# Best Enterprise AI Agent Builders Software *By [Bijou Barry](https://research.g2.com/insights/author/bijou-barry)* Products classified in the overall AI Agent Builders category are similar in many regards and help companies of all sizes solve their business problems. However, enterprise business features, pricing, setup, and installation differ from businesses of other sizes, which is why we match buyers to the right Enterprise Business AI Agent Builders to fit their needs. Compare product ratings based on reviews from enterprise users or connect with one of G2's buying advisors to find the right solutions within the Enterprise Business AI Agent Builders category. In addition to qualifying for inclusion in the AI Agent Builders Software category, to qualify for inclusion in the Enterprise Business AI Agent Builders Software category, a product must have at least 10 reviews left by a reviewer from an enterprise business. ## How Many AI Agent Builders Software Products Does G2 Track? **Total Products under this Category:** 272 ## How Does G2 Rank AI Agent Builders Software Products? **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 78,200+ Authentic Reviews - 272+ 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 (1,068 reviews) | Salesforce-native autonomous agent building and deployment | "[Agentforce Makes Enterprise AI with Salesforce Truly Headless](https://www.g2.com/survey_responses/salesforce-agentforce-review-12717613)" | | 2 | [UiPath Agentic Automation](https://www.g2.com/products/uipath-agentic-automation/reviews) | 4.6/5.0 (6,085 reviews) | RPA-native agentic orchestration with human-in-the-loop | "[AI-Powered Automation That Boosts Accuracy, Efficiency, and Scalability](https://www.g2.com/survey_responses/uipath-agentic-automation-review-12810584)" | | 3 | [Zapier](https://www.g2.com/products/zapier/reviews) | 4.5/5.0 (2,029 reviews) | No-code agent-building with cross-app workflow automation | "[Seamless Cross-Platform Automation That Scales Marketing Operations](https://www.g2.com/survey_responses/zapier-review-12704192)" | | 4 | [ServiceNow AI Agents](https://www.g2.com/products/servicenow-ai-agents/reviews) | 4.3/5.0 (360 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 (159 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 (13,077 reviews) | AI-automated cross-team workflow orchestration | "[Powerful Automations, Easy Project Management](https://www.g2.com/survey_responses/asana-review-12812924)" | | 8 | [Jotform AI Agents](https://www.g2.com/products/jotform-ai-agents/reviews) | 4.5/5.0 (584 reviews) | No-code conversational agent deployment with trainable knowledge bases | "[Intuitive Automation That Streamlines Workflows and Saves Hours](https://www.g2.com/survey_responses/jotform-ai-agents-review-12689359)" | | 9 | [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)" | | 10 | [Retell AI](https://www.g2.com/products/retell-ai/reviews) | 4.8/5.0 (2,120 reviews) | Low-latency voice agent deployment and orchestration | "—" | ## 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 Orchestration Software](https://www.g2.com/categories/ai-orchestration) --- **Sponsored** ### Warmly Warmly is an AI-native revenue platform built for B2B companies. Headquartered in San Francisco, Warmly deploys two AI agents that run your entire go-to-market motion - the TAM Agent for outbound and the Inbound Agent for website conversion. Together, they identify, engage, and convert buyers into pipeline around the clock, with no reliance on manual headcount. Most revenue teams are stuck in the same loop. SDRs spend hours researching accounts, building lists, and sending outreach that rarely lands at the right moment. Meanwhile, the website - the highest-intent channel in the entire funnel - quietly loses buyers every single day. Visitors show up, look around, and leave without ever talking to a human. By the time a rep follows up, the window is closed. In a world where 78% of buyers choose the vendor that responds first, speed and precision are everything. Meet Warmly's two AI agents. They work your inbound and outbound motions simultaneously, 24/7, without burning headcount. The TAM Agent handles outbound. It maps your entire addressable market, scores accounts by ICP fit and real-time buying intent, and automatically identifies the right contacts within each buying committee. From there, it orchestrates coordinated campaigns across email, LinkedIn, and ads - reaching the right person, at the right time, with the right message, across the right channel. As signals shift, the TAM Agent reprioritizes in real time, always focusing on the accounts most likely to convert. The Inbound Agent works your