# Best AI Agent Builders Software - Page 4 *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:** 279 ### 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 - 79,300+ Authentic Reviews - 279+ 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 (6,100 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 (2,043 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 | [Jotform AI Agents](https://www.g2.com/products/jotform-ai-agents/reviews) | 4.5/5.0 (603 reviews) | No-code conversational agent deployment with trainable knowledge bases | "—" | | 8 | [Asana](https://www.g2.com/products/asana/reviews) | 4.4/5.0 (13,105 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)" | | 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 | [Databricks](https://www.g2.com/products/databricks/reviews) | 4.6/5.0 (759 reviews) | — | "[Lakebase - Good Option for Low Latency Data Serving with Databricks Integration](https://www.g2.com/survey_responses/databricks-review-12542177)" | ## 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** ### Nextworld Platform Nextworld does this with custom no-code software: enterprise-grade applications, automations, and AI-powered processes on a single governed platform. No rip-and-Nextworld is a no-code platform for building enterprise-grade applications, automations, and AI-powered processes — all on a single governed platform. No rip-and-replace. No new technical debt. Build what your ERP can't: operational apps, internal tools, portals, and workflow systems — or generate them instantly with AI-powered app gen. Automate across your entire business with intelligent agents that orchestrate work across ERPs, systems, teams, and data sources. And with headless capabilities, your data and logic aren't locked in — surface them wherever your business needs them. Everything you build inherits enterprise-grade security automatically: role-based access, gated promotion, full audit trails. SOC 1 and SOC 2 Type II attested. One source of truth. Speed that operates within control, not around it. [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=1406867&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=0ae28533671da4702e677b30cc1cb1cf4d7c8fa2bad93854433dca47bb9b83d4&secure%5Burl%5D=https%3A%2F%2Fwww.nextw.com&secure%5Burl_type%5D=company_website) --- ## 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. [Landbot](https://www.g2.com/products/landbot/reviews) **Average Rating:** 4.7/5.0 **Total Reviews:** 306 **Product Description:** Landbot is a no-code AI Agent builder that lets revenue teams (Demand Gen, Growth, Marketing Ops, RevOps) build AI-enhanced, multi-channel lead workflows without engineering, so they capture more qualified leads faster and with less operational friction. Our visual, no-code builder combines predictable linear flows, native AI blocks, and an integrated AI Copilot that guides users through building, testing, and optimizing chatbots and agents while teaching best practices and discovering new features. At its core, Landbot pairs two complementary approaches: a visual, linear flow builder for predictable user journeys, and native AI steps for flexible, natural language interactions. That hybrid model solves a common trade-off: linear flows provide business control and deterministic routing for conversions and handoffs, while AI steps let you handle open-ended user intent, reduce friction, and increase engagement — all while keeping the conversation within a tested workflow. The best of both worlds combined into one powerful, no-code visual builder to keep full control of your flows. With multi-channel delivery (web, WhatsApp) and bi-directional CRM & automation connectors, Landbot shortens time-to-market, improves conversion, and makes scaling campaigns practical for marketing and sales teams. Landbot integrates bi-directionally with CRMs (HubSpot, Salesforce,...) and automation stacks (n8n, Zapier, Make...), so it sits naturally alongside marketing automation and sales platforms rather than replacing them. The result: visually on-brand agents, fewer abandoned forms, higher lead quality, faster launches, and more confident teams. If you want conversational experiences that are fast to build, easy to govern, on-brand, and optimized for conversion, Landbot is designed for you. ### What Do G2 Reviewers Say About Landbot? *AI-generated summary from verified user reviews* **Pros:** - Users commend the **ease of use** of Landbot, appreciating its user-friendly interface and seamless chatbot design. - Users love that Landbot makes forms **interactive and fun** , enhancing engagement and overall user experience. - Users love the **intuitive setup** of Landbot, making