, error visibility, and analytics before agents scale. - **Guardrails and admin control:** Permissions, approval rules, brand controls, compliance settings, and escalation paths matter once agents can act on business data. ### What trends are shaping AI Agent Builders software right now? My analysis of G2 data and recent market signals shows several shifts in this category: - **Task-specific agents being embedded into enterprise tools** across sales, service, operations, and productivity workflows. - **Multi-agent coordination emerging as a design pattern** as teams distribute work across specialized agents. - **Builder platforms converging on no-code setup** paired with developer-grade APIs, versioning, and deployment controls. - **Governance moving into the agent layer** as security, permissions, and compliance boundaries become prerequisites for cross-system action. - **Tracing and guardrails becoming production requirements** as teams demand visibility into tool calls, handoffs, and blocked actions before deploying agents in live workflows. ### How should I choose AI Agent Builders software? I suggest choosing around the task the agent must complete. Customer-facing teams should place the most weight on answer accuracy, escalation paths, conversation quality, and analytics. Voice-heavy use cases call for latency checks, interruption handling, call flow setup, and cost controls. For workflow automation, I advise reviewing integrations, API access, error handling, testing depth, and admin permissions. The strongest fit is the platform that lets teams build quickly while still controlling what the agent knows, what it can access, and what actions it can take. --- ## What Are the Top-Rated AI Agent Builders Software Products in 2026? ### 1. [Langchain](https://www.g2.com/products/langchain/reviews) **Average Rating:** 4.7/5.0 **Total Reviews:** 41 **Product Description:** LangChain is an open-source framework designed to simplify the development of applications powered by large language models (LLMs). By providing a suite of tools and abstractions, LangChain enables developers to build context-aware, reasoning applications such as chatbots, question-answering systems, and content generators. Its modular architecture allows for seamless integration with various LLMs, including those from OpenAI, Anthropic, and Cohere, facilitating the creation of sophisticated AI-driven solutions. Key Features and Functionality: - Modular Components: LangChain offers isolated modules for model input/output, prompt templates, and retrieval mechanisms, allowing developers to customize and extend functionalities as needed. - Agent Framework: The framework supports the creation of agents that can make decisions and perform tasks based on user inputs, enhancing the interactivity and utility of applications. - Memory Management: LangChain provides both short-term and long-term memory capabilities, enabling applications to maintain context over extended interactions. - Extensive Integrations: With over 1,000 integrations, LangChain allows developers to connect with various models, tools, and databases without the need to rewrite application code, ensuring flexibility and future-proofing. - Durable Runtime: Built on LangGraph’s durable runtime, LangChain ensures agents have built-in persistence, rewind capabilities, checkpointing, and support for human-in-the-loop interactions. Primary Value and Problem Solving: LangChain addresses the challenges developers face when integrating LLMs into applications by offering a structured and efficient approach to building AI-driven solutions. It streamlines the development process, reduces the complexity associated with managing interactions between various components, and provides the flexibility to adapt to evolving AI technologies. By leveraging LangChain, developers can rapidly deploy reliable and scalable AI applications that are capable of understanding and responding to complex user inputs, thereby enhancing user experiences and operational efficiency. ### What Do G2 Reviewers Say About Langchain? *AI-generated summary from verified user reviews* **Pros:** - Users value the **ease of use** of Langchain, enabling effortless integration and management of LLMs and APIs. - Users appreciate the **easy integrations** of Langchain, enabling seamless connection of LLMs with data and APIs. - Users appreciate the **user-friendly interface** of Langchain, making it accessible even for those with basic AI knowledge. - Users appreciate the **seamless integrations** of LangChain, facilitating faster development of complex AI applications without hassle. - Users value the **customization options** in Langchain, enabling flexible development from prototypes to production-ready applications. **Cons:** - Users find that **LangChain's complexity issues** create a challenging environment, hindering debugging and increasing frustration. - Users find Langchain's **steep learning curve** challenging, especially due to frequent API changes and complex debugging. - Users often face **poor documentation** in LangChain, which complicates understanding and maintaining the codebase effectively. - Users face **software instability** issues due to frequent breaking changes, complicating maintenance and learning for beginners. - Users face a **steep learning curve** with Langchain, making it challenging for beginners to navigate effectively. #### What Are Recent G2 Reviews of Langchain? **"[Effortless AI App Building with Powerful Integrations](https://www.g2.com/survey_responses/langchain-review-12206273)"** **Rating:** 4.5/5.0 stars *— Ramagiri S.* [Read full review](https://www.g2.com/survey_responses/langchain-review-12206273) --- **"[Simplifies LLM app development with flexible tools](https://www.g2.com/survey_responses/langchain-review-11442856)"** **Rating:** 4.5/5.0 stars *— Sakshi K.* [Read full review](https://www.g2.com/survey_responses/langchain-review-11442856) --- ### 2. [OutSystems](https://www.g2.com/products/outsystems/reviews) **Average Rating:** 4.6/5.0 **Total Reviews:** 1,250 **Product Description:** What if you could build custom, AI-powered solutions that fit your business perfectly, without the risk or costly lock-in? The OutSystems AI-powered low-code development platform eliminates the compromises of building and buying, enabling your teams to turn ideas into mission-critical applications and agents that drive revenue, efficiency, and customer impact. By combining a trusted low-code foundation with powerful AI capabilities, you can build custom solutions up to 10x faster, with the speed of innovation and control you need to compete in the AI-centric future. ### What Do G2 Reviewers Say About OutSystems? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **ease of use** of OutSystems, enabling quick start and effortless application development. - Users appreciate the **speed of development** with OutSystems, enabling quick initial versions and streamlined integration. - Users praise **OutSystems' fast app development** , enabling quicker app creation and empowering non-technical users to contribute. - Users highlight the **fast development** capability of OutSystems, enabling quick app deployment and ease of use. - Users value the **rapid application development** capability of OutSystems, enhancing efficiency and meeting business needs quickly. **Cons:** - Users find the **high licensing costs** of OutSystems to be a significant drawback affecting accessibility and customization. - Users are concerned about the **high licensing costs** and limited customization options with OutSystems, affecting overall value. - Users note a **lack of flexibility and customization** , finding it challenging to build niche solutions on OutSystems. - Users express concerns over **high licensing costs** and limited customization, which complicate usage and flexibility. - Users feel the **missing features** limit flexibility, with a desire for more options in UX/UI and frontend capabilities. #### What Are Recent G2 Reviews of OutSystems? **"[OutSystems Speeds Delivery with a Powerful Visual Low-Code Platform](https://www.g2.com/survey_responses/outsystems-review-12858810)"** **Rating:** 4.0/5.0 stars *— Faizan A.* [Read full review](https://www.g2.com/survey_responses/outsystems-review-12858810) --- **"[Great Tool for Building Applications Quickly and Efficiently](https://www.g2.com/survey_responses/outsystems-review-11651684)"** **Rating:** 4.5/5.0 stars *— Ahammed A.* [Read full review](https://www.g2.com/survey_responses/outsystems-review-11651684) --- #### What Are G2 Users Discussing About OutSystems? - [What is OutSystems used for?](https://www.g2.com/discussions/what-is-outsystems-used-for) - 1 comment - [How much does OutSystems cost?](https://www.g2.com/discussions/how-much-does-outsystems-cost) - 2 comments - [Are OutSystems free?](https://www.g2.com/discussions/are-outsystems-free) - 6 comments ### 3. [Gemini Enterprise](https://www.g2.com/products/google-gemini-enterprise/reviews) **Average Rating:** 4.6/5.0 **Total Reviews:** 23 **Product Description:** Google Agentspace is an AI-powered platform designed to enhance enterprise productivity by integrating advanced reasoning capabilities with comprehensive search functionalities and secure access to organizational data. By connecting to widely used applications such as Google Drive, Jira, Confluence, SharePoint, and Salesforce, Agentspace enables employees to efficiently locate, synthesize, and act upon information across various systems. This integration facilitates the automation of complex tasks, streamlining workflows and fostering informed decision-making within organizations. Key Features and Functionality: - Unified Enterprise Search: Agentspace employs Google's multimodal search technology to retrieve relevant information from both structured and unstructured data sources, including documents, emails, and databases. This comprehensive search capability ensures that employees can access pertinent information regardless of its format or location. - Prebuilt Expert AI Agents: The platform offers ready-to-use AI agents tailored for specific tasks: - Deep Research Agent: Generates in-depth reports and analyses. - Idea Generation Agent: Assists in brainstorming and developing innovative strategies. - NotebookLM Plus: Enhances data engagement through features like audio summaries, facilitating a more interactive experience. - Custom Agent Creation: With the Agent Designer tool, users can develop personalized AI agents without requiring technical expertise. This feature allows for the automation of specific workflows and tasks, catering to unique organizational needs. - Seamless Application Integration: Agentspace connects with a variety of business applications, enabling employees to access and query data from platforms like Confluence, Google Drive, Jira, Microsoft SharePoint, and ServiceNow. This integration breaks down data silos and turns disjointed information into actionable insights. - Enterprise-Grade Security and Compliance: Built on Google Cloud's secure infrastructure, Agentspace incorporates robust security measures, including role-based access control (RBAC, customer-managed encryption keys (CMEK, and compliance with standards such as GDPR and HIPAA. These features ensure that sensitive data remains protected and that access is appropriately managed. Primary Value and Problem Solving: Agentspace addresses the challenge of fragmented information within enterprises by providing a centralized platform that integrates diverse data sources and applications. By leveraging AI-driven search and automation, it enhances employee productivity, reduces manual effort, and supports informed decision-making. The platform's ability to create custom AI agents without coding democratizes the use of AI within organizations, allowing teams across various departments to automate repetitive tasks and focus on strategic initiatives. Furthermore, its strong security framework ensures that data integrity and compliance requirements are met, making it a reliable solution for enterprises aiming to harness the power of AI while maintaining control over their information assets. #### Key Features - Platform Interoperability #### What Are Recent G2 Reviews of Gemini Enterprise? **"[All-in-One AI That Simplifies Work](https://www.g2.com/survey_responses/gemini-enterprise-review-12666159)"** **Rating:** 5.0/5.0 stars *— Neha K.* [Read full review](https://www.g2.com/survey_responses/gemini-enterprise-review-12666159) --- **"[Gemini Prompts Save Me So Much Time at Work](https://www.g2.com/survey_responses/gemini-enterprise-review-12408731)"** **Rating:** 5.0/5.0 stars *— Omar G.