website. It identifies every visitor at the person level - not just the company - and instantly understands where they are in the buying journey. High-intent visitors are greeted with AI-powered chat, live demos, personalized offers, and one-click meeting booking. Hot leads get routed to the right rep the moment they arrive. Anyone who leaves without converting gets re-engaged through automated follow-up and LinkedIn ad retargeting. Your website stops leaking pipeline. Both agents run on the Warmly Context Graph - a unified data layer combining 250+ signals, 400 million B2B contacts, and first, second, and third-party intent data into a complete picture of every account and contact. Every interaction feeds back into the system, so the agents get smarter over time. Companies like TrustArc, TigerGraph, Kadence, and Innerspace have replaced costly SDR services with Warmly's AI agents - cutting CAC by 50%, and eliminating $20,000 to $40,000 a month in outsourced SDR 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=1009956&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=page_category&secure%5Bplacement_resource_ids%5D%5B%5D=1009956&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=1292768&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&secure%5Btoken%5D=63f7db1f23248055cc95603224c9c1156f5a043c122b834dca1325b72bbc48c3&secure%5Burl%5D=https%3A%2F%2Fwarmly.ai%3Futm_source%3Dg2%26utm_medium%3Dpaid%26utm_campaign%3Dg2-clicks%26utm_content%3Dg2-placement&secure%5Burl_type%5D=custom_url) --- ## 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. [Salesforce Agentforce](https://www.g2.com/products/salesforce-agentforce/reviews) **Average Rating:** 4.3/5.0 **Total Reviews:** 1,068 **Product Description:** Salesforce Agentforce is an enterprise agentic AI software platform that helps organizations build, deploy, manage, and govern AI agents that can autonomously assist customers, employees, and partners across digital and voice channels. Agentforce is designed for enterprises that want to operationalize AI agents at scale while maintaining control, security, and trust. It brings together humans, applications, AI models, and business data into a unified system where agents can reason, take action, and collaborate with people. The platform supports the full agent lifecycle—from creation and testing to deployment, supervision, and continuous improvement—using both low-code and pro-code tools. Agentforce is used by teams across customer service, sales, IT, operations, HR, marketing, and industry-specific workflows. Agentforce enables organizations to deploy AI agents that work continuously, execute business logic, and integrate with existing systems. Agents can handle structured and unstructured data, reason through complex tasks, and hand off to humans when needed. Key capabilities and components include: - Agent development and orchestration tools that support building, testing, deploying, supervising, and scaling AI agents using conversational, low-code, and pro-code experiences. - Hybrid reasoning architecture that combines deterministic workflows with large language model (LLM) reasoning to ensure predictable execution while handling nuance and natural language interactions. - Multichannel and voice support, allowing agents to engage users across web, mobile, chat, and phone with consistent behavior and brand-aligned voice experiences. - Intelligent Context processing, which extracts and structures information from unstructured and multimodal data sources so agents can respond accurately and take relevant actions. - Lifecycle management and supervision, including batch testing, performance monitoring, and tools to refine agent behavior over time. Agentforce includes built-in trust, governance, and security features to support enterprise requirements: - Configurable guardrails to reduce hallucinations, bias, and off-topic responses. - Data protection and governance controls such as grounding, access controls, auditability, and privacy safeguards. - Enterprise-grade reliability and compliance, built on the broader Salesforce platform. Common use cases include customer support automation, sales development, employee support, deep research tasks, coaching and learning, product recommendations, appointment scheduling, and event or attendee support. Agentforce can also be tailored for industry-specific workflows by leveraging existing data models, APIs, and business logic. Overall, Salesforce Agentforce is an enterprise agentic AI platform for organizations seeking to deploy trusted, autonomous digital labor that integrates with their existing systems and operates at scale. #### Key Features - Natural Language Configuration - Agent Branding - Analytics & Reporting - Workflow Automation - Customer Interaction Automation #### What Are Recent G2 Reviews of Salesforce Agentforce? **"[Agentforce Makes Enterprise AI with Salesforce Truly Headless](https://www.g2.com/survey_responses/salesforce-agentforce-review-12717613)"** **Rating:** 4.0/5.0 stars *— Manjunath G.