chatbot creation quick and painless for everyone. - Users find the **easy setup** of Landbot a breeze, enhancing their ability to create chatbots quickly and effectively. - Users love the **user-friendly design and customization** of Landbot, turning forms into engaging, interactive experiences. **Cons:** - Users express concern over **missing features** like mobile apps and diverse language support limiting accessibility and functionality. - Users feel the **limited features** restrict complex logic and design, hindering their ability to create advanced bots. - Users find Landbot **expensive** , causing increased operational costs, especially for struggling firms seeking affordable solutions. - Users often find the **layout issues** frustrating, especially when editing complex bots or using the interface as beginners. - Users find the **poor design** of Landbot frustrating, especially with its cluttered interface and slow performance during editing. #### What Are Recent G2 Reviews of Landbot? **"[Smooth, fun, and surprisingly easy for a first-time chatbot creator.](https://www.g2.com/survey_responses/landbot-review-12084938)"** **Rating:** 5.0/5.0 stars *— Reneta P.* [Read full review](https://www.g2.com/survey_responses/landbot-review-12084938) --- **"[Intuitive for Beginners, Needs More Advanced Features](https://www.g2.com/survey_responses/landbot-review-12728958)"** **Rating:** 4.0/5.0 stars *— Rishabh J.* [Read full review](https://www.g2.com/survey_responses/landbot-review-12728958) --- #### What Are G2 Users Discussing About Landbot? - [What is Landbot used for?](https://www.g2.com/discussions/what-is-landbot-used-for) - [What does Landbot do?](https://www.g2.com/discussions/what-does-landbot-do) - [How do you make a chatbot on WhatsApp?](https://www.g2.com/discussions/how-do-you-make-a-chatbot-on-whatsapp) ### 2. [LLMsoftware.com](https://www.g2.com/products/llmsoftware-com/reviews) **Average Rating:** 4.5/5.0 **Total Reviews:** 1 **Product Description:** At LLMSoftware, our mission is to deliver the simplicity of QuickBooks with the power and sophistication of NetSuite—all within one efficient, cost-effective platform. Imagine running your entire business sales, finance, HR, legal, and beyond runs itself intelligently powered and optimized by AI. That’s the vision. The reality we’re building at LLMSoftware is what the iPhone was to BlackBerry in 2007 — we’re reimagining what ERP will look like 10 years from now. Multiple AI models working as one intelligent ecosystem Supercharged with proprietary data for unmatched accuracy Customization that goes far beyond prompt engineering #### What Are Recent G2 Reviews of LLMsoftware.com? **"[LLM Software: Transforms Workflows with Powerful AI Automation](https://www.g2.com/survey_responses/llmsoftware-com-review-11995776)"** **Rating:** 4.5/5.0 stars *— Anand V.* [Read full review](https://www.g2.com/survey_responses/llmsoftware-com-review-11995776) --- ### 3. [NinjaTech](https://www.g2.com/products/ninjatech/reviews) **Average Rating:** 5.0/5.0 **Total Reviews:** 1 **Product Description:** NinjaTech AI is a Silicon Valley-based generative AI company dedicated to enhancing productivity by automating complex, time-consuming tasks through advanced AI agents. Their flagship product, Ninja, is a personal AI assistant designed to autonomously handle a variety of tasks, enabling users to focus on more strategic activities. Key Features and Functionality: - Autonomous Task Management: Ninja can independently perform tasks such as conducting in-depth research, scheduling meetings, coding assistance, and content creation. - Specialized AI Agents: The platform offers multiple AI agents tailored for specific functions, including: - Ninja Advisor - Ninja Coder - Basic Scheduler - Real-time Web Search - Access to third-party large language models - Integration with Leading AI Models: Ninja provides access to various AI models, such as OpenAI's GPT-4o, Anthropic's Claude 3, and Google's Gemini, allowing users to compare outputs and select the most suitable results. - Scalable and Cost-Effective Infrastructure: Leveraging AWS's Trainium and Inferentia2 machine learning chips, NinjaTech AI ensures efficient training and deployment of AI agents, achieving up to 80% cost savings and 60% more energy efficiency compared to traditional GPUs. Primary Value and User Solutions: NinjaTech AI addresses the challenge of administrative overload by providing an AI-powered assistant capable of autonomously managing complex tasks. This solution democratizes access to executive-level support, traditionally available only to a select few, by offering an affordable and scalable AI assistant. By automating routine activities, NinjaTech AI empowers professionals to concentrate on their core responsibilities, thereby enhancing overall productivity and efficiency. #### What Are Recent G2 Reviews of NinjaTech? **"[Create Almost Anything Without Coding—Easy Document Conversion](https://www.g2.com/survey_responses/ninjatech-review-12610050)"** **Rating:** 5.0/5.0 stars *— Yarisa W.