* [Read full review](https://www.g2.com/survey_responses/gemini-enterprise-review-12408731) --- ### 4. [SmythOS](https://www.g2.com/products/smythos/reviews) **Average Rating:** 4.9/5.0 **Total Reviews:** 71 **Product Description:** Introducing the world’s first AI agents that can get REAL work done, autonomously or in team. They learn your process, use your data, have infinite memory, and can scale on demand 24/7/365 without having to be trained, managed, or motivated. ### What Do G2 Reviewers Say About SmythOS? *AI-generated summary from verified user reviews* **Pros:** - Users value the **ease of use** of SmythOS, finding it accessible even for those with no technical background. - Users praise the **seamless integration of AI agents** and the user-friendly no code experience of SmythOS. - Users value the **seamless integrations** of SmythOS with various tools, enhancing team collaboration and workflow efficiency. - Users commend the **approachability of automation** in SmythOS, making it easy for non-tech-savvy individuals to create agents. - Users appreciate the **easy setup** of SmythOS, highlighting its intuitive interface for non-technical users. **Cons:** - Users find the **learning curve steep** , especially for those unfamiliar with AI, wishing for better guidance and resources. - Users find the **interface complexity** of SmythOS overwhelming and wish for more intuitive setup and design options. - Users find the **insufficient documentation** challenging, requiring external searches and reliance on customer support for clarity. - Users find **poor documentation** a hurdle, necessitating support for complex setups and clearer guidance on features. - Users find **poor customer support** a drawback, lacking extensive assistance and timely help for issues with SmythOS. #### What Are Recent G2 Reviews of SmythOS? **"[As a developer, SmythOS speeds up everything](https://www.g2.com/survey_responses/smythos-review-10608326)"** **Rating:** 5.0/5.0 stars *— Petchimuthu M.* [Read full review](https://www.g2.com/survey_responses/smythos-review-10608326) --- **"[SmythOS is like having a secret productivity weapon](https://www.g2.com/survey_responses/smythos-review-10571358)"** **Rating:** 4.0/5.0 stars *— Neelakshi M.* [Read full review](https://www.g2.com/survey_responses/smythos-review-10571358) --- ### 5. [StackAI](https://www.g2.com/products/stackai/reviews) **Average Rating:** 4.5/5.0 **Total Reviews:** 38 **Product Description:** StackAI is an enterprise-grade no-code platform designed to facilitate the building and deployment of secure AI agents. This innovative solution is tailored for IT teams and operations leaders, enabling organizations to automate complex workflows, enhance internal knowledge management, and streamline document processing through the use of large language models (LLMs). With StackAI, businesses can maintain full control over their data, governance, and compliance, ensuring that their AI initiatives align with organizational standards and regulations. The platform is particularly beneficial for a diverse range of industries, including finance, healthcare, insurance, manufacturing, and the public sector. StackAI allows enterprises to visually orchestrate AI workflows using an intuitive drag-and-drop builder, making it accessible to both technical and non-technical users. By integrating seamlessly with critical systems such as SharePoint, Salesforce, SAP, Snowflake, and Workday, organizations can deploy production-ready Retrieval-Augmented Generation (RAG) systems quickly and efficiently. Use cases are varied, from developing internal copilots and chatbots to automating investment memo generation and IT ticket processing. One of the standout features of StackAI is its no-code AI workflow builder, which empowers users to create and launch AI agents without the need for extensive programming knowledge. The platform includes prebuilt connectors and tools that simplify AI function calling, while built-in interfaces such as chat, forms, and batch processing enable users to interact with AI agents effortlessly. For advanced teams, StackAI offers the flexibility of custom tools, API integrations, and on-premise deployments, catering to organizations with strict data residency and security requirements. Security and governance are integral to StackAI's design. The platform is compliant with SOC 2 Type II, HIPAA, and GDPR standards, with ISO 27001 certification. Enterprise customers benefit from robust features such as granular role-based access control (RBAC), single sign-on (SSO), audit logs, and version control. Administrators have the ability to approve workflows prior to launch, monitor agent usage in real-time, and ensure adherence to internal policies, fostering a secure environment for AI deployment. Additionally, StackAI provides enterprise support through co-building sessions, technical advisory from forward-deployed engineers, and quarterly business reviews. This comprehensive support structure ensures that organizations can confidently build their first AI applications or scale generative AI initiatives across departments. By leveraging StackAI, enterprises can drive their GenAI transformation, creating secure, scalable, and intelligent internal tools that enhance operational efficiency and innovation. ### What Do G2 Reviewers Say About StackAI? *AI-generated summary from verified user reviews* **Pros:** - Users highlight the **intuitive drag-and-drop interface** of StackAI, allowing effortless AI workflow creation without coding. - Users find StackAI's **intuitive interface and automation capabilities** invaluable for streamlining workflows and centralizing tasks. - Users appreciate the **easy integrations** of StackAI, facilitating efficient workflows and seamless connections with various tools. - Users appreciate the **seamless integrations** of StackAI, enhancing workflows and connectivity with various tools and platforms. - Users appreciate the **ease of creation** with StackAI, enjoying its intuitive drag-and-drop interface for rapid AI workflow development. **Cons:** - Users note the **usage limitations** of StackAI, like inconsistent performance and unclear documentation, especially for new users. - Users note a **steep learning curve** with StackAI, requiring time and effort to grasp advanced features effectively. - Users find the **feature complexity** of StackAI challenging, particularly due to limited integrations and a tough onboarding process. - Users are frustrated by the **limited native integrations** in StackAI, affecting workflow and complicating the onboarding process. - Users express frustration with **limited features** in StackAI, hindering effective use and complicating workflows. #### What Are Recent G2 Reviews of StackAI? **"[It helps me with keeping my creative process organized and efficient.](https://www.g2.com/survey_responses/stackai-review-11602738)"** **Rating:** 4.5/5.0 stars *— Maria M.* [Read full review](https://www.g2.com/survey_responses/stackai-review-11602738) --- **"[Game-Changer for Workflow Automation](https://www.g2.com/survey_responses/stackai-review-12051748)"** **Rating:** 5.0/5.0 stars *— Sed M.* [Read full review](https://www.g2.com/survey_responses/stackai-review-12051748) --- ### 6. [Databricks](https://www.g2.com/products/databricks/reviews) **Average Rating:** 4.6/5.0 **Total Reviews:** 760 **Product Description:** Databricks is a unified data and AI platform that helps organizations build, govern and scale data pipelines, analytics, machine learning, AI applications and agents. More than 20,000 organizations worldwide — including adidas, AT&T, Bayer, Block, Mastercard, Rivian, Unilever, and 70% of the Fortune 500 — rely on Databricks to work with enterprise data and AI at scale. Headquartered in San Francisco with 30+ offices around the globe, Databricks offers a unified platform that includes Agent Bricks, Lakeflow, Lakehouse, Lakebase, Genie and Unity Catalog. Founded in 2013 by the original creators of Apache Spark™, Delta Lake, MLflow and Unity Catalog, Databricks is built on an open lakehouse architecture that brings data, analytics and AI together. The platform is used by data engineers, data scientists, analysts, developers, machine learning teams, AI teams and business users to collaborate across the full data and AI lifecycle. Key Databricks capabilities include: - Data engineering: Build, automate and manage reliable batch, streaming and real-time data pipelines. - Analytics and business intelligence: Run SQL analytics, create dashboards and enable business teams to explore data. - Data governance: Discover, secure and manage data and AI assets across teams, clouds and workloads. - Machine learning and AI: Develop models, build generative AI applications and create production-grade AI agents. - Data applications: Build and deploy data-driven applications using governed enterprise data. Available across AWS, Azure and Google Cloud, Databricks helps organizations work across clouds, reduce data silos and simplify collaboration across teams and tools. Customers use Databricks for use cases such as customer personalization, fraud detection, predictive maintenance, real-time analytics, cybersecurity, healthcare research, financial risk management, supply chain optimization and AI-powered decision-making. Databricks is used across industries including financial services, healthcare and life sciences, retail, manufacturing, energy and the public sector. Organizations use the platform to modernize data infrastructure, accelerate AI adoption and turn enterprise data into business value. ### What Do G2 Reviewers Say About Databricks? *AI-generated summary from verified user reviews* **Pros:** - Users praise the **ease of use and numerous features** of Databricks, enhancing their data processing and machine learning tasks. - Users praise the **ease of use** of Databricks, enhancing their overall experience with its intuitive interface. - Users appreciate the **seamless integrations** of Databricks, enhancing real-time processing and supporting various development languages. - Users value the **seamless collaboration** Databricks offers, enhancing teamwork on data projects with real-time insights. - Users value the **integrated analytical features** of Databricks, enhancing operations and providing comprehensive insights on technology. **Cons:** - Users note a significant **learning curve** with Databricks, particularly due to its complex permissions and compute modes. - Users find Databricks to be **expensive** , especially when handling large data, limiting its accessibility for some customers. - Users find the **steep learning curve** of Databricks challenging, particularly for those new to big data tools. - Users find the **complexity** of Databricks challenging, especially with advanced features and initial setup requirements. - Users experience a **complex setup** process initially, but support helps to simplify the experience over time. #### What Are Recent G2 Reviews of Databricks? **"[Lakebase - Good Option for Low Latency Data Serving with Databricks Integration](https://www.g2.com/survey_responses/databricks-review-12542177)"** **Rating:** 4.5/5.0 stars *— Senthil K.* [Read full review](https://www.g2.com/survey_responses/databricks-review-12542177) --- **"[Databricks in my case: Multiple Integrations, Intuitive UI, and Reliable Performance](https://www.g2.com/survey_responses/databricks-review-12834055)"** **Rating:** 4.0/5.0 stars *— Yelnur K.* [Read full review](https://www.g2.com/survey_responses/databricks-review-12834055) --- #### What Are G2 Users Discussing About Databricks? - [What does Databricks software do?](https://www.g2.com/discussions/what-does-databricks-software-do) - 3 comments - [What is Databricks unified analytics platform?](https://www.g2.com/discussions/what-is-databricks-unified-analytics-platform) - 3 comments - [What is Lakehouse in Databricks?](https://www.g2.com/discussions/what-is-lakehouse-in-databricks) - 4 comments, 2 upvotes ### 7. [Realm](https://www.g2.com/products/realm-realm/reviews) **Average Rating:** 4.8/5.0 **Total Reviews:** 18 **Product Description:** Realm is an AI platform for revenue teams that transforms company knowledge into intelligent, automated workflows. By connecting to and indexing knowledge from across documentation repositories, CRM systems, sales collateral, and communication platforms, Realm enables companies to scale revenues without increasing headcount. Realm has three main features. Through a familiar chat interface, Realm delivers intelligent, conversational search across the full breadth of company knowledge, leveraging semantic understanding to provide highly relevant, accurate, and permissions-aware answers. The RFx tool streamlines RFPs, RFIs, and security assessments by intelligently drawing on internal knowledge and previous responses, without having to manually update a knowledge base. This significantly reduces manual effort for proposal and sales enablement teams, accelerates deal cycles, and ensures consistent, high-quality responses at scale. Realm also allows organizations to create customized AI agents tailored to specific revenue workflows. These agents can automate multi-step processes, from handling customer inquiries and onboarding to supporting internal enablement and knowledge management, all configured to fit unique business needs and use cases. Realm turns scattered company knowledge into actionable insights and intelligent workflows. ### What Do G2 Reviewers Say About Realm? *AI-generated summary from verified user reviews* **Pros:** - Users highlight the **ease of use** of Realm, praising its efficiency in accessing and managing information effortlessly. - Users value the **fast, intuitive, and helpful features** of Realm that enhance workflow and team collaboration significantly. - Users rave about the **exceptional customer support** from Realm, highlighting its speed, reliability, and genuine partnership. - Users value the **time-saving capabilities** of Realm, streamlining tasks and improving overall efficiency in daily operations. - Users find Realm's **efficiency** transformative, enabling fast access to information and streamlining workflows for greater productivity. **Cons:** - Users note **limited features** in Realm, with missing advanced controls and reliance on workarounds for certain tasks. - Users note some **limitations** with advanced configurations, data handling, and a steeper learning curve for customization. - Users face a **difficult learning curve** with Realm, requiring time to fully configure and master its features. - Users often face **integration issues** with third-party services in Realm, affecting their ability to connect effectively. - Users face a **steep learning curve** with Realm, requiring time and effort to unlock its full potential. #### What Are Recent G2 Reviews of Realm? **"[Seamless Integrations, Smart Agents, and Responsive Support](https://www.g2.com/survey_responses/realm-review-12376825)"** **Rating:** 5.0/5.0 stars *— Noaman A.