* [Read full review](https://www.g2.com/survey_responses/salesforce-agentforce-review-12717613) --- **"[Autonomous AI Agents That Streamline Workflows Across the Salesforce Ecosystem](https://www.g2.com/survey_responses/salesforce-agentforce-review-12739909)"** **Rating:** 5.0/5.0 stars *— Aniket N.* [Read full review](https://www.g2.com/survey_responses/salesforce-agentforce-review-12739909) --- ### 2. [UiPath Agentic Automation](https://www.g2.com/products/uipath-agentic-automation/reviews) **Average Rating:** 4.6/5.0 **Total Reviews:** 6,085 **Product Description:** UiPath (NYSE: PATH) is a global leader in agentic automation, empowering enterprises to harness the full potential of AI agents to autonomously execute and optimize complex business processes. The UiPath Platform™ uniquely combines controlled agency, developer flexibility, and seamless integration to help organizations scale agentic automation safely and confidently. Committed to security, governance, and interoperability, UiPath supports enterprises as they transition into a future where automation delivers on the full potential of AI to transform industries. For more information, visit www.uipath.com. Agentic testing is an AI-powered approach to software quality assurance that leverages autonomous agents to generate, execute, and evolve tests across the entire testing lifecycle. By partnering intelligent agents with human testers, agentic testing dramatically increases test coverage, accelerates release cycles, improves system resilience, and enables continuous testing at enterprise scale. It empowers teams to shift from manual, reactive testing to proactive, scalable quality engineering—driving faster innovation with higher confidence. ### What Do G2 Reviewers Say About UiPath Agentic Automation? *AI-generated summary from verified user reviews* **Pros:** - Users value the **ease of automation** with UiPath, praising its user-friendly interface and low-code capabilities. - Users value the **ease of use** of UiPath Agentic Automation, enjoying its intuitive interface and low-code capabilities. - Users value the **user-friendly low-code automation** of UiPath, simplifying project automation and enhancing efficiency. - Users find UiPath Agentic Automation incredibly **easy to automate projects** , enabling efficient handling of daily tasks. - Users value the **efficiency** of UiPath Agentic Automation, allowing seamless integration and streamlined processes across the organization. **Cons:** - Users find the **licensing costs high** , making UiPath Agentic Automation less competitive compared to similar platforms. - Users find the **learning curve steep** , particularly with programming and Excel document integration, complicating the initial setup. - Users find the **complexity of setup and advanced features** in UiPath challenging, resulting in a steep learning curve. - Users find the **missing features** in UiPath Agentic Automation frustrating, particularly the lack of modern folder access. - Users note **increasing costs and expensive licensing** for UiPath Agentic Automation, causing concerns over affordability. #### What Are Recent G2 Reviews of UiPath Agentic Automation? **"[UIPath is one of leading RPA tool with powerful automation capabilities ](https://www.g2.com/survey_responses/uipath-agentic-automation-review-2087321)"** **Rating:** 5.0/5.0 stars *— Yesu Raju P.* [Read full review](https://www.g2.com/survey_responses/uipath-agentic-automation-review-2087321) --- **"[AI-Powered Automation That Boosts Accuracy, Efficiency, and Scalability](https://www.g2.com/survey_responses/uipath-agentic-automation-review-12810584)"** **Rating:** 5.0/5.0 stars *— Nitesh R.