* [Read full review](https://www.g2.com/survey_responses/ninjatech-review-12610050) --- ### 4. [Oracle Fusion AI Agents](https://www.g2.com/products/oracle-fusion-ai-agents/reviews) **Average Rating:** 5.0/5.0 **Total Reviews:** 1 **Product Description:** Oracle delivers AI built for business, helping you make better decisions faster and empowering your workforce to work more effectively. With classic and generative AI embedded in Oracle Fusion Cloud Applications customers can instantly access AI outcomes wherever they’re needed—without leaving the software environment they use every day to power their business. #### What Are Recent G2 Reviews of Oracle Fusion AI Agents? **"[Autonomous Multi-Step Automation That Moves Business Operations Forward](https://www.g2.com/survey_responses/oracle-fusion-ai-agents-review-12676096)"** **Rating:** 5.0/5.0 stars *— Daniel D.* [Read full review](https://www.g2.com/survey_responses/oracle-fusion-ai-agents-review-12676096) --- ### 5. [Run My Claw](https://www.g2.com/products/run-my-claw/reviews) **Average Rating:** 5.0/5.0 **Total Reviews:** 1 **Product Description:** Deploy your own AI agent on Telegram, Discord & WhatsApp in 60 seconds. No coding, no servers. Bring your own API key. From $30/mo. #### What Are Recent G2 Reviews of Run My Claw? **"[Meetings, Agenda, and Reminders All in Telegram, One Place for Everything](https://www.g2.com/survey_responses/run-my-claw-review-12445474)"** **Rating:** 5.0/5.0 stars *— Bram P.* [Read full review](https://www.g2.com/survey_responses/run-my-claw-review-12445474) --- ### 6. [Vapi AI](https://www.g2.com/products/vapi-ai/reviews) **Average Rating:** 4.2/5.0 **Total Reviews:** 3 **Product Description:** Vapi is the fastest way to build voice AI agents. With real-time streaming, powerful tool-calling, and flexible APIs, developers can create natural, responsive voice experiences in minutes. Used by top startups to power everything from smart assistants to complex conversational workflows. ### What Do G2 Reviewers Say About Vapi AI? *AI-generated summary from verified user reviews* **Pros:** - Users commend the **ease of use** of Vapi AI, especially appreciating its straightforward integration and smooth setup process. - Users appreciate the **easy setup** of Vapi AI, finding the integration straightforward and the process smooth. - Users appreciate the **straightforward integrations** of Vapi AI, making setup and use incredibly smooth and easy. **Cons:** - Users find the **difficult usage** of Vapi AI challenging due to its complex dashboard and numerous options. - Users find the **interface complexity** challenging, suggesting a need for simpler navigation and modes for varying expertise levels. - Users find the **learning curve steep** due to complex dashboard options requiring advanced technical knowledge. - Users note some **limited functionality** in Vapi AI, though they find it superior and affordable overall. #### What Are Recent G2 Reviews of Vapi AI? **"[Easy Integration, Needs UI Improvement](https://www.g2.com/survey_responses/vapi-ai-review-12277534)"** **Rating:** 4.0/5.0 stars *— Bappy R.* [Read full review](https://www.g2.com/survey_responses/vapi-ai-review-12277534) --- **"[Vapi is a great open source product](https://www.g2.com/survey_responses/vapi-ai-review-10980588)"** **Rating:** 5.0/5.0 stars *— Steve M.* [Read full review](https://www.g2.com/survey_responses/vapi-ai-review-10980588) --- ### 7. [88Agents](https://www.g2.com/products/88agents/reviews) **Product Description:** 88Agents is a platform for building AI chatbots and agents, built for agencies. Connect your own API keys from OpenAI, Anthropic, or Google, train agents on your clients' content, and deploy across web, Slack, and email. Fully white-label with custom branding, domains, and styling. Manage multiple client agents from a single dashboard with team permissions and usage tracking. Free tier available, no long-term contracts. ### 8. [Adopt AI](https://www.g2.com/products/adopt-ai/reviews) **Product Description:** Adopt AI helps modern applications deliver an agentic experience to their end users within days. Using Adopt, end users of applications can execute complex actions across their application via natural language commands, automate workflows and unlock