Best AI Agent Builders Software for Small Business

How Many AI Agent Builders Software Products Does G2 Track?

Total Products under this Category: 786

Category Stats (Oct 2026)

  • Average Rating: 4.63/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Agentplace (+14.97%) - Among all products in this category, Agentplace recorded the largest rating increase compared to last month

Last updated: October 26, 2026

How Does G2 Rank AI Agent Builders Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 92,700+ Authentic Reviews
  • 786+ Products
  • Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

G2 Grid® for AI Agent Builders Software

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

Highlighted products: Salesforce Agentforce, ClickUp, Notion, Asana, Zapier, Jotform AI Agents, UiPath Agentic Automation, and Gemini platform.

Underlying data: [Grid® JSON](https://www.g2.com/categories/ai-agent-builders/grids.json?focus%5B%5D=salesforce-agentforce&focus%5B%5D=clickup&focus%5B%5D=notion&focus%5B%5D=asana&focus%5B%5D=zapier&focus%5B%5D=jotform-ai-agents&focus%5B%5D=uipath-agentic-automation&focus%5B%5D=gemini-platform&segment=small-business)

Salesforce Agentforce

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.

Average Rating: 4.3/5.0

Total Reviews: 1,599

Who Is the Company Behind Salesforce Agentforce?

  • Seller: Salesforce
  • Company Website:
  • Year Founded: 1999
  • HQ Location: San Francisco, CA
  • Twitter: @salesforce
    579,511 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    89,711 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Salesforce Developer, Salesforce Administrator
  • Top Industries: Information Technology and Services, Financial Services
  • Company Size: 39% Medium, 32% Large

What Are Recent G2 Reviews of Salesforce Agentforce?

ClickUp

ClickUp is the world’s first Converged AI Workspace, bringing together all work apps, data, and workflows. ClickUp eliminates all forms of work sprawl to provide 100% context and a single place for humans and agents to work, together. Trusted by more than 20 million users worldwide, ClickUp is on a mission to maximize human productivity.

Average Rating: 4.6/5.0

Total Reviews: 14,396

Who Is the Company Behind ClickUp?

  • Seller: ClickUp
  • Company Website:
  • Year Founded: 2017
  • HQ Location: San Diego, California
  • Twitter: @clickup
    69,539 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    7,082 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: CEO, Project Manager
  • Top Industries: Marketing and Advertising, Computer Software
  • Company Size: 77% Small, 19% Medium

What Do G2 Reviewers Say About ClickUp?

AI-generated summary from verified user reviews

Pros
  • Users find ClickUp to be incredibly easy and simple to use, streamlining tasks and enhancing productivity effortlessly.
  • Users value the flexibility in task management, enabling customized workflows for personal, team, and project tasks.
  • Users appreciate the abundance of features in ClickUp, making task management seamless and efficient.
  • Users appreciate ClickUp for its streamlined management tasks, enabling better organization and efficiency in project handling.
  • Users appreciate ClickUp for its streamlined organization, making team management and project tracking efficient and effortless.
Cons
  • Users find the missing features in ClickUp frustrating, particularly the lack of basic tools like subfolders.
  • Users experience a learning curve with ClickUp, finding the plethora of features daunting at first.
  • Users note limited features in ClickUp, with missing basic options and a complex setup process hindering ease of use.
  • Users find ClickUp not intuitive, feeling overwhelmed by its many features and struggling with initial setup and performance.
  • Users experience slow loading times in ClickUp, which affects their productivity when managing multiple tasks and fields.

What Are Recent G2 Reviews of ClickUp?

What Are G2 Users Discussing About ClickUp?

Notion

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.

Average Rating: 4.6/5.0

Total Reviews: 12,561

Who Is the Company Behind Notion?

  • Seller: Notion
  • Company Website:
  • Year Founded: 2016
  • HQ Location: San Francisco, California
  • Twitter: @NotionHQ
    518,653 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    7,360 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Software Engineer, Student
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 62% Small, 24% Medium

What Do G2 Reviewers Say About Notion?