* [Read full review](https://www.g2.com/survey_responses/uipath-agentic-automation-review-12810584) --- #### What Are G2 Users Discussing About UiPath Agentic Automation? - [What are the most impactful use-cases of UiPath's RPA in automating repetitive business processes?](https://www.g2.com/discussions/what-are-the-most-impactful-use-cases-of-uipath-s-rpa-in-automating-repetitive-business-processes) - 2 comments - [What is robotic process automation RPA and when is it beneficial?](https://www.g2.com/discussions/what-is-robotic-process-automation-rpa-and-when-is-it-beneficial) - 1 comment - [Which business process can be automated with RPA?](https://www.g2.com/discussions/which-business-process-can-be-automated-with-rpa) - 2 comments ### 3. [ServiceNow AI Agents](https://www.g2.com/products/servicenow-ai-agents/reviews) **Average Rating:** 4.3/5.0 **Total Reviews:** 360 **Product Description:** ServiceNow AI Agents act autonomously to get work done across IT, HR, customer service, app development, and every corner of your business. They proactively solve problems, drive exponential productivity, and handle everything from routine tasks to complex, multi-step processes. Built on a unified, open platform that combines AI, data, workflows, and security, ServiceNow AI Agents have real-time access to enterprise data from 450+ systems. Grounded in your business context, rules, and knowledge, they don't just recommend next steps. They execute work across any system in your enterprise, governed by your policies at every step. Choose from out-of-the-box agents or build custom ones with AI Agent Studio using natural language. Set guardrails, automate workflows, and deploy AI with governance and security built in from day one. The AI Agent Orchestrator coordinates teams of specialized agents to handle complex, multi-step workflows that single-agent solutions can't manage. For over 20 years, ServiceNow has powered work for the world's leading companies. 85% of the Fortune 500 trust ServiceNow, powering 80 billion workflows annually and over 100,000 AI use cases. Put AI to work for your people with ServiceNow. ### What Do G2 Reviewers Say About ServiceNow AI Agents? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **efficient task management** of ServiceNow AI Agents, streamlining workflows and enhancing overall productivity. - Users highlight the **ease of use** of ServiceNow AI Agents, making task management simple and efficient for everyone. - Users appreciate the **seamless integration and automation** of ServiceNow AI Agents, enhancing workflow efficiency and task management. - Users value the **seamless integration** of ServiceNow AI Agents, enhancing workflows and automating routine tasks effectively. - Users appreciate the **effective automation** of tasks by ServiceNow AI Agents, enhancing support and efficiency in workflows. **Cons:** - Users find the **inaccuracy** of ServiceNow AI Agents frustrating, especially when data quality and training are inadequate. - Users experience **poor understanding** from ServiceNow AI Agents, as they struggle with complex queries and require extensive setup. - Users find the **setup process overly complex** , making it challenging to unlock the full potential of ServiceNow AI Agents. - Users identify **limited AI customization** options as a drawback, requiring extra effort for tailored experiences and accurate performance. - Users find the **steep learning curve** of ServiceNow AI Agents challenging, impacting initial setup and configuration efficiency. #### Key Features - Omni-channel Support - Workflow Automation - Document Processing - Document Processing - Adaptive Responses #### What Are Recent G2 Reviews of ServiceNow AI Agents? **"[ServiceNow AI Agents Streamline Workflows and Reduce Manual Effort](https://www.g2.com/survey_responses/servicenow-ai-agents-review-12617915)"** **Rating:** 4.5/5.0 stars *— Pradip G.* [Read full review](https://www.g2.com/survey_responses/servicenow-ai-agents-review-12617915) --- **"[Platform level AI in Agent Studio](https://www.g2.com/survey_responses/servicenow-ai-agents-review-12759428)"** **Rating:** 4.0/5.0 stars *— Verified User in Banking* [Read full review](https://www.g2.com/survey_responses/servicenow-ai-agents-review-12759428) --- ### 4. [IBM watsonx Orchestrate](https://www.g2.com/products/ibm-watsonx-orchestrate/reviews) **Average Rating:** 4.4/5.0 **Total Reviews:** 367 **Product Description:** IBM® watsonx Orchestrate® puts AI to work for automating complex workflows and processes at scale, without changing your existing systems and tools. IBM watsonx Orchestrate helps you build, deploy and manage powerful AI assistants and agents, enabling seamless collaboration between them, to create one unified user experience. It can easily integrate with your existing business systems by connecting to multiple proprietary and third-party AI models or automation tools from 100+ enterprise apps. This allows the solution to adapt to your business needs instead of forcing you to adapt to generative AI. It is built on top of watsonx, which is a generative AI solution that allows the user to access multiple foundation models while emphasizing on enterprise-grade security, governance, and compliance. The outcome? Less manual work. Faster decisions. Increased AI productivity. A more efficient