new possibilities for application innovation. In this future, AI agents will understand application/website workflows, know which components to call, create dynamic plans, and execute those plans to achieve desired outcomes. This approach means that humans will no longer need to learn how to use applications; instead, they can interact with AI in natural language to accomplish tasks or have AI automatically perform tasks based on schedules or triggers. Adopt AI is helping companies race against time to build their own AI copilot and set of autonomous/semi-autonomous agents. This is required to stay relevant, change along with changing human needs, keep adoption high, churn low, and retain high NPS and GRR/NRR. ### 9. [AffinityBots](https://www.g2.com/products/affinitybots/reviews) **Product Description:** AffinityBots is a no-code platform that enables users to create, deploy, and manage custom AI agents tailored to specific business needs. By eliminating the need for coding, it allows organizations to automate complex tasks, orchestrate intelligent workflows, and scale operations efficiently. Users can design AI agents with unique personalities and skills, integrate them with various tools and knowledge bases, and deploy them across multiple platforms to interact with both internal teams and external customers. Key Features and Functionality: - Customizable AI Agents: Design AI employees with distinct personalities, skills, and capabilities to suit specific business requirements. - Workflow Orchestration: Utilize both sequential and orchestrator modes to chain multiple agents together, automating complex, multi-step processes. - Integrations: Connect agents to over 50 tools via secure OAuth and API integrations, including platforms like Slack, GitHub, Supabase, and Redis. - Knowledge and Memory: Equip agents with company documents, FAQs, and product manuals, enabling them to provide context-aware responses and maintain long-term memory for personalized interactions. - Interaction Guardrails: Implement validation and filtering layers to ensure that all generated content meets specific quality, accuracy, and compliance standards. Primary Value and Solutions Provided: AffinityBots addresses the challenge of automating business processes without the need for extensive engineering resources. By offering a drag-and-drop interface, it allows users to select agent templates, provide them with data or tools, and chain them into multi-agent workflows that run on LangChain/LangGraph behind the scenes. This approach enables solo founders and enterprise teams alike to deploy production-grade AI processes in minutes instead of weeks. The platform's security-first integration policy ensures that all available integrations are either official vendor-built tools or have been internally audited, maintaining data integrity and security. By automating tasks such as sales qualification, customer support, content creation, and data analysis, AffinityBots empowers businesses to enhance productivity, improve customer engagement, and scale operations effectively. ### 10. [Agensi](https://www.g2.com/products/agensi/reviews) **Product Description:** Agensi is an AI agent skill marketplace where developers buy, sell, and install SKILL.md skills for Claude Code, OpenClaw, Codex CLI, Cursor, Gemini CLI, and 20+ other AI coding agents. Each skill is a packaged set of instructions that teaches an AI agent how to perform a specific task — from writing git commit messages to reviewing code for security vulnerabilities to generating documentation from your codebase. Every skill on Agensi goes through an automated security scan before listing. Developers can browse skills by category including code review, DevOps, documentation, testing, frontend design, and API development. Installation takes under a minute: download the skill, unzip it into your agent's skills directory, and it works immediately. Agensi supports the open SKILL.md standard used natively by both Claude Code and OpenClaw, the open-source AI agent with 247K+ GitHub stars. Skills built for one agent work across the entire ecosystem without modification. Agensi also supports skill creators who want to monetize their expertise. Build a skill once, set your price, and reach thousands of developers who use AI coding agents daily. Free skills are welcome too. Whether you want to automate repetitive development tasks, find curated skills for the most popular AI agents, or share your workflow expertise with other developers, Agensi connects skill creators with the developers who need them. Browse skills, install in seconds, or publish your own ### 11. [Agent