AI-generated summary from verified user reviews

Pros
  • Users find Notion's ease of use incredibly helpful, appreciating its intuitive design and straightforward collaboration features.
  • Users love Notion’s flexible organization features, making it easy to manage projects, notes, and collaborate effectively.
  • Users love the integrated AI features of Notion, enhancing productivity and simplifying content management effortlessly.
  • Users find Notion extremely useful for managing tasks, enhancing collaboration, and streamlining documentation processes effectively.
  • Users love how Notion offers powerful organization features that greatly enhance productivity and streamline workflow management.
Cons
  • Users find the learning curve steep in Notion, leading to frustration with editing and organization.
  • Users find Notion's limited features frustrating, noting a lack of depth and missing functionalities like recording and free templates.
  • Users find the learning difficulty creates navigation challenges, making formatting and advanced features less intuitive.
  • Users note several missing features in Notion, which hinder optimization and streamline their workflow effectively.
  • Users express frustration with usage limitations in Notion, highlighting challenges in setup, organization, and document drafting.

What Are Recent G2 Reviews of Notion?

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Asana

Asana is a leading work management platform for human + AI collaboration. Over 170,000 customers like Accenture, Amazon, Anthropic, and Suzuki rely on Asana to align teams and accelerate organizational impact. Whether it’s managing strategic initiatives, cross-functional programs, or company-wide goals, Asana helps organizations bring clarity to complexity—turning plans into action with AI working alongside teams every step of the way. To learn more, visit www.asana.com.

Average Rating: 4.4/5.0

Total Reviews: 13,484

Who Is the Company Behind Asana?

  • Seller: Asana
  • Company Website:
  • Year Founded: 2008
  • HQ Location: San Francisco, CA
  • Twitter: @Asana
    119,913 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    4,427 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Project Manager, Owner
  • Top Industries: Marketing and Advertising, Information Technology and Services
  • Company Size: 57% Small, 31% Medium

What Do G2 Reviewers Say About Asana?

AI-generated summary from verified user reviews

Pros
  • Users find Asana to have a user-friendly interface, making it simple to manage tasks and collaborate effectively.
  • Users appreciate Asana for its effective task management, enhancing productivity and collaboration across teams and projects.
  • Users value the workflow features of Asana, enhancing teamwork and project organization with flexible task management options.
  • Users appreciate the workflow features in Asana, facilitating team connectivity and enhancing project management efficiency.
  • Users value the user-friendly task tracking in Asana, enhancing organization and efficiency in managing deliverables.
Cons
  • Users struggle with the steep learning curve of Asana, finding it messy and difficult to manage tasks effectively.
  • Users experience a lack of essential features, including time tracking and project setup capabilities, hindering usability.
  • Users note the limited features in Asana, particularly with powerful tools locked behind higher pricing tiers.
  • Users find the UI not intuitive, with a clunky design that complicates navigation and task management.
  • Users find the search functionality lacking, making it difficult to efficiently locate projects and tasks.

What Are Recent G2 Reviews of Asana?

What Are G2 Users Discussing About Asana?

Zapier

Zapier is the #1 workflow automation platform for businesses that want to grow faster by maximizing the efficiency of their teams, tools, and processes without relying on development teams. With our new visual editor, free Filter and Formatter tasks for more control, and reduced task-based pricing, you're going love automating with Zapier. It's free to sign up — no credit card required — and creating your first workflow, what we call a "Zap," is just a few clicks away. Since 2011, over 2 million business have turned to Zapier for their automation needs, including: lead management, sales pipeline, marketing campaigns, customer support, data management, project management, and tickets and incidents.

Average Rating: 4.5/5.0

Total Reviews: 2,076

Who Is the Company Behind Zapier?

  • Seller: Zapier
  • Company Website:
  • Year Founded: 2011
  • HQ Location: San Francisco, CA
  • Twitter: @zapier
    95,859 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    1,521 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Owner, CEO
  • Top Industries: Marketing and Advertising, Information Technology and