business— at scale. IBM watsonx Orchestrate offers the following: - Multi-agent orchestration - Easily deploy, manage, and govern a heterogenous network of AI assistants and agents, across their lifecycle. Enable smooth collaboration amongst multiple AI assistants and agents, whether they are built in-house or from third-party vendors, for a unified user experience. Work across hybrid cloud environments while integrating with complex tech stacks, wherever they reside. Empower employees with self-service access to AI assistants and agents so that they can focus more on what matters most to them. - Low-code agent builder and pre-built agents – Quickly build and deploy custom-built or pre-built AI agents using a range of low-code to pro-code tools, designed for everyday business users as well as professional developers. Easily leverage a software development kit (SDK) that includes tools, documentation, and code samples for faster turnaround times. Accelerate your agentic automation journey with pre-built agents built for specific business domains like human resources, sales, procurement, customer service and more. - Complex business workflow and process automation optimization - Streamline essential processes and reduce manual workflows to get faster ROIs by integrating with current systems or multiple third-party models. Simplify access to several tools and leverage ready-made integrations with 100+ leading enterprise apps including those from Microsoft, Salesforce, SAP, ServiceNow, Workday and more. Key Highlights: 1. Several tools and ready-to-use integrations designed for connecting with 100+ leading enterprise apps, for faster time to value. 2. A set of pre-built agents for specific business domains (like human resources, procurement, sales and more), as well as custom agent building capabilities including a range of low-code to pro-code authoring tools, for adapting to enterprise specific needs. 3. Multi-agent orchestration to enable hassle-free collaboration between several AI assistants, agents, and applications for a unified user experience. ### What Do G2 Reviewers Say About IBM watsonx Orchestrate? *AI-generated summary from verified user reviews* **Pros:** - Users value the **ease of use** of IBM watsonx Orchestrate, enhancing productivity and accelerating AI adoption. - Users appreciate the **easy integrations** of IBM Watsonx Orchestrate, enabling streamlined workflows across various platforms. - Users appreciate the **ease of automation** with IBM Watsonx Orchestrate, enhancing efficiency and streamlining repetitive tasks effortlessly. - Users value the **seamless AI integration** of IBM watsonx Orchestrate, enhancing efficiency without technical complexity. - Users value the **seamless integrations** of IBM watsonx Orchestrate with platforms like Salesforce and Slack for efficient workflows. **Cons:** - Users face a **steep learning curve** with IBM watsonx Orchestrate, requiring additional support to harness its full capabilities. - Users often struggle with the **complexity** of IBM watsonx Orchestrate, finding setup and integration challenging. - Users often face **integration issues** with IBM watsonx Orchestrate, affecting usability and compatibility with other tools. - Users often struggle with **missing features** in IBM watsonx Orchestrate, hindering usability and efficiency during setup. - Users find the product **expensive** , making it less suitable for small businesses and impacting accessibility. #### What Are Recent G2 Reviews of IBM watsonx Orchestrate? **"[Intuitive AI Skills and Seamless Integrations That Streamline Marketing Workflows](https://www.g2.com/survey_responses/ibm-watsonx-orchestrate-review-12592830)"** **Rating:** 4.5/5.0 stars *— bhagyashri d.* [Read full review](https://www.g2.com/survey_responses/ibm-watsonx-orchestrate-review-12592830) --- **"[good product, steep learning curve but worth it](https://www.g2.com/survey_responses/ibm-watsonx-orchestrate-review-12594759)"** **Rating:** 4.5/5.0 stars *— Harsh C.