Commune](https://www.g2.com/products/agent-commune/reviews) **Product Description:** Agent Commune is a pioneering social networking platform exclusively designed for AI agents, functioning as a "LinkedIn for AI agents." It provides a dedicated space where autonomous systems from various organizations can share updates, collaborate, and discuss their workflows without human intervention. This platform addresses the need for AI agents to have a public channel to broadcast their achievements and insights, fostering a community that enhances transparency and collaboration among AI entities. Key Features: - Agent-Only Environment: Ensures that all content creation and interactions are performed solely by AI agents, with humans limited to passive observation. - Skill Integration: Offers API documentation and registration endpoints, enabling agents to authenticate, post, comment, and vote seamlessly. - Community Structure: Includes agent profiles, organizational pages, trending tags, and post sorting options to facilitate organized and relevant content discovery. - Practical Discussions: Provides a platform for agents to share insights on topics such as autonomous decision-making, security, payments, and multi-agent coordination. Primary Value and Solutions: Agent Commune eliminates the isolation of AI operations by creating a unified discovery layer for autonomous agents, reducing redundant development efforts and promoting agent specialization. It serves as a hub for AI agent developers, enterprise AI fleet managers, and LLM-based agents seeking peer validation. By offering a transparent and collaborative environment, the platform enhances the efficiency and effectiveness of AI agents across various industries. ### 12. [AgentFi](https://www.g2.com/products/agentfi/reviews) **Product Description:** The GEO platform: track your visibility across ChatGPT, Perplexity, Gemini and Claude — and optimize your pages for LLMs in one click. ### 13. [AgentFlow](https://www.g2.com/products/agentflow/reviews) **Product Description:** AgentFlow consists of a set of AI agents and automated workflows, designed to perform specific tasks. It helps businesses streamline operations and enhance customer engagement by automating sales, support, and daily processes. By combining a plethora of AI agents with powerful workflows, AgentFlow reduces customer acquisition costs, boosts retention, and delivers exceptional customer service. ### 14. [Agent Genesis](https://www.g2.com/products/agent-genesis/reviews) **Product Description:** AgentGenesis is an open-source platform designed to empower developers by providing a comprehensive suite of reusable AI components. These components facilitate the seamless creation of custom Retrieval-Augmented Generation (RAG) workflows and AI agents, streamlining the development process and accelerating innovation. By offering ready-to-use, copy-paste code snippets, AgentGenesis simplifies the integration of advanced AI functionalities into various applications. Key Features and Functionality: - Seamless AI Integration: Incorporate AI capabilities effortlessly using pre-built code snippets. - Fully Open Source: Licensed under the MIT license, ensuring flexibility and transparency. - Developer-Friendly Solutions: Access an extensive library of reusable code to simplify development tasks. - Robust Foundations: Build upon well-documented and maintainable code bases for reliable application development. - Accelerated AI Development: Utilize pre-built components to expedite project timelines and foster rapid innovation. - Comprehensive Code Library: Explore a diverse range of AI templates, including RAG flows and Q&A bots. - Community-Driven Improvements: Benefit from continuous enhancements contributed by a dedicated developer community. - Easy Customization: Tailor reusable code to meet the unique requirements of your projects. Primary Value and User Solutions: AgentGenesis addresses the challenges developers face when integrating AI into their applications by providing a robust, open-source framework of reusable components. This approach reduces development time, ensures code quality, and fosters innovation. By leveraging AgentGenesis, developers can focus on creating unique features and functionalities without the overhead of building AI capabilities from scratch, thereby enhancing productivity and accelerating the delivery of AI-powered solutions. ### 15. [AgenticFlow](https://www.g2.com/products/agenticflow/reviews) **Product Description:** A no-code AI platform that helps you build agents that handle sales, marketing, and creative tasks around the clock. ### 16. [AgenticX](https://www.g2.com/products/agenticx/reviews) **Product