* [Read full review](https://www.g2.com/survey_responses/realm-review-12376825) --- **"[Realm should be mandatory by law for any support team](https://www.g2.com/survey_responses/realm-review-12441819)"** **Rating:** 5.0/5.0 stars *— Mikko K.* [Read full review](https://www.g2.com/survey_responses/realm-review-12441819) --- ### 8. [SnapLogic Intelligent Integration Platform (IIP)](https://www.g2.com/products/snaplogic-intelligent-integration-platform-iip/reviews) **Average Rating:** 4.4/5.0 **Total Reviews:** 371 **Product Description:** The SnapLogic Platform is an agentic integration and automation solution designed to assist enterprise teams in connecting applications, data sources, and APIs while orchestrating AI-powered workflows across both cloud and on-premises environments. Established in 2006 and headquartered in San Mateo, California, SnapLogic serves a diverse range of industries, including financial services, pharmaceuticals, manufacturing, software, and higher education, with a global presence across North America, Europe, and Asia Pacific. Targeted primarily at IT teams, data engineers, and integration specialists, the SnapLogic Platform addresses the critical need for seamless data movement between systems, automation of business processes, and governance of AI agent activities at scale. The platform supports various use cases, including application integration, data pipeline management, API lifecycle management, legacy system modernization, and enterprise AI orchestration. This versatility makes it a valuable tool for organizations looking to enhance their operational efficiency and data accessibility. Key features of the SnapLogic Platform include a visual, low-code pipeline builder that allows teams to create, test, and deploy integrations without the need for extensive coding knowledge. This drag-and-drop designer significantly reduces reliance on developer resources, enabling quicker project turnaround. Additionally, the platform boasts a pre-built Snaps connector library, offering over 1,000 reusable connectors for various enterprise applications, databases, cloud services, and data platforms. This extensive library supports both simple and complex integration patterns, streamlining the integration process. Another notable feature is SnapGPT, an AI co-pilot integrated into the platform that assists users in generating integration pipelines, suggesting data mappings, and troubleshooting issues using natural language inputs. This innovative tool enhances user experience and efficiency, making it easier for teams to navigate the complexities of integration. The platform also includes robust API management tools for creating, publishing, securing, and monitoring APIs, facilitating the exposure and consumption of data services across internal and external systems. Moreover, SnapLogic enables agentic workflow automation, allowing users to design and orchestrate AI agents that execute multi-step business processes. With built-in support for the Model Context Protocol (MCP), organizations can effectively manage agent interactions across various models and tools. The platform also supports data integration and transformation for batch, real-time, and streaming data pipelines, equipped with capabilities for mapping, enrichment, and transformation of both structured and unstructured data. Centralized monitoring and governance features provide a unified dashboard for tracking pipeline performance, managing access controls, and ensuring auditability across all integration and automation activities. The SnapLogic Platform addresses common challenges organizations face when scaling their technology operations: fragmented data across disconnected systems, high integration development costs, and the complexity of deploying AI in regulated or mission-critical environments. By providing a unified platform for both traditional integration and agentic automation, it reduces reliance on custom-coded connectors and enables teams to build and manage integrations without requiring deep software engineering expertise. ### What Do G2 Reviewers Say About SnapLogic Intelligent Integration Platform (IIP)? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **ease of use** of SnapLogic IIP, enabling quick integration without extensive coding requirements. - Users appreciate the **easy integrations** of SnapLogic, which enhance pipeline building and simplify ETL implementation. - Users value the **seamless integrations** of SnapLogic IIP, enhancing efficiency across both cloud and on-prem systems. - Users appreciate the **user-friendly interface** of SnapLogic IIP, which simplifies work and enhances efficiency. - Users value the **automation features** of SnapLogic IIP, streamlining complex integrations and enhancing workflow efficiency. **Cons:** - Users report **performance issues** with slow loading and memory errors, affecting the efficiency of pipeline construction. - Users report **poor performance** during heavy workloads, often facing issues with debugging and memory management. - Users face **unclear error reporting** and frequent performance issues that lead to disrupted workflows and manual fixes. - Users face challenges with **technical difficulties** , including complex debugging and performance issues during integration tasks. - Users find the **debugging complexity** of SnapLogic IIP frustrating, leading to challenges when managing integrations. #### What Are Recent G2 Reviews of SnapLogic Intelligent Integration Platform (IIP)? **"[Improved Data Connectivity with Room for Stability Enhancements](https://www.g2.com/survey_responses/snaplogic-intelligent-integration-platform-iip-review-12375834)"** **Rating:** 4.0/5.0 stars *— Savio M.* [Read full review](https://www.g2.com/survey_responses/snaplogic-intelligent-integration-platform-iip-review-12375834) --- **"[Intuitive Drag-and-Drop Pipelines with Reliable Real-Time Sync](https://www.g2.com/survey_responses/snaplogic-intelligent-integration-platform-iip-review-12873225)"** **Rating:** 5.0/5.0 stars *— Abhay K.* [Read full review](https://www.g2.com/survey_responses/snaplogic-intelligent-integration-platform-iip-review-12873225) --- #### What Are G2 Users Discussing About SnapLogic Intelligent Integration Platform (IIP)? - [What is SnapLogic Intelligent Integration Platform (IIP) used for?](https://www.g2.com/discussions/what-is-snaplogic-intelligent-integration-platform-iip-used-for) - 1 comment ### 9. [AWS Bedrock](https://www.g2.com/products/aws-bedrock/reviews) **Average Rating:** 4.3/5.0 **Total Reviews:** 67 **Product Description:** Amazon Bedrock is a fully managed service that enables organizations to build and scale generative AI applications using foundation models (FMs) from leading AI companies and Amazon. It provides a unified API to access a diverse selection of high-performing FMs, allowing users to experiment, customize, and deploy AI solutions without managing infrastructure. With Amazon Bedrock, businesses can create personalized experiences, automate workflows, and derive actionable insights, all while maintaining security, privacy, and compliance standards. Key Features and Functionality: - Model Choice: Access a wide range of FMs from top AI providers, enabling selection of the most suitable model for specific use cases. - Agent Development: Utilize Amazon Bedrock AgentCore to build, deploy, and operate AI agents securely at scale, facilitating complex task automation. - Customization: Tailor models with proprietary data using tools like Knowledge Bases, Data Automation, prompt engineering, and fine-tuning to enhance relevance and accuracy. - Safety and Guardrails: Implement safeguards with Bedrock Guardrails to filter harmful content and ensure responsible AI usage, supporting compliance with industry standards. - Cost Optimization: Optimize performance and expenses through features like Model Distillation and Intelligent Prompt Routing, balancing cost, latency, and accuracy. Primary Value and Solutions Provided: Amazon Bedrock empowers organizations to rapidly develop and deploy generative AI applications without the complexities of infrastructure management. By offering a diverse selection of foundation models and comprehensive customization tools, it enables businesses to create AI solutions tailored to their unique needs. The platform's robust security measures and compliance support ensure that applications are built responsibly, addressing concerns around data privacy and ethical AI usage. Ultimately, Amazon Bedrock facilitates innovation, enhances operational efficiency, and drives real business impact through scalable and secure AI integration. ### What Do G2 Reviewers Say About AWS Bedrock? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **ease of use** of AWS Bedrock, enjoying seamless model switching and simplified integration. - Users value the **model variety** in AWS Bedrock for tailoring solutions to specific use cases with ease. - Users value the **easy integrations** of AWS Bedrock, streamlining workflows within the AWS ecosystem effortlessly. - Users appreciate the **powerful and easy-to-use generative AI tools** provided by AWS Bedrock for enhanced productivity. - Users benefit from the **unified API** of AWS Bedrock, simplifying model switching and enhancing data security. **Cons:** - Users find AWS Bedrock **expensive** , especially for large-scale operations and niche scenarios requiring extensive tweaking. - Users find **complexity issues** in AWS Bedrock, especially for newcomers and those seeking flexibility in deployment. - Users are frustrated by the **black box issues** and high costs associated with AWS Bedrock models. - Users find a **steep learning curve** with AWS Bedrock, making initial setup challenging for newcomers. - Users face **limited access** to models and regional availability with AWS Bedrock, affecting customization opportunities. #### What Are Recent G2 Reviews of AWS Bedrock? **"[Flexible, Easy AI That Plugs Seamlessly Into the AWS Ecosystem](https://www.g2.com/survey_responses/aws-bedrock-review-12681215)"** **Rating:** 4.5/5.0 stars *— Deepak T.* [Read full review](https://www.g2.com/survey_responses/aws-bedrock-review-12681215) --- **"[Amazon Bedrock Simplifies Enterprise GenAI with Secure, Scalable Access to Multiple Models](https://www.g2.com/survey_responses/aws-bedrock-review-12869177)"** **Rating:** 4.5/5.0 stars *— Akhil S.