* [Read full review](https://www.g2.com/survey_responses/ibm-watsonx-orchestrate-review-12594759) --- #### What Are G2 Users Discussing About IBM watsonx Orchestrate? - [What is IBM Watson Assistant used for?](https://www.g2.com/discussions/what-is-ibm-watson-assistant-used-for) - 1 comment - [Is IBM Watson assistant free?](https://www.g2.com/discussions/is-ibm-watson-assistant-free) - 2 comments - [What are three applications of IBM Watson?](https://www.g2.com/discussions/ibm-watson-assistant-what-are-three-applications-of-ibm-watson) - 1 comment ### 5. [Microsoft Copilot Studio](https://www.g2.com/products/microsoft-microsoft-copilot-studio/reviews) **Average Rating:** 4.4/5.0 **Total Reviews:** 147 **Product Description:** Microsoft Copilot Studio is a low-code platform designed to empower users to create and customize AI-driven agents that automate tasks and processes across various applications and services. By leveraging natural language processing and generative AI, Copilot Studio enables the development of intelligent agents capable of handling complex workflows, enhancing productivity, and streamlining operations within organizations. Key Features and Functionality: - Low-Code Development: Offers an intuitive graphical interface that allows users to build agents without extensive coding knowledge, making AI development accessible to a broader audience. - Integration with Microsoft Ecosystem: Seamlessly connects with Microsoft 365 applications, Azure services, and other platforms, enabling agents to interact with existing tools and data sources. - Customizable Agents: Users can tailor agents to specific business needs by defining custom workflows, integrating with APIs, and utilizing pre-built or custom connectors. - Multi-Channel Deployment: Agents can be deployed across various channels, including websites, mobile apps, social media platforms, and internal business applications, ensuring broad accessibility. - Advanced Analytics and Monitoring: Provides dashboards and AI-driven insights to monitor agent performance, user interactions, and effectiveness, facilitating continuous improvement. Primary Value and Solutions Provided: Microsoft Copilot Studio addresses the need for efficient automation and intelligent assistance within organizations. By enabling the creation of custom AI agents, it helps businesses: - Enhance Productivity: Automate repetitive tasks and processes, allowing employees to focus on higher-value activities. - Improve Customer Engagement: Deploy agents that provide instant support and information to customers across multiple channels, enhancing satisfaction and responsiveness. - Streamline Operations: Integrate agents with existing systems to facilitate seamless workflows and data management, reducing manual intervention and errors. - Foster Innovation: Empower teams to develop and iterate on AI solutions rapidly, promoting a culture of innovation and continuous improvement. By providing a versatile and user-friendly platform for AI agent development, Microsoft Copilot Studio enables organizations to harness the power of artificial intelligence to solve complex challenges and drive business success. ### What Do G2 Reviewers Say About Microsoft Copilot Studio? *AI-generated summary from verified user reviews* **Pros:** - Users value the **ease of use** with Microsoft Copilot Studio, enabling simple low-code development and fast deployment. - Users appreciate the **easy integrations** of Microsoft Copilot Studio, enhancing productivity and automation within Microsoft 365. - Users find the **easy setup** of Microsoft Copilot Studio highly beneficial for quick and effective project implementation. - Users appreciate the **user-friendly low-code development** of Microsoft Copilot Studio, enabling quick creation of AI solutions. - Users value the **flexible automation** capabilities of Microsoft Copilot Studio, enhancing productivity while maintaining compliance and security. **Cons:** - Users find the **high pricing** structures of Microsoft Copilot Studio a drawback, particularly for smaller organizations. - Users find the **limited customization** options restrictive, impacting their overall usage and satisfaction with Microsoft Copilot Studio. - Users find the **learning curve confusing** , especially when trying to navigate advanced features and integrations. - Users find the **complex workflows** of Microsoft Copilot Studio overwhelming and challenging, especially during setup and integration. - Users struggle with **complex integration issues** , finding the setup process time-consuming and overwhelming for new users. #### Key Features - AI Text Generation - Natural Language Configuration - Omni-channel Support - Analytics & Reporting - Workflow Automation #### What Are Recent G2 Reviews of Microsoft Copilot Studio? **"[Easy-to-Customize AI Agents for Sales, Support, and Product Knowledge](https://www.g2.com/survey_responses/microsoft-copilot-studio-review-12725601)"** **Rating:** 5.0/5.0 stars *— Matthew W.* [Read full review](https://www.g2.com/survey_responses/microsoft-copilot-studio-review-12725601) --- **"[Seamless Integration with Room for UX Improvement](https://www.g2.com/survey_responses/microsoft-copilot-studio-review-12737098)"** **Rating:** 4.0/5.0 stars *— Babu S.