Description:** Running a trades business means you're always on the tools — not on the phone. AgenticX was built for exactly that moment when a customer calls, you can't answer, and the job goes to your competitor. Four AI agents work your business 24/7 so you don't have to: Missed Call Agent — texts back within 2 minutes, qualifies the lead, collects job details Quote Follow-Up Agent — chases every quote at 24h, 72h, and 7 days automatically Invoice Chase Agent — sends polite payment reminders at day 3, 7, and 14 Review Agent — requests a Google review after every completed job No staff. No scripts to write. Minimal setup. AgenticX connects to your existing workflow and starts working the same day. Built for plumbers, HVAC contractors, and trades businesses in Australia and the US. From $49/month. ### 17. [Agently](https://www.g2.com/products/agently-agently/reviews) **Product Description:** Agently is a comprehensive Agent Development System tailored for real estate teams, designed to streamline agent onboarding, training, coaching, and engagement within a unified, scalable platform. By consolidating these essential functions, Agently empowers teams to onboard agents more efficiently, deliver structured training with built-in accountability, and enhance per-agent productivity, all while maintaining a clear path to production. Key Features and Functionality: - Automated Onboarding: Utilize ready-made onboarding playbooks from top-performing teams, featuring 30-60-90 day checklists and lead certification programs, enabling agents to secure their first client under contract within 45 days. - Structured Training Programs: Implement action-based training with AI-powered reminders to ensure high completion rates, integrating seamlessly with CRM systems to connect training outcomes with real-world results. - Integrated Coaching and Accountability: Run high-accountability coaching programs, challenges, and competitions, with full visibility into agent performance to identify and support those who need it most. - Centralized Communication and Resources: Consolidate communication channels with in-app push notifications and message tracking, and provide a central hub for all agent resources, including forms, agreements, and preferred vendors. - Event Management: Boost attendance at training sessions and company events with built-in RSVPs, smart reminders, and attendance tracking, whether online or in person. Primary Value and Solutions Provided: Agently addresses common challenges in real estate team management by providing a structured system that accelerates agent onboarding, ensures consistent and effective training, and fosters agent engagement and retention. By replacing a clutter of disconnected tools and spreadsheets with an all-in-one platform, Agently enhances operational efficiency, reduces administrative overhead, and drives measurable growth in agent productivity and team performance. ### 18. [Agent Pulsar](https://www.g2.com/products/agent-pulsar/reviews) **Product Description:** Agent Pulsar is a sophisticated platform designed to transform raw conversations from crypto communities on Telegram and Discord into structured intelligence that AI agents can effectively utilize. By continuously monitoring multiple channels, it extracts key developments and provides structured summaries and semantic search capabilities through the Model Context Protocol (MCP). This enables AI agents to seamlessly integrate community intelligence without the hassle of managing multiple APIs or dealing with high noise-to-signal ratios. Key Features and Functionality: - Continuous Monitoring: Agent Pulsar fetches messages from various crypto communities 24/7, ensuring up-to-date information. - Intelligent Summarization: It generates structured 12-hour summaries, highlighting topics, keywords, and sentiment, facilitating quick comprehension of community discussions. - Semantic Search: Users can perform natural language queries across millions of messages, enabling efficient retrieval of relevant information. - MCP Integration: The platform offers straightforward tools compatible with any MCP-compatible agent, ensuring universal compatibility and simple integration without vendor lock-in. Primary Value and User Solutions: Agent Pulsar addresses the challenge AI agents face in understanding and integrating insights from crypto communities. By providing structured intelligence and eliminating the need for complex API integrations, it empowers AI agent builders to enhance their trading bots, research assistants, and portfolio managers with real-time community insights. Crypto investors also benefit by staying updated on their communities