* [Read full review](https://www.g2.com/survey_responses/aws-bedrock-review-12869177) --- ### 10. [Joule](https://www.g2.com/products/joule/reviews) **Average Rating:** 4.3/5.0 **Total Reviews:** 79 **Product Description:** Joule is an AI copilot that’s grounded in an organization's business data and infused with AI agents. It proactively assists employees in every cloud application they use while automating complex processes. Joule is designed to free teams from busy work and helps them work more efficiently with simple, natural language requests. Employees receive a continuous AI experience that connects data and workflows across SAP and third-party systems. Joule aims to enable faster, data-driven decisions with immediate, context-rich insights and automates multi-step workflows with a system of collaborative AI agents. ### What Do G2 Reviewers Say About Joule? *AI-generated summary from verified user reviews* **Pros:** - Users love Joule for its **ease of use** , enabling quick setup and seamless access to actionable insights. - Users value Joule for its **instant response and automation** , significantly enhancing their workflow efficiency and decision-making. - Users appreciate how Joule's **automation and seamless integration** enhance workflow and save valuable time daily. - .Users find Joule's **time-saving automation** features invaluable, significantly enhancing workflow efficiency and decision-making processes. - Users value the **automation capabilities** of Joule, simplifying processes and saving time for more informed decision-making. **Cons:** - Users note the **generic and incomplete responses** from Joule, especially for complex queries requiring detailed guidance. - Users face **usage limitations** with Joule, needing manual checks and training for deeper, more complex tasks. - Users experience **inaccuracy** in responses, often receiving generic answers that require further verification and improvements for specific queries. - Users find that Joule's advice can sometimes seem **generic and lacking context** , affecting the personalized guidance needed. - Users face **integration issues** with Joule, often needing better connectivity with third-party platforms for workflows. #### What Are Recent G2 Reviews of Joule? **"[Agentic Power in SAP, Simplistic and Swift](https://www.g2.com/survey_responses/joule-review-12852541)"** **Rating:** 5.0/5.0 stars *— Leif A.* [Read full review](https://www.g2.com/survey_responses/joule-review-12852541) --- **"[Joule Supercharges SAP Productivity with Smooth Conversational Automation](https://www.g2.com/survey_responses/joule-review-12841592)"** **Rating:** 4.5/5.0 stars *— Nivas S.* [Read full review](https://www.g2.com/survey_responses/joule-review-12841592) --- ### 11. [Relay.app](https://www.g2.com/products/relay-app/reviews) **Average Rating:** 4.9/5.0 **Total Reviews:** 88 **Product Description:** Relay.app is the easiest way for anyone to build an AI team that works for you. ### What Do G2 Reviewers Say About Relay.app? *AI-generated summary from verified user reviews* **Pros:** - Users praise Relay.app for its **user-friendly interface** and easy setup, significantly streamlining workflow automation. - Users appreciate the **automation capabilities** of Relay.app, streamlining processes and saving valuable time in their workflows. - Users value the **easy and efficient workflow management** in Relay.app, enabling quick automation and seamless integration. - Users praise the **ease of use** of Relay.app, appreciating its intuitive setup and client-friendly features. - Users enjoy Relay.app's **simple and clean UI** , enhancing their experience with effortless navigation and accessibility. **Cons:** - Users find Relay.app has **limited integrations** , hindering its functionality and usability with other tools. - Users find Relay.app is lacking **essential features and integrations** , which limits its overall usability and functionality. - Users find Relay.app **expensive** as credits deplete quickly and pricing is higher than alternatives like N8N. - Users find that **inaccuracy in triggers and timestamps** can lead to confusion and inefficient automation management. - Users note a **challenging learning curve** with Relay.app due to the abundance of options available. #### Key Features - Real-Time Integration - Monitoring & Notification - Data Encryption - Managed File Transfers #### What Are Recent G2 Reviews of Relay.app? **"[From Hours to Minutes: How I Finally Found My AI Workflow Engine](https://www.g2.com/survey_responses/relay-app-review-12585150)"** **Rating:** 5.0/5.0 stars *— Valerio Z.* [Read full review](https://www.g2.com/survey_responses/relay-app-review-12585150) --- **"[Effortless, Powerful Automation Made Simple](https://www.g2.com/survey_responses/relay-app-review-12869490)"** **Rating:** 5.0/5.0 stars *— Alex M.* [Read full review](https://www.g2.com/survey_responses/relay-app-review-12869490) --- ### 12. [Make](https://www.g2.com/products/integromat-by-celonis-make/reviews) **Average Rating:** 4.6/5.0 **Total Reviews:** 300 **Product Description:** Make is a leading visual AI automation platform. Make is the platform to build, manage, and scale all your automations and AI agents in one visual landscape. Connect 3,000+ apps, automate complex processes, create AI and agentic workflows, and use model context protocol (MCP) to scale your automations. Use the visual drag-and-drop scenario builder to link apps in a few clicks. Build limitless scenarios that run exactly the way your business needs them to. Make supports any app with an API, so it’s made to fit your tech stack. And with Make AI Agents, your scenarios don't just run – they adapt. Agentic automation lets AI-driven agents handle complex tasks, while responding to changing conditions in real time. Set your scenarios to run on a schedule, trigger them instantly, or watch them run live whenever you need full visibility into what's happening. Make’s transparent logic means you’ll be able to see, manage, and control your automations every step of the way. ### What Do G2 Reviewers Say About Make? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **simplicity of automation** in Make, enabling efficient integration of all outbound activities effortlessly. - Users appreciate the **ease of use** of Make, enabling efficient automation with its intuitive drag-and-drop interface. - Users love the **easy integrations** offered by Make, enabling seamless workflows and enhancing overall efficiency. - Users admire the **wide range of features** in Make, enabling streamlined automation for businesses of all sizes. - Users value the **seamless integration** capabilities of Make, enhancing efficiency and connectivity across various systems and tools. **Cons:** - Users often face **difficulties with error handling** , finding the messages unclear and lacking useful information. - Users find the **steep learning curve** challenging, especially those without coding experience, despite helpful resources available. - Users find the **learning difficulty** significant, especially for those without coding experience or for complete beginners. - Users find the **complexity of configuring modules** in Make to be a significant barrier, leading to frustration and inefficiency. - Users face **API issues** including poor documentation and slow support, making integrations frustrating and challenging. #### What Are Recent G2 Reviews of Make? **"[Make Connects Platforms and Bridges the Gaps of Incomplete Functionality](https://www.g2.com/survey_responses/make-review-12772321)"** **Rating:** 4.0/5.0 stars *— Guy R.* [Read full review](https://www.g2.com/survey_responses/make-review-12772321) --- **"[Great Automation Tool, But Scenario Organization Needs Work](https://www.g2.com/survey_responses/make-review-12886360)"** **Rating:** 4.5/5.0 stars *— Victoria K.* [Read full review](https://www.g2.com/survey_responses/make-review-12886360) --- #### What Are G2 Users Discussing About Make? - [What is Make (formerly Integromat) used for?](https://www.g2.com/discussions/what-is-make-formerly-integromat-used-for) - 2 comments - [How do you make an Integromat Webhook?](https://www.g2.com/discussions/how-do-you-make-an-integromat-webhook) - 1 comment - [How does Integromat work?](https://www.g2.com/discussions/how-does-integromat-work) - 1 comment ### 13. [Creatio](https://www.g2.com/products/creatio/reviews) **Average Rating:** 4.6/5.0 **Total Reviews:** 271 **Product Description:** Creatio is an AI CRM and workflow platform where people and AI agents work together -with no limits on users, agents, or scale. Creatio helps midsize and large organizations run customer workflows in the AI era. This innovative platform enables organizations to create and manage workflows effortlessly, allowing users to focus on their core business activities while automating routine tasks. With millions of workflows operating daily, Creatio supports a diverse clientele across 100 countries, emphasizing a commitment to genuine care for its clients and partners. The platform is particularly beneficial for businesses seeking to enhance their operational efficiency without requiring extensive technical expertise. Its target audience includes small to large enterprises across various industries, particularly those looking to leverage technology to improve customer engagement and internal processes. Creatio's offerings cater to a wide range of use cases, from marketing automation and sales management to customer service optimization, making it a versatile solution for businesses aiming to adapt to the evolving market landscape. Key features of Creatio include the Creatio Studio, a no-code platform that allows users to build custom applications and AI agents using intuitive visual designers and natural language processing. This empowers users to create tailored solutions that meet their specific business needs without relying on traditional coding methods. Additionally, the CRM suite integrates embedded AI agents across Creatio Marketing, Sales, and Service, enhancing user experience and providing actionable insights to drive decision-making. Creatio also offers a specialized Financial Services CRM platform and industry-specific workflows across 19 verticals, ensuring that businesses can find solutions that resonate with their unique operational requirements. The availability of a marketplace with various add-ons further extends the platform's capabilities, allowing organizations to customize their experience and enhance functionality as needed. Recognized as a Leader and Strong Performer in prestigious Gartner and Forrester reports, Creatio stands out in its category by combining user-friendly design with powerful automation and AI-driven insights, making it an attractive option for businesses aiming to elevate their customer relationship management efforts. With its headquarters in Boston, MA, and a global presence of 850 employees across ten offices in 25 countries, Creatio has established long-lasting relationships with thousands of customers and over 500 partners worldwide. This extensive network underscores the platform's reliability and commitment to delivering value to its users, positioning Creatio as a trusted partner in the realm of AI agents, CRM, and workflow automation. ### What Do G2 Reviewers Say About Creatio? *AI-generated summary from verified user reviews* **Pros:** - Users find Creatio's **ease of use** impressive, benefiting from its intuitive UI and strong support for customization. - Users value the **efficiency** of Creatio, benefiting from its customizable processes and intelligent sales guidance. - Users value the **high customizability** of Creatio, enabling tailored solutions without technical expertise. - Users value the **flexible customization options** in Creatio, making it suitable for various specific needs without technical expertise. - Users value the **unlimited customization options** in Creatio, enabling tailored solutions for various business needs. **Cons:** - Users note a challenging **learning curve** with Creatio, requiring training and support for effective setup and use. - Users find the **limited features** of Creatio hinder efficient data entry and customization for service businesses. - Users find the **limited selection of features** in Creatio's Marketplace restricts their options and usability. - Users experience **limited customization** , finding documentation gaps and unintuitive design hinder their development efforts. - Users find the **limited selection of options** on Creatio restricts customization and efficiency for their specific needs. #### What Are Recent G2 Reviews of Creatio? **"[One of the Best Project Management Tools for Tracking Changes and Attachments](https://www.g2.com/survey_responses/creatio-review-12738056)"** **Rating:** 4.5/5.0 stars *— Nitesh S.* [Read full review](https://www.g2.com/survey_responses/creatio-review-12738056) --- **"[Flexible Low-Code Platform for Rapid Workflow Automation](https://www.g2.com/survey_responses/creatio-review-11907701)"** **Rating:** 4.5/5.0 stars *— Kamesh M.* [Read full review](https://www.g2.com/survey_responses/creatio-review-11907701) --- #### What Are G2 Users Discussing About Creatio? - [What is Creatio used for?](https://www.g2.com/discussions/what-is-creatio-used-for) - 1 comment ### 14. [MindStudio](https://www.g2.com/products/mindstudio/reviews) **Average Rating:** 4.9/5.0 **Total Reviews:** 26 **Product Description:** MindStudio is a powerful no-code platform that makes it easy for teams and creators to design, build, and deploy custom AI agents, chatbots, and applications — without writing a single line of code. Whether you’re building an internal tool, automating workflows, enhancing customer support, or launching a new AI-powered product, MindStudio gives you everything you need to go from idea to production in minutes. With MindStudio, you can connect your data, design conversational flows, and integrate with APIs or existing systems — all through an intuitive visual interface. Our platform is built for flexibility and scalability, enabling startups, enterprises, and creators alike. Key Features: 🧠 No-Code AI Builder: Create powerful AI apps and agents visually — no programming required. ⚙️ Custom Workflows & Integrations: Connect 600+ third-party apps, tools, and data sources for smarter automation and seamless integration with existing workflows. 