* [Read full review](https://www.g2.com/survey_responses/microsoft-copilot-studio-review-12737098) --- #### What Are G2 Users Discussing About Microsoft Copilot Studio? - [Is power virtual agents included in Office 365?](https://www.g2.com/discussions/is-power-virtual-agents-included-in-office-365) - [What is a power virtual agent session?](https://www.g2.com/discussions/what-is-a-power-virtual-agent-session) - [Is Microsoft Power virtual agents free?](https://www.g2.com/discussions/is-microsoft-power-virtual-agents-free) ### 6. [Workato](https://www.g2.com/products/workato/reviews) **Average Rating:** 4.7/5.0 **Total Reviews:** 726 **Product Description:** Workato is the #1-rated iPaaS and the leader in Enterprise MCP — the platform enterprises trust to unify integration, automation, and AI in one secure, cloud-native runtime. Trusted by over 12,000 customers including half the Fortune 500, Workato connects every system, process, and data source with 14,000+ pre-built connectors. What sets Workato apart: Enterprise MCP turns proven business processes into governed, agent-ready skills that any AI agent — Claude, ChatGPT, Cursor, or custom-built — can execute safely and predictably. No rip-and-replace required. Whether modernizing legacy integrations or deploying agentic AI at scale, Workato delivers the orchestration, governance, and trust needed in the enterprise. ### What Do G2 Reviewers Say About Workato? *AI-generated summary from verified user reviews* **Pros:** - Users find Workato's **ease of use** remarkable, effortlessly handling both simple and complex tasks with seamless navigation. - Users value the **easy-to-use integrations** of Workato, enhancing efficiency across multiple systems with low code accessibility. - Users find **easy integrations** with Workato to be intuitive, significantly reducing time spent on repetitive tasks. - Users appreciate the **automation capabilities** of Workato, allowing them to implement complex workflows easily and efficiently. - Users enjoy the **user-friendly design** of Workato, simplifying automation and enhancing efficiency across diverse systems. **Cons:** - Users find the **complexity** of Workato's terminology and documentation overwhelming, hindering a smooth onboarding experience. - Users face a **steep learning curve** with Workato due to complex terminology and sometimes unclear documentation. - Users note the **missing features** in Workato, particularly for ETL implementations and outdated documentation. - Users face **data limitations** with Workato, leading to confusion due to inadequate documentation and slow customer service. - Users find Workato's **pricing challenging** , especially as usage grows, complicating expansion compared to other tools. #### What Are Recent G2 Reviews of Workato? **"[Seamless Integration, Effortless Automation](https://www.g2.com/survey_responses/workato-review-12193616)"** **Rating:** 5.0/5.0 stars *— Verified User in Program Development* [Read full review](https://www.g2.com/survey_responses/workato-review-12193616) --- **"[Robust Integration with Room for Improvement](https://www.g2.com/survey_responses/workato-review-12106962)"** **Rating:** 4.0/5.0 stars *— Ayan S.* [Read full review](https://www.g2.com/survey_responses/workato-review-12106962) --- #### What Are G2 Users Discussing About Workato? - [What does Workato do?](https://www.g2.com/discussions/what-does-workato-do) - [How much does Workato cost?](https://www.g2.com/discussions/how-much-does-workato-cost) - 1 comment - [What is a Workato recipe?](https://www.g2.com/discussions/what-is-a-workato-recipe) - 3 comments ### 7. [Guru](https://www.g2.com/products/guru/reviews) **Average Rating:** 4.7/5.0 **Total Reviews:** 2,254 **Product Description:** Guru is the AI Source of Truth for your company—an AI knowledge platform that connects everything your teams know, makes it accessible everywhere you work, and keeps it accurate automatically. Guru unifies your company’s apps, chats, and docs into one governed knowledge layer, delivering cited, permission-aware answers, chat, and research across Slack, Teams, your browser, or even other AIs like ChatGPT and Claude. Every answer is grounded in verified knowledge, with built-in verification and lineage to ensure trust, compliance, and confidence at scale. Connect your knowledge. Access it everywhere. Build trust—automatically. ### What Do G2 Reviewers Say About Guru? *AI-generated summary from verified user reviews* **Pros:** - Users find the **ease of use** in Guru's interface and navigation makes information retrieval effortless and intuitive. - Users value the **ease of use and integration** of Guru, enhancing team productivity and simplifying information access. - Users value the **comprehensive information** in Guru, facilitating quick access to vital details for efficient support. - Users love the **easy access** to knowledge and resources, enhancing productivity and efficiency in their daily tasks. - Users value the **information accuracy** of Guru, facilitating quick and precise responses during live interactions. **Cons:** - Users find the **search functionality slow** when handling large amounts of content, impacting overall efficiency. - Users find the **search results slow** when dealing with extensive content, complicating organization and retrieval efforts. - Users experience **search functionality issues** with slow results and challenges in organizing extensive content. - Users struggle with **inefficient searching** , often needing specific keywords to find the right Guru cards. - Users report **organizational challenges** with Guru, noting slow search results and difficulties in managing information effectively. #### Key Features - Database Management - Multi-Factor Authentication - Decision Trees - Knowledge Sharing - Publishing Workflows #### What Are Recent G2 Reviews of Guru? **"[A fast and user-friendly knowledge platform with room to grow](https://www.g2.com/survey_responses/guru-review-11254414)"** **Rating:** 5.0/5.0 stars *— Iasmin L.* [Read full review](https://www.g2.com/survey_responses/guru-review-11254414) --- **"[Clean, Modern Interface with a Smooth, Organized User Experience](https://www.g2.com/survey_responses/guru-review-12387056)"** **Rating:** 5.0/5.0 stars *— Ashish G.* [Read full review](https://www.g2.com/survey_responses/guru-review-12387056) --- #### What Are G2 Users Discussing About Guru? - [What does Guru do?](https://www.g2.com/discussions/what-does-guru-do) - 3 comments - [How do I use the Guru app?](https://www.g2.com/discussions/how-do-i-use-the-guru-app) - 1 upvote - [What is Guru platform?](https://www.g2.com/discussions/guru-what-is-guru-platform) - 2 comments ### 8. [Notion](https://www.g2.com/products/notion/reviews) **Average Rating:** 4.6/5.0 **Total Reviews:** 10,743 **Product Description:** Notion is the connected AI workspace that brings all work together in a tool that adapts to every team—with AI to find answers and automate busywork. It's one place for search, manage projects, capture notes and company knowledge, and collaborate as a team. Millions love Notion because it increases productivity, reduces tools & costs, and empowers everyone to do their best work. Unlike fragmented, rigid software, Notion connects work into one tool that’s customizable and people love to use. Now you have beautiful tools to build your life’s work. ### What Do G2 Reviewers Say About Notion? *AI-generated summary from verified user reviews* **Pros:** - Users love the **ease of use** in Notion, enjoying its flexibility and user-friendly interface for effective organization. - Users love Notion's **all-in-one flexibility** , seamlessly integrating multiple tools into a clean, user-friendly workspace that boosts productivity. - Users love how **Notion AI seamlessly integrates** into their workflow, enhancing writing and organization effortlessly. - Users find Notion **incredibly useful** for organizing tasks and enhancing collaboration, making daily workflows more efficient. - Users find Notion's **organization features** invaluable for managing projects, notes, and tasks efficiently. **Cons:** - Users find the **learning curve challenging** , often needing guidance to navigate formatting and functionality effectively. - Users find Notion's **limited features** frustrating, especially regarding template availability and missing essential functionalities. - Users find Notion **not very intuitive** , facing difficulties in navigation, setup, and page formatting initially. - Users find the **missing features** in Notion frustrating, wishing for more built-in tools for better usability. - Users often face **usage limitations** in Notion due to its unintuitive database and challenging initial setup. #### What Are Recent G2 Reviews of Notion? **"[Unifies Projects and Notes Seamlessly](https://www.g2.com/survey_responses/notion-review-12810750)"** **Rating:** 4.5/5.0 stars *— Bhavye A.* [Read full review](https://www.g2.com/survey_responses/notion-review-12810750) --- **"[User-Friendly, Interconnected Markdown Knowledge Base Tool](https://www.g2.com/survey_responses/notion-review-12797247)"** **Rating:** 4.0/5.0 stars *— Mike I.* [Read full review](https://www.g2.com/survey_responses/notion-review-12797247) --- ## 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 Orchestration Software](https://www.g2.com/categories/ai-orchestration) --- ## 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