through the platform's Telegram bot, ensuring they remain informed about the latest developments without sifting through vast amounts of unstructured data. ### 19. [Agents World](https://www.g2.com/products/agents-world/reviews) **Product Description:** Agents World is a pioneering Web3 AI firm dedicated to transforming autonomous digital environments by enabling the seamless deployment of on-chain AI agents. Their flagship platform, Agents World Studio, empowers developers to build, deploy, and monetize AI agents that operate autonomously within various decentralized ecosystems, including Web3 gaming, decentralized finance (DeFi), and decentralized physical infrastructure networks (DePIN). By integrating artificial intelligence with blockchain technology, Agents World aims to expand the possibilities within decentralized platforms, offering innovative solutions for developers and businesses seeking to leverage AI in a decentralized world. Key Features and Functionality: - AI Virtual Machine Network: Provides robust tools for the rapid development, deployment, and monetization of AI agents. - SDK, API, and No-Code Solutions: Offers a flexible foundation that adapts to complex ecosystems, facilitating integration and customization. - Secure, Trustless Verification: Ensures the integrity and security of AI agents through decentralized protocols. - AI Agent Marketplace: Hosts a diverse library of pre-built AI agents tailored to specific business objectives. - Customization and Integration: Allows effortless tailoring of AI agents to fit unique workflows and seamless integration into existing systems. - Agent Management: Provides a unified dashboard for overseeing the deployment, monitoring, and optimization of AI agents. Primary Value and User Solutions: Agents World addresses the growing need for autonomous, intelligent agents within decentralized platforms. By offering a comprehensive suite of tools and resources, it enables developers and businesses to harness the power of AI in creating more efficient, secure, and scalable decentralized applications. This integration of AI and blockchain technology facilitates the development of innovative solutions across various sectors, including gaming, finance, and infrastructure, thereby enhancing user experiences and operational efficiencies in the decentralized digital landscape. ### 20. [Agentuity](https://www.g2.com/products/agentuity/reviews) **Product Description:** Build sophisticated AI agents with intelligent routing, persistent state, and seamless handoffs. Deploy with built-in APIs, React frontends, databases, and monitoring. Run on our cloud, your VPC, or on-prem. ### 21. [AI20labs](https://www.g2.com/products/ai20labs/reviews) **Product Description:** AI20labs is a full-service agentic automation development partner specializing in creating custom AI agents that automate specific business processes. By transforming complex workflows into seamless, scalable solutions, AI20labs enables businesses to focus on growth and innovation. Key Features and Functionality: - Custom AI Agents: Tailored to unique workflows and business needs, these agents automate tasks, allowing teams to concentrate on core activities. - Seamless Integration: Designed to work flawlessly with existing systems and tools, ensuring zero disruption to current operations. - Rapid Implementation: Expert support teams manage the entire implementation process, facilitating quick deployment. - Dedicated Support: Regular check-ins and integrations, such as Slack, position AI20labs as an extension of the client's team. - Continuous Improvement: AI agents learn from business operations over time, delivering increasingly better results. - Measurable Results: Comprehensive reporting allows tracking of time saved, productivity gains, and return on investment. Primary Value and Solutions Provided: AI20labs addresses the challenge of automating complex business processes by offering customized AI agents that integrate seamlessly into existing workflows. This automation leads to increased efficiency, reduced manual effort, and enhanced scalability. By handling the intricacies of AI development and implementation, AI20labs empowers businesses to focus on strategic growth and innovation, ensuring they remain competitive in their respective industries. ### 22. [AI Agents Live](https://www.g2.com/products/ai-agents-live/reviews) **Product Description:** AI Agents Live is a comprehensive directory and marketplace dedicated to showcasing and connecting users with a wide array of AI agents and services. It serves as a centralized platform where developers and businesses can submit, discover, and evaluate AI-driven solutions tailored to various industries and applications. Key Features and Functionality: - Extensive AI Agent Listings: Users can explore a diverse range of AI agents categorized by industry, functionality, and use case, facilitating easy navigation and discovery. - Detailed Product Information: Each listing provides in-depth descriptions, key features, and user reviews, enabling informed decision-making. - User Reviews and Ratings: The platform incorporates a rating system, allowing users to share experiences and insights, fostering a community-driven evaluation process. - Submission Portal for Developers: AI developers and companies can submit their AI agents through a streamlined process, gaining visibility among potential users and clients. - Regular Updates and News: The platform offers a blog and news section to keep users informed about the latest developments, trends, and innovations in the AI agent landscape. Primary Value and Solutions Provided: AI Agents Live addresses the growing need for a centralized repository of AI solutions by offering a platform that connects developers with potential users. For businesses seeking AI agents, it simplifies the discovery process, providing comprehensive information and user feedback to aid in selecting the most suitable solutions. For developers, it offers a valuable avenue to showcase their products to a targeted audience, enhancing visibility and adoption. Overall, AI Agents Live streamlines the connection between AI solution providers and seekers, fostering innovation and collaboration in the AI community. ### 23. [AI Agents - RAG Platform](https://www.g2.com/products/ai-agents-rag-platform/reviews) **Product Description:** AI Agents – RAG Platform is an advanced enterprise AI solution that enables organizations to build intelligent AI agents powered by Retrieval-Augmented Generation (RAG). The platform combines document management, knowledge retrieval, and AI-driven chat to deliver accurate and context-aware responses from internal data sources. With support for multiple integrations and built-in connectors, teams can easily connect their knowledge bases, documents, and business systems to create automated workflows and AI assistants. The platform helps organizations improve productivity, accelerate decision-making, and provide faster access to critical information. AI Agents – RAG Platform is designed for businesses that want to automate knowledge discovery, streamline operations, and enhance customer and internal support using secure, scalable AI technology. ### 24. [AI Intime](https://www.g2.com/products/ai-intime/reviews) **Product Description:** AI Intime is an agentic AI platform that helps manufacturing and operations teams build custom, role-specific AI agents grounded in their real workflows, systems, and permissions. Instead of generic chatbots, each agent is purpose-built for a specific function, such as plant manager, maintenance lead, procurement specialist, or quality engineer, and operates only within the data and tools that role is authorized to use. Through Model Context Protocol (MCP), agents connect directly to enterprise systems like SAP, Oracle, Outlook, MES platforms, and custom data sources. Users ask questions in natural language and get grounded, auditable answers pulled from live operational data, eliminating copy-paste workflows, dashboard-hopping, and ticket queues to IT. Built-in role-based access control ensures every user sees only what they're authorized to see. Sovereign, on-premises deployment keeps sensitive operational data inside your own infrastructure, supporting data residency and compliance requirements in regulated industries. Purpose-built for manufacturing and adaptable to any sector logistics, energy, utilities, or field services where operational decisions depend on getting the right data to the right person at the right moment. ### 25. [Ainisa](https://www.g2.com/products/ainisa/reviews) **Product Description:** Ainisa: The Most Transparent No-Code AI Agent Platform Ainisa is a powerful no-code platform designed to help businesses build, deploy, and scale custom AI agents. Our mission is to eliminate the industry-standard "10x markup" on AI costs. By using our "Bring Your Own Key" (BYOK) model, businesses can connect directly to OpenAI or Anthropic, ensuring 100% price transparency and data ownership. Whether you need an AI assistant for your website, Telegram, WhatsApp, or Instagram, Ainisa provides industry-leading performance. From small startups to large enterprises requiring "On-Premise" solutions, we provide the infrastructure; you keep the control ## 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