🔍 LLM Flexibility: Use OpenAI GPT-4, Google Gemini, Anthropic Claude, and other 200+ leading models to power your applications. 📊 Analytics & Optimization: Monitor performance and continuously improve your AI’s results. Trusted by enterprises, professionals, and individuals worldwide, MindStudio is redefining how businesses build with AI. ### What Do G2 Reviewers Say About MindStudio? *AI-generated summary from verified user reviews* **Pros:** - Users highlight the **ease of use** of MindStudio, enabling anyone to create AI agents effortlessly and efficiently. - Users praise the **intuitive design** of MindStudio, making it accessible for both technical and non-technical individuals. - Users value the **time efficiency** of MindStudio, significantly enhancing productivity and streamlining AI project workflows. - Users value the **time-saving capabilities** of MindStudio, streamlining complex processes and maximizing productivity effortlessly. - Users value the **efficiency of automation** in MindStudio, enabling rapid prototyping and impactful project outcomes. **Cons:** - Users note the **missing features** like advanced analytics and expanded integrations that could enhance MindStudio's value. - Users face **integration issues** with MindStudio, as it lacks MCP servers for seamless interaction with other platforms. - Users note a **steep initial learning curve** with MindStudio, making it challenging to navigate its comprehensive features effectively. - Users feel frustrated by the **limited customization options** in MindStudio, which hinder creative experimentation and flexibility. - Users find the **overwhelming features** of MindStudio challenging, especially during the initial learning phase. #### Key Features - Activities - Updates - AI Text Generation - Autonomous Task Execution #### What Are Recent G2 Reviews of MindStudio? **"[Mindstudio: An excellent tool to build powerful agents](https://www.g2.com/survey_responses/mindstudio-review-12320072)"** **Rating:** 5.0/5.0 stars *— De Beer D.* [Read full review](https://www.g2.com/survey_responses/mindstudio-review-12320072) --- **"[MindStudio: Intuitive, Robust, and Community-Driven](https://www.g2.com/survey_responses/mindstudio-review-12304187)"** **Rating:** 5.0/5.0 stars *— Lori K.* [Read full review](https://www.g2.com/survey_responses/mindstudio-review-12304187) --- ### 15. [Gearset DevOps](https://www.g2.com/products/gearset-devops/reviews) **Average Rating:** 4.7/5.0 **Total Reviews:** 290 **Product Description:** Gearset is the global leader in Salesforce DevOps. It’s a DevOps platform that helps organizations manage, automate, and govern the full Salesforce development lifecycle, from planning and deployment to testing, data management, and compliance. The platform is designed for Salesforce teams that need reliable, scalable DevOps processes across complex org environments. Gearset is used by mid-market and enterprise organizations across regulated and non-regulated industries, including healthcare, financial services, insurance, and technology. Typical users include Salesforce administrators, developers, DevOps engineers, release managers, and platform owners responsible for maintaining deployment quality, security, and operational consistency. The platform supports a wide range of Salesforce use cases, including metadata and CPQ deployments, CI/CD automation, code review workflows, sandbox seeding, test automation, and monitoring. As well as deployment automation, Gearset includes tools for Salesforce data protection and long-term data management, such as automated backups, data restore, and archiving. Observability and Org Intelligence features provide insight into org health, deployment risk, and system changes over time. Gearset also includes governance and compliance capabilities designed for enterprise environments. These features help teams maintain audit readiness and enforce access controls while supporting compliance frameworks such as SOX, ISO, HIPAA, and GDPR. The platform is delivered as a managed service and integrates with Salesforce environments without requiring complex local infrastructure. Key features and capabilities include: - Salesforce metadata, CPQ, and data deployments with CI/CD automation and version control integration - Code review, test automation, and release validation to support quality and consistency - Automated Salesforce backups, restore, and data archiving for data protection and retention - Sandbox seeding, observability, and Org Intelligence to support environment management and visibility - Governance features including audit trails, role-based access controls, and compliance support Gearset is a Salesforce Partner and has supported Salesforce teams globally since 2015. The platform is used by organizations managing multiple orgs (across regions), frequent releases, and complex compliance requirements, helping teams reduce deployment risk, improve operational visibility, and maintain control over Salesforce change management processes. ### What Do G2 Reviewers Say About Gearset DevOps? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **ease of use** of Gearset DevOps, highlighting its intuitive interface for seamless Salesforce management. - Users appreciate the **efficiency and automation** of Gearset DevOps, significantly reducing human error in Salesforce deployments. - Users value the **easy deployment** process of Gearset DevOps, enhancing their workflow and reducing troubleshooting time. - Users praise Gearset DevOps for its **fast and effective customer support** that resolves issues promptly and efficiently. - Users value the **deployment ease** of Gearset DevOps, allowing smooth and reliable Salesforce deployments without hassle. **Cons:** - Users often face **deployment issues** with missing translations and unclear timing, complicating release planning and efficiency. - Users find the **complexity of data migrations and CI/CD setup** to be challenging and in need of simplification. - Users report **limitations in data migrations** and difficulty in locating support, affecting overall efficiency and usability. - Users find the **high cost** of Gearset DevOps a significant drawback, impacting approval processes despite its value. - Users report experiencing **missing features** in Gearset DevOps, particularly with translations and mobile support limitations. #### What Are Recent G2 Reviews of Gearset DevOps? **"[Straightforward Deployments, Powerful Metadata Tools, and Outstanding Support](https://www.g2.com/survey_responses/gearset-devops-review-12770401)"** **Rating:** 5.0/5.0 stars *— Jacklyn J.* [Read full review](https://www.g2.com/survey_responses/gearset-devops-review-12770401) --- **"[Excellent Salesforce Org Comparison and Deployments with Near Real-Time Live Chat Support](https://www.g2.com/survey_responses/gearset-devops-review-12741855)"** **Rating:** 4.5/5.0 stars *— Chelsea T.* [Read full review](https://www.g2.com/survey_responses/gearset-devops-review-12741855) --- ### 16. [Glean](https://www.g2.com/products/glean-technologies-glean/reviews) **Average Rating:** 4.7/5.0 **Total Reviews:** 160 **Product Description:** Glean is the Work AI platform that connects and understands your company’s data so every employee can find answers, generate content, and automate work with AI. Built around Search, Assistant, and Agents, Glean delivers trusted, personalized AI grounded in your company’s knowledge. With 100+ connectors, real-time permissions, and enterprise-grade security and governance, Glean helps teams work faster and turn knowledge into action. Glean: Work AI that Works. ### What Do G2 Reviewers Say About Glean? *AI-generated summary from verified user reviews* **Pros:** - Users find Glean very **easy to use** , simplifying workflows and enhancing efficiency with quick access to information. - Users love the **speed** of Glean, efficiently surfacing relevant information and saving valuable time across tools. - Users value Glean for its **time-saving capabilities** , streamlining workflows and enhancing efficiency across workplace apps. - Users love Glean's **fast search capabilities** , significantly streamlining their workflow and saving valuable time. - Users love Glean's **effective information retrieval** , quickly delivering relevant summaries from multiple sources for enhanced productivity. **Cons:** - Users feel that Glean needs **improvement in transparency and tagging processes** to enhance trust and efficiency. - Users find the **search functionality lacking** , as results can be broad and relevant information hard to pinpoint. - Users find the **inadequate filtering** leads to broad search results, making it difficult to locate relevant information quickly. - Users desire improved **transparency and information** from Glean to enhance trust and efficiency in high-stakes tasks. - Users find the **limited customization** options inadequate, leading to occasional irrelevant search results in Glean. #### What Are Recent G2 Reviews of Glean? **"[Glean Integrations That Boost Onboarding Support](https://www.g2.com/survey_responses/glean-review-12890788)"** **Rating:** 4.5/5.0 stars *— Zainul A.* [Read full review](https://www.g2.com/survey_responses/glean-review-12890788) --- **"[Streamlines Document Search and Boosts Productivity](https://www.g2.com/survey_responses/glean-review-12841505)"** **Rating:** 5.0/5.0 stars *— Preetam J.* [Read full review](https://www.g2.com/survey_responses/glean-review-12841505) --- ### 17. [Invicta AI](https://www.g2.com/products/invicta-ai/reviews) **Average Rating:** 4.5/5.0 **Total Reviews:** 10 **Product Description:** Invicta AI offers effortless AI model creation and sharing with no coding needed. It's a great tool for those interested in AI but lack coding skills. ### What Do G2 Reviewers Say About Invicta AI? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **customization options** of Invicta AI, enabling tailored workflows and enhanced efficiency in task management. - Users highlight the **user-friendly interface** of Invicta AI, enhancing ease of use and accessibility for all functions. - Users value the **seamless integration** of Invicta AI with business tools, enhancing efficiency and collaboration significantly. - Users value the **efficiency** of Invicta AI, achieving seamless workflow automation and significant workload reduction for teams. - Users find the **easy integrations** with popular business tools invaluable for enhancing efficiency and innovation. **Cons:** - Users report a **steeper learning curve** with Invicta AI, highlighting the need for better onboarding tutorials for accessibility. - Users experience **integration challenges and complexity** , making usage and understanding of Invicta AI difficult at times. - Users find the **limited pricing options** of Invicta AI challenging, hindering affordability for some businesses. - Users find **dependency issues** with Invicta AI due to reliance on external models and limited customization options. - Users express frustration with **limited customization** , which hampers their ability to meet intricate requirements effectively. #### What Are Recent G2 Reviews of Invicta AI? **"[A good no-code platform for using multiple agents](https://www.g2.com/survey_responses/invicta-ai-review-11574362)"** **Rating:** 4.0/5.0 stars *— Verified User in Oil & Energy* [Read full review](https://www.g2.com/survey_responses/invicta-ai-review-11574362) --- **"[Empowering no code automation with collaboration AI agent](https://www.g2.com/survey_responses/invicta-ai-review-11022759)"** **Rating:** 4.5/5.0 stars *— SALMAN S.* [Read full review](https://www.g2.com/survey_responses/invicta-ai-review-11022759) --- ### 18. [Domo](https://www.g2.com/products/domo/reviews) **Average Rating:** 4.3/5.0 **Total Reviews:** 987 **Product Description:** Domo's AI and Data Products Platform empowers organizations to turn data into actionable insights and solutions. It allows users to seamlessly connect diverse data sources, prepare data for use, and generate dynamic reports and visualizations—all within a single interface. With built-in AI and automation capabilities, teams can easily build and use AI agents, streamline workflows, and create tailored solutions. ### What Do G2 Reviewers Say About Domo? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **ease of use** of Domo, highlighting its user-friendly interface and intuitive design. - Users value the **flexible dashboards** in Domo, enhancing data visualization and making it user-friendly and efficient. - Users praise Domo for its **intuitive design** , facilitating easy access and effective data management for all users. - Users praise **easy integrations** with Domo, enhancing data management and streamlining workflows across various platforms. - Users love Domo's **seamless integration capabilities** , enabling efficient data management from various sources for informed decision-making. **Cons:** - Users find that the **learning curve is steep** , needing extra attention to keep up with features and updates. - Users highlight the **missing features** in Domo, particularly the lack of flexibility and clarity in functionality. - Users face **data management issues** with Domo, including unreliable connectors and challenges in reporting and licensing. - Users find Domo to be **expensive** , especially with sudden price hikes and a confusing consumption model. - Users find Domo's **complexity** frustrating, citing rigidity and difficulties in making fast changes to datasets. #### What Are Recent G2 Reviews of Domo? **"[All-in-One Platform for Real-Time Analytics and Dashboards](https://www.g2.com/survey_responses/domo-review-12676104)"** **Rating:** 5.0/5.0 stars *— Anuj T.* [Read full review](https://www.g2.com/survey_responses/domo-review-12676104) --- **"[Comprehensive Analytics Tool with a Learning Curve](https://www.g2.com/survey_responses/domo-review-9326769)"** **Rating:** 5.0/5.0 stars *— John L.* [Read full review](https://www.g2.com/survey_responses/domo-review-9326769) --- #### What Are G2 Users Discussing About Domo? - [What is Domo used for?](https://www.g2.com/discussions/what-is-domo-used-for) - 1 comment - [How much does Domo cost?](https://www.g2.com/discussions/how-much-does-domo-cost) - [What is Domo data?](https://www.g2.com/discussions/what-is-domo-data) ### 19. [Relevance AI](https://www.g2.com/products/relevance-ai/reviews) **Average Rating:** 4.3/5.0 **Total Reviews:** 21 **Product Description:** Relevance AI is the home of the AI workforce: where anyone can build and recruit teams of AI agents to complete tasks on autopilot. Our no-code platform is built for ops teams, no technical background required. Subject-matter experts can use Relevance to design powerful AI agents and AI teams without relying on developer resources. Scale excellence across every area or team with your intelligent, purpose-built AI workforce. ### What Do G2 Reviewers Say About Relevance AI? *AI-generated summary from verified user reviews* **Pros:** - Users find Relevance AI to be exceptionally **easy to use** , streamlining tasks and reducing manual workload significantly. - Users value the **user-friendly interface and powerful AI capabilities** of Relevance AI, making complex analytics accessible. - Users value the **flexible AI integration** in Relevance AI, enhancing efficiency and reducing manual workload. - Users value the **extensive customization options** in Relevance AI, enhancing productivity with tailored solutions for various needs. - Users value the **efficiency** of Relevance AI, as it simplifies tasks and reduces manual workload significantly. **Cons:** - Users express frustration over the **high cost** of Relevance AI, finding it unreasonable for general use. - Users find Relevance AI to be **too expensive** , making it less accessible and frustrating for their needs. - Users find the **interface to be complex** , leading to a confusing onboarding experience and navigation challenges. - Users find **limited features** in Relevance AI, feeling improvements are needed for better graphical and automation capabilities. - Users find the **learning curve challenging** , facing confusion during onboarding and lacking immediate error notifications. #### What Are Recent G2 Reviews of Relevance AI? **"[The Best Platform for Creating Custom Agents](https://www.g2.com/survey_responses/relevance-ai-review-12424146)"** **Rating:** 5.0/5.0 stars *— Leopoldo E.* [Read full review](https://www.g2.com/survey_responses/relevance-ai-review-12424146) --- **"[Versatile AI Platform with Expansive Integration](https://www.g2.com/survey_responses/relevance-ai-review-12090181)"** **Rating:** 5.0/5.0 stars *— Nabin P.* [Read full review](https://www.g2.com/survey_responses/relevance-ai-review-12090181) --- ### 20. [Automation Anywhere Agentic Process Automation](https://www.g2.com/products/automation-anywhere-agentic-process-automation/reviews) **Average Rating:** 4.5/5.0 **Total Reviews:** 4,011 **Product Description:** Automation Anywhere is the global leader in Agentic Process Automation (APA), transforming how organizations put AI to work. Our platform combines specialized AI agents, generative AI, and end-to-end process automation—including process discovery, RPA, document processing, and advanced analytics—all built on a foundation of security and governance. We empower businesses worldwide to unlock productivity, elevate customer experiences, and drive new revenue streams. Guided by our vision to fuel the future of work, we unleash human potential through Agentic AI-powered automation. Learn more at https://www.automationanywhere.com. ### What Do G2 Reviewers Say About Automation Anywhere Agentic Process Automation? *AI-generated summary from verified user reviews* **Pros:** - Users value the **ease of use** of Automation Anywhere, finding it intuitive and efficient for automating tasks. - Users value the **intuitive drag-and-drop interface** of Automation Anywhere, making RPA bot creation quick and easy. - Users value the **efficiency** of Automation Anywhere, enabling fast, accurate automation with minimal human intervention. - Users love the **flexibility and ease of use** of Automation Anywhere, enabling automation for both technical and non-technical individuals. - Users appreciate the **broad functionality** of Automation Anywhere, enabling diverse automation processes with an intuitive interface. **Cons:** - Users find Automation Anywhere to be **relatively expensive** , especially for small businesses compared to other automation tools. - Users find the **steep learning curve** of Automation Anywhere Agentic Process Automation challenging, affecting skill retention and adaptation. - Users express the need for **missing features** like enhanced programming support and better automation tools in Automation Anywhere. - Users experience frustrating **software bugs** that disrupt functionality and complicate automation tasks, requiring frequent fixes. - Users experience **bot issues** like complex UI, challenging debugging, and network-related difficulties affecting deployment and task execution. #### What Are Recent G2 Reviews of Automation Anywhere Agentic Process Automation? **"[Reliable Automation Platform for Large-Scale Business Processes](https://www.g2.com/survey_responses/automation-anywhere-agentic-process-automation-review-12551948)"** **Rating:** 5.0/5.0 stars *— Vasanth Kumar V.* [Read full review](https://www.g2.com/survey_responses/automation-anywhere-agentic-process-automation-review-12551948) --- **"[RPA with Automation Anywhere](https://www.g2.com/survey_responses/automation-anywhere-agentic-process-automation-review-4128629)"** **Rating:** 5.0/5.0 stars *— Jose Luis G.* [Read full review](https://www.g2.com/survey_responses/automation-anywhere-agentic-process-automation-review-4128629) --- #### What Are G2 Users Discussing About Automation Anywhere Agentic Process Automation? - [What are the most significant impacts of Automation Anywhere's RPA on business process efficiency?](https://www.g2.com/discussions/automation-anywhere-rpa-robotic-process-automation-what-are-the-most-significant-impacts-of-automation-anywhere-s-rpa-on-business-process-efficiency) - 1 comment - [What are the most significant impacts of Automation Anywhere's RPA on business process efficiency?](https://www.g2.com/discussions/what-are-the-most-significant-impacts-of-automation-anywhere-s-rpa-on-business-process-efficiency) - 3 comments - [What is Automation Anywhere - RPA | Robotic Process Automation used for?](https://www.g2.com/discussions/what-is-automation-anywhere-rpa-robotic-process-automation-used-for) - 1 comment ### 21. [nebulaONE AI](https://www.g2.com/products/nebulaone-ai/reviews) **Average Rating:** 4.8/5.0 **Total Reviews:** 9 **Product Description:** NebulaONE is a secure, affordable, Microsoft-based AI gateway that allows organizations to deploy no-code Enterprise AI in their private Microsoft Azure environment. NebulaONE is unlike traditional AI SaaS platforms and is not licensed per user per month. NebulaONE is a value-based consumption platform in which you truly pay for what you use. If you are looking to rapidly prototype or legitimately go from Pilot to Production across your organization in an expedited fashion, and quickly realize ROI, nebulaONE AI is the enterprise platform for your organization. ### What Do G2 Reviewers Say About nebulaONE AI? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **ease of use** of nebulaONE AI, facilitating seamless deployment and onboarding for teams. - Users commend the **responsive customer support** from Cloudforce, enhancing their experience with nebulaONE AI. - Users highlight the **seamless deployment** of nebulaONE AI, enabling quick integration into existing systems with ease. - Users appreciate the **cost-effective pricing model** of nebulaONE AI, enabling broad adoption without unnecessary risks. - Users admire the **easy integrations** of nebulaONE AI, enabling quick deployment and onboarding for all teams. **Cons:** - Users express concern over **high costs** related to support and maintenance as the product rapidly expands. - Users experience a **learning curve** with nebulaONE AI, particularly in prompt design and agent instruction for beginners. - Users note the **limited administrator tools** , seeking better insights and reporting for improved management capabilities. - Users note **missing features** due to reliance on external model availability, but expect improvement as the tool evolves. - Users note **model availability issues** tied to external factors, impacting functionality and adaptability in nebulaONE AI. #### What Are Recent G2 Reviews of nebulaONE AI? **"[A scalable, secure, platform to drive GenAI adoption across multiple user bases](https://www.g2.com/survey_responses/nebulaone-ai-review-12634628)"** **Rating:** 4.5/5.0 stars *— Jenny R.* [Read full review](https://www.g2.com/survey_responses/nebulaone-ai-review-12634628) --- **"[NebulaONE: Easy, Affordable, and Scales Fast Across Campus](https://www.g2.com/survey_responses/nebulaone-ai-review-12577326)"** **Rating:** 5.0/5.0 stars *— Howard M.* [Read full review](https://www.g2.com/survey_responses/nebulaone-ai-review-12577326) --- ### 22. [Auto GPT](https://www.g2.com/products/auto-gpt/reviews) **Average Rating:** 4.8/5.0 **Total Reviews:** 6 **Product Description:** Auto GPT is an open-source attempt to make GPT-4 fully autonomous, pushing the boundaries of AI innovation. ### What Do G2 Reviewers Say About Auto GPT? *AI-generated summary from verified user reviews* **Pros:** - Users find the **ease of use** of Auto GPT remarkable, facilitating daily tasks and seamless integration effortlessly. - Users appreciate the **time-saving automation** features of Auto GPT, enabling efficient completion of complex tasks effortlessly. - Users find Auto GPT's **amazing potential for automation** in complex tasks both exciting and intimidating. - Users admire the **creativity** of Auto GPT, effortlessly generating engaging and human-like conversations. - Users find the **customer support** for Auto GPT to be very supportive, enhancing their overall experience. **Cons:** - Users note the **limitations in understanding context** and potential for generating misleading information with Auto GPT. - Users report **limitations in understanding context** , which can lead to misleading information generation by Auto GPT. - Users express concerns about the **misleading marketing** of Auto GPT due to limitations in understanding context and generating inaccurate information. - Users notice **limited domain knowledge** in Auto GPT, particularly in specialized or niche topics, impacting its effectiveness. - Users are concerned about **bias and inaccuracies** in Auto GPT, along with issues related to toxicity and security. #### What Are Recent G2 Reviews of Auto GPT? **"[Best AI Service](https://www.g2.com/survey_responses/auto-gpt-review-11365935)"** **Rating:** 5.0/5.0 stars *— Edwin M.* [Read full review](https://www.g2.com/survey_responses/auto-gpt-review-11365935) --- **"[Review for advance AI Tool (Auto GPT)](https://www.g2.com/survey_responses/auto-gpt-review-10307432)"** **Rating:** 4.5/5.0 stars *— Anshika S.* [Read full review](https://www.g2.com/survey_responses/auto-gpt-review-10307432) --- ### 23. [Bland AI](https://www.g2.com/products/bland-ai/reviews) **Average Rating:** 5.0/5.0 **Total Reviews:** 10 **Product Description:** Bland AI is an enterprise voice AI platform built for complex, high-stakes phone calls in regulated industries including Healthcare, Financial Services, and Insurance. Bland automates millions of inbound calls per year for 250+ enterprises including Signant Health, Innovacer, Samsara, First Financial Bank, Mutual of Omaha, and Kin Insurance. Core Use Cases Healthcare: Patient scheduling and appointment reminders, remote patient monitoring outreach, prior authorizations, and prescription refills. Financial Services: Customer service inquiries, lead qualification, and debt collection. Insurance: Speed-to-lead follow-up, claims inquiries, and policy renewals. Why Regulated Industries Choose Bland Most voice AI tools are built on top of proprietary model providers — which means when they go down, you go down. When they change their pricing, yours changes too. Bland owns its infrastructure end-to-end. Fully self-hosted and deployable on-premise or within a VPC, Bland gives compliance, security, and IT teams complete control over where data lives and how it's processed with none of the third-party dependencies that create risk in regulated environments. Bland also provides deep observability into every agent interaction, including call transcripts and monitoring tools that let legal and compliance teams audit, improve, and govern AI behavior at scale. Get a live phone agent in production in 30 days. Our world-class Forward Deployed Engineers work alongside your team to ensure a fast deployment without compromising on quality and compliance. Bland is for the calls you can't afford to get wrong. ### What Do G2 Reviewers Say About Bland AI? *AI-generated summary from verified user reviews* **Pros:** - Users find Bland AI to be **extremely easy to use** , with a simple setup and user-friendly documentation. - Users appreciate the **powerful and user-friendly features** of Bland AI for creating complex, responsive voice agents. - Users appreciate the **powerful ease of use** of Bland AI for creating complex voice agents seamlessly. - Users highlight the **powerful and user-friendly** nature of Bland AI, enhancing engagement and satisfaction with voice interactions. - Users highlight the **easy integrations** with Bland AI, appreciating the user-friendly API and webhook functionality. **Cons:** - Users find Bland AI's features to be **complex** , but improvements and resources help ease the learning curve. - Users find the platform **somewhat complex** but appreciate ongoing improvements and support from Bland AI. - Users find the platform somewhat **complex to set up** , but appreciate the improving support and training resources available. - Users find the platform somewhat **complex and not user-friendly** , though support and resources have improved usability. - Users find that **difficult learning** can be an obstacle, but resources and support have improved significantly. #### What Are Recent G2 Reviews of Bland AI? **"[From Zero to Voice Escalation in Hours with Bland AI](https://www.g2.com/survey_responses/bland-ai-review-12708180)"** **Rating:** 4.0/5.0 stars *— Usman J.* [Read full review](https://www.g2.com/survey_responses/bland-ai-review-12708180) --- **"[Bland is a One-Stop-Shop for Voice AI and an Industry Leader in this space.](https://www.g2.com/survey_responses/bland-ai-review-12886609)"** **Rating:** 5.0/5.0 stars *— Jennifer E.* [Read full review](https://www.g2.com/survey_responses/bland-ai-review-12886609) --- ### 24. [G2 Marketing Solutions](https://www.g2.com/products/g2/reviews) **Average Rating:** 4.6/5.0 **Total Reviews:** 5,281 **Product Description:** G2 is the world's largest and most trusted software marketplace. More than 90 million people annually — including employees at all of the Fortune 500 companies — use G2 to make smarter software decisions based on authentic peer reviews. Thousands of software and services companies of all sizes partner with G2 to build their reputation, manage their software spend, and grow their business. ### What Do G2 Reviewers Say About G2 Marketing Solutions? *AI-generated summary from verified user reviews* **Pros:** - Users commend the **ease of use** of G2 Marketing Solutions, facilitating quick implementation of marketing initiatives. - Users value the **intuitive platform** of G2 Marketing Solutions for efficiently gathering feedback and reviews. - Users value the **excellent customer support** from G2 Marketing Solutions, enhancing their experience with effective suggestions and ease of use. - Users value the **authenticity** of G2 Marketing Solutions, trusting genuine reviews and insights from real clients. - Users value G2 for its **trusted user-generated reviews** that guide informed decisions on products and services. **Cons:** - Users face challenges with **review inconsistencies** , leading to confusion due to varying quality and depth of user feedback. - Users find G2 Marketing Solutions to be **expensive** , making it challenging for small businesses to engage effectively. - Users should be wary of **biased reviews** that may not reflect the current state of G2 Marketing Solutions. - Users express concern over the **lack of clarity** in review moderation and confirmation processes, impacting user satisfaction. - Users find the **pricing issues** of G2 Marketing Solutions quite steep, especially for tech startups with limited budgets. #### What Are Recent G2 Reviews of G2 Marketing Solutions? **"[G2’s Authentic Reviews and Well-Categorized UI Made RevOps Research Easy](https://www.g2.com/survey_responses/g2-marketing-solutions-review-12852103)"** **Rating:** 4.5/5.0 stars *— Yogesh N.* [Read full review](https://www.g2.com/survey_responses/g2-marketing-solutions-review-12852103) --- **"[Builds Trust and Visibility with Authentic Reviews and Buyer Intent Data](https://www.g2.com/survey_responses/g2-marketing-solutions-review-12793251)"** **Rating:** 5.0/5.0 stars *— Atharva Z.* [Read full review](https://www.g2.com/survey_responses/g2-marketing-solutions-review-12793251) --- #### What Are G2 Users Discussing About G2 Marketing Solutions? - [In what ways is G2.com influencing purchasing decisions in the software and technology market?](https://www.g2.com/discussions/in-what-ways-is-g2-com-influencing-purchasing-decisions-in-the-software-and-technology-market) - 8 comments, 4 upvotes - [How is G2.com being used to enhance operational efficiency and user experience in its specific field?](https://www.g2.com/discussions/how-is-g2-com-being-used-to-enhance-operational-efficiency-and-user-experience-in-its-specific-field) - 6 comments, 2 upvotes - [What is G2.com used for?](https://www.g2.com/discussions/what-is-g2-com-used-for) - 11 comments, 6 upvotes ### 25. [Kuga](https://www.g2.com/products/kuga/reviews) **Average Rating:** 4.9/5.0 **Total Reviews:** 6 **Product Description:** Kuga is a white-label AI infrastructure platform that enables digital agencies, web developers, and IT service providers to build, deploy, and resell custom AI chat agents under their own brand. As a backend-as-a-service solution, it allows agencies to provide AI automation products to small and mid-sized business (SMB) clients without requiring internal engineering teams or proprietary code development. The platform is engineered specifically for the reseller model, focusing on multi-tenancy and strict data isolation rather than direct-to-consumer interaction. Agencies utilize Kuga to create distinct conversational agents for each of their clients. Configuration is primarily handled through "Website Sync," where the platform scrapes and parses a client’s existing website URL to automatically structure a knowledge base. Once configured, agents are deployed via a JavaScript embed snippet or a hosted link, capable of handling customer service inquiries, capturing lead contact details, and executing booking workflows. Key features and capabilities of the Kuga platform include: White Label Architecture: The interface and chat widgets are fully unbranded, allowing agencies to replace vendor references with their own logos, brand colors, and custom footers to maintain brand consistency for their clients. Multi-Tenant Management: A centralized dashboard allows agencies to oversee, configure, and monitor multiple distinct client agents from a single login, ensuring data separation between different end-users. Automated Knowledge Ingestion: The platform includes an internal scraper that extracts text from client domains to populate the agent's vector database, utilizing Retrieval-Augmented Generation (RAG) to ground answers in business-specific facts. Behavioral Guardrails: The system utilizes structured prompt engineering to enforce strict behavioral limits, ensuring agents adhere to specific business rules and do not hallucinate information outside of the provided context. Native Integrations: Agents feature built-in connectivity with scheduling tools like Cal.com for real-time appointment booking and structured forms for lead capture. Kuga is hosted in the United Kingdom and is designed to adhere to GDPR data sovereignty requirements, supporting agencies that manage data-sensitive clients across the UK and Europe. The infrastructure manages the underlying large language model (LLM) connectivity, vector storage, and message retrieval processes, delivering a production-ready solution for agency deployment. #### What Are Recent G2 Reviews of Kuga? **"[Great white-label platform for agencies](https://www.g2.com/survey_responses/kuga-review-12708638)"** **Rating:** 5.0/5.0 stars *— Nick H.* [Read full review](https://www.g2.com/survey_responses/kuga-review-12708638) --- **"[Kuga: Effortless Setup, Intelligent Chatbots, and Outstanding Support](https://www.g2.com/survey_responses/kuga-review-12128628)"** **Rating:** 5.0/5.0 stars *— Harry W.* [Read full review](https://www.g2.com/survey_responses/kuga-review-12128628) --- ## What Is AI Agent Builders Software? [ Agentic AI Software](https://www.g2.com/categories/agentic-ai) ## What Software Categories Are Similar to AI Agent Builders Software? - [AI Agents For Business Operations](https://www.g2.com/categories/ai-agents-for-business-operations) - [AI Chatbots Software](https://www.g2.com/categories/ai-chatbots) - [AI Customer Support Agents Software](https://www.g2.com/categories/ai-customer-support-agents) --- ## How Do You Choose the Right AI Agent Builders Software? ### What You Should Know About AI Agent Builders Software ### AI Agent Builders buying insights at a glance [AI Agent Builders Software](https://www.g2.com/categories/ai-agent-builders) helps organizations design, deploy, and manage autonomous AI agents that can execute tasks, retrieve information, and automate workflows across business systems. These platforms allow teams to configure AI-driven agents that interact with internal [knowledge bases](https://www.g2.com/categories/knowledge-base-software), [CRM systems](https://www.g2.com/categories/CRM), support tools, and operational data sources to perform work such as answering questions, routing requests, completing workflows, or generating responses. As businesses increasingly operationalize generative AI, **AI agent builders** are becoming essential infrastructure for teams that want AI to move beyond experimentation and into everyday business processes. Organizations often adopt **AI agent builder software** to reduce manual work, streamline repetitive workflows, and give employees or customers faster access to accurate information. Across G2 user reviews, buyers frequently highlight benefits such as easier workflow automation, improved access to internal knowledge, and the ability to deploy AI-driven assistants without extensive engineering support. The **best AI agent building tools** stand out when they combine flexible automation logic, strong integrations, and reliable AI responses that support real operational tasks. In practice, the most effective **AI agent builder platforms** function as an automation layer that connects systems, workflows, and AI reasoning within a single environment. Pricing varies depending on automation complexity, agent usage volume, integration requirements, and governance features. Many vendors offer tiered subscription plans combined with usage-based pricing tied to messages, [API](https://www.g2.com/categories/api-development) calls, or workflow executions. Organizations evaluating **AI agent builder platforms** often also factor in implementation support, model usage costs, and long-term administration effort when estimating the total cost of ownership. ### **Top 5 FAQs from software buyers:** - What features should I look for in the best AI agent builders? - How do AI agent builder tools connect with internal business systems? - What’s the difference between AI agent builder software and chatbot platforms? - How do AI agent builder platforms manage automation workflows and decision logic? - How long does it take to deploy AI agents using modern AI agent builders? G2's top-rated AI Agent Builders, based on verified reviews, include [Salesforce Agentforce](https://www.g2.com/products/salesforce-agentforce/reviews), [UiPath Agentic Automation](https://www.g2.com/products/uipath-agentic-automation/reviews), [Lindy](https://www.g2.com/products/lindy-lindy/reviews), [IBM watsonx.ai](https://www.g2.com/products/ibm-watsonx-ai/reviews), and [Workato](https://www.g2.com/products/workato/reviews). [(Source 2)](https://company.g2.com/news/g2-winter-2026-reports) ### What are the top-reviewed AI Agent Builders on G2? Based on review volume in this category, these are the most-reviewed products: [Salesforce Agentforce](https://www.g2.com/products/salesforce-agentforce/reviews) - Reviews: 625 - Satisfaction: 99 - Market Presence: 99 - G2 Score: 99 [UiPath Agentic Automation](https://www.g2.com/products/uipath-agentic-automation/reviews) - Reviews: 98 - Satisfaction: 66 - Market Presence: 69 - G2 Score: 68 [Lindy](https://www.g2.com/products/lindy-lindy/reviews) - Reviews: 116 - Satisfaction: 79 - Market Presence: 55 - G2 Score: 67 [IBM watsonx.ai](https://www.g2.com/products/ibm-watsonx-ai/reviews) - Reviews: 18 - Satisfaction: 53 - Market Presence: 75 - G2 Score: 64 [Workato](https://www.g2.com/products/workato/reviews) - Reviews: 37 - Satisfaction: 64 - Market Presence: 54 - G2 Score: 59 **Satisfaction** reflects user-reported ratings, including ease of use, support, and feature fit. ([Source 2](https://www.g2.com/reports)) **Market Presence** scores combine review and external signals that indicate market momentum and footprint. ([Source 2](https://www.g2.com/reports)) **G2 Score** is a weighted composite of Satisfaction and Market Presence. ([Source 2](https://www.g2.com/reports)) Learn how G2 scores products. ([Source 1](https://documentation.g2.com/docs/research-scoring-methodologies?_gl=1*5vlk6s*_gcl_au*MTAwMzU5MzUxLjE3NjM0MTg0NzYuNjY0NTIxMTY0LjE3NjQ2MTc0NzcuMTc2NDYxNzQ3Nw..*_ga*NzY1MDU0NjE3LjE3NjM0NzQ3ODM.*_ga_MFZ5NDXZ5F*czE3NjYwODk1MTMkbzY3JGcxJHQxNzY2MDkyMjQyJGo1NyRsMCRoMA..)) ### What I Often See in AI Agent Building Tools #### **Feedback Pros: What Users Consistently Appreciate** - **Low-code workflow builders enable rapid creation of AI-powered agents** - _"The low-code/no-code platform makes it incredibly easy to build and deploy AI agents without extensive programming knowledge. I really appreciate the pre-built agent frameworks and the seamless integration with our existing CRM and enterprise systems. The enterprise-grade security and built-in responsible AI features give us confidence in deploying these agents in production. The multi-agent automation capabilities have significantly streamlined our workflows, especially for customer support and data analysis tasks."_ - [Harsh Chaudhari](https://www.g2.com/products/lyzr-lyzr-ai/reviews/lyzr-ai-review-12226428), Lyzr Review - **Strong integrations with CRM, support platforms, and internal knowledge sources** - _"Lindy's flexibility is its biggest flex. Unlike other automation tools that are super clunky and rigid, Lindy lets you build 'agents' that actually get the context. I use it to completely automate our new client onboarding process. When a new contract is signed in our CRM, a Lindy is triggered: it sends a welcome email, sets up a Google Drive folder, adds the client to our project tool, and schedules the first kick-off meeting. The integrations are rock solid, and the ability to chain multiple complex actions together is straight-up game-changing."_ - [Osmar Gonçalves](https://www.g2.com/products/lindy-lindy/reviews/lindy-review-11783253), Lindy Review - **Automation reduces repetitive support tasks and accelerates internal workflows** - _"I like using UiPath Agentic Automation because it allows me to build intelligent automation workflows that go beyond simple rule-based RPA. It helps me automate repetitive tasks and handle data and documents more efficiently. I really appreciate how easily it combines RPA with AI-driven decision making, making workflows more flexible and intelligent. It's powerful but still easy to learn and experiment with. I also like how well everything is integrated into a single platform, making it easy to build, test, and scale automations without much friction. The learning resources and community support are another big plus."_ - [SUPREETH GOLLAPALLY](https://www.g2.com/products/uipath-agentic-automation/reviews/uipath-agentic-automation-review-12293268), UiPath Agentic Automation Review #### **Cons: Where Many Platforms Fall Short** - **Advanced workflow configuration can require technical knowledge or experimentation** - _"While it promises low-code automation, creating advanced workflows often requires a deeper understanding of the platform, leading to a steep learning curve."_ - [Sumit Kumar Shukla](https://www.g2.com/products/ibm-watsonx-orchestrate/reviews/ibm-watsonx-orchestrate-review-11965989), IBM watsonx Orchestrate Review - **Initial setup and integration planning may take longer than expected** - _"The main thing to be aware of is that while the basic functionality is very straightforward, there's a bit of a steep learning curve for the more advanced features and custom integrations. The platform is incredibly powerful, which also means it can be a little overwhelming at first. For someone who isn't very technical, creating a more complex "skill flow" can take some time to get the hang of. Also, while the integrations are a big selling point, the initial setup process for some of our non-IBM applications was a bit more complex than we anticipated. It's nothing that can't be figured out, but it's worth noting."_ - [Shubham Verma](https://www.g2.com/products/ibm-watsonx-orchestrate/reviews/ibm-watsonx-orchestrate-review-11521587), IBM watsonx Orchestrate - **Prompt tuning and agent logic refinement require ongoing monitoring** - _"Prompts need a lot of tuning, especially when agents are exposed via customer-facing portals, which can expect any kind of open questions. But once turned, it works great."_ - [Verified User](https://www.g2.com/products/salesforce-agentforce/reviews/salesforce-agentforce-review-12213295), Salesforce Agentforce Review ### Expert Takeaway AI agent builders deliver the most value when organizations treat them as workflow orchestration platforms rather than simple conversational tools. The strongest implementations combine AI reasoning with structured automation logic, allowing teams to route requests, trigger actions, retrieve data, and complete tasks without manual intervention. Review sentiment reflects strong overall adoption. The category maintains a high average star rating above 4.5, alongside strong usability signals, including high scores for ease of use, ease of setup, and quality of support. Likelihood to recommend also trends high, suggesting that many buyers see clear productivity gains once agents are deployed successfully. Friction typically occurs during the transition from pilot use cases to production-scale automation. Teams that struggle often underestimate the effort required to structure workflows, define agent responsibilities, and maintain prompt or knowledge configurations. High-performing teams approach **AI agent builder software** with clear automation goals, defined data sources, and governance rules that keep agents reliable as usage grows. The **best AI agent builders** tend to succeed when they balance flexibility with operational reliability. Strong **AI agent-building tools** enable teams to iterate quickly while maintaining control over workflows, integrations, and response quality. As adoption grows across IT, operations, customer support, and revenue teams, **AI agent builder platforms** are increasingly becoming foundational infrastructure for organizations looking to operationalize AI-driven automation. ### AI Agent Builders Software FAQs #### Can I build an AI agent on my own? Yes, you can build an AI agent on your own using modern AI agent builder platforms. Many tools now provide visual workflows, prebuilt integrations, and natural-language configuration that allow teams to design and deploy agents without writing extensive code. Most platforms include features such as prompt configuration, workflow logic, API integrations, and deployment tools for chat interfaces or internal automation. This allows teams to create agents that answer questions, automate tasks, retrieve knowledge, or trigger workflows across business systems. However, building reliable agents usually requires planning around data sources, integrations, and workflow logic. Many organizations still rely on **ai agent builder software** to simplify deployment, manage integrations, and maintain governance as usage grows. #### Which AI tool is best for building AI agents and automation projects? Some of the strongest platforms for building AI agents and automation workflows include: - [Salesforce Agentforce](https://www.g2.com/products/salesforce-agentforce/reviews) – Designed for enterprise automation and AI-powered agents that connect deeply with Salesforce data and business processes. - [UiPath Agentic Automation](https://www.g2.com/products/uipath-agentic-automation/reviews) – Combines AI agents with robotic process automation (RPA) to automate complex enterprise workflows. - [Lindy](https://www.g2.com/products/lindy-lindy/reviews) – Focused on building task-oriented AI assistants that automate operational workflows and productivity tasks. - [IBM watsonx.ai](https://www.g2.com/products/ibm-watsonx-ai/reviews) – Enterprise AI development platform for building and deploying AI agents, models, and automation pipelines. - [Workato](https://www.g2.com/products/workato/reviews) – Integration-led automation platform that allows teams to orchestrate AI-driven workflows across business applications. - [Zapier](https://www.g2.com/products/zapier/reviews) – Popular no-code automation platform used to connect thousands of applications and automate tasks without coding. The best option typically depends on your environment, integration requirements, and whether you need enterprise-scale automation or lightweight workflow orchestration. #### What’s the best no-code AI agent builder software for website chatbots? Several platforms allow teams to build conversational AI agents and deploy them to websites without coding. Here are some widely used options: - [Voiceflow](https://www.g2.com/products/voiceflow/reviews) – Popular for building conversational AI assistants and deploying chat or voice agents across websites and digital channels. - [CloseBot](https://www.g2.com/products/closebot/reviews) – Designed for creating AI-powered chat agents for websites and customer support automation. - [Stack AI](https://www.g2.com/products/stack-ai/reviews) – Visual builder that helps teams design AI workflows and deploy AI-powered assistants without code. - [SmythOS](https://www.g2.com/products/smythos/reviews) – Platform focused on building autonomous AI agents with visual workflows and automation logic. - [Lindy](https://www.g2.com/products/lindy-lindy/reviews) – Enables teams to create task-based AI assistants that automate operational processes and messaging workflows. These tools focus on **visual workflow builders, prompt configuration, and easy chatbot deployment** , which makes them suitable for teams that want to launch AI agents without writing code. #### Which AI agent builder tools integrate with Slack and HubSpot? Some AI agent builder platforms are specifically designed to integrate with communication and CRM tools such as Slack and HubSpot. Examples include: - [Zapier](https://www.g2.com/products/zapier/reviews) – Connects Slack, HubSpot, and thousands of other applications to automate workflows and data synchronization. - [Workato](https://www.g2.com/products/workato/reviews) – Enterprise integration platform used to automate processes across applications like CRMs, messaging tools, and operational systems. - [Salesforce Agentforce](https://www.g2.com/products/salesforce-agentforce/reviews) – Supports deploying AI agents within Slack to interact with teams directly in their collaboration environment. These platforms work well for organizations that want AI agents to trigger workflows, update CRM records, or respond to internal requests directly inside collaboration tools. #### Which AI agent builder platforms are best for workflow automation? Several AI agent builder platforms are designed specifically for workflow automation and process orchestration. Here are some of the most commonly used options: - [UiPath Agentic Automation](https://www.g2.com/products/uipath-agentic-automation/reviews) – An Enterprise automation platform that combines AI agents with robotic process automation to manage complex business workflows. - [Workato](https://www.g2.com/products/workato/reviews) – Known for orchestrating cross-application workflows and integrating automation across large enterprise tech stacks. - [Zapier](https://www.g2.com/products/zapier/reviews) – No-code automation platform that connects thousands of apps to automate repetitive tasks and workflows. - [Salesforce Agentforce](https://www.g2.com/products/salesforce-agentforce/reviews) – Designed to automate workflows across CRM, support, and operational processes using AI agents. These platforms are typically used to automate tasks such as customer support routing, sales follow-ups, internal approvals, onboarding workflows, and operational task automation. ### Sources 1. [G2 Scoring Methodologies](https://documentation.g2.com/docs/research-scoring-methodologies?_gl=1*5ky9es*_gcl_au*MTY2NDg2MDY3Ny4xNzU1MDQxMDU4*_ga*MTMwMTMzNzE1MS4xNzQ5MjMyMzg1*_ga_MFZ5NDXZ5F*czE3NTUwOTkzMjgkbzQkZzEkdDE3NTUwOTk3NzYkajU3JGwwJGgw) 2. [G2 Winter 2026 Reports](https://company.g2.com/news/g2-winter-2026-reports) Researched By: [Bijou Barry](https://research.g2.com/insights/author/bijou-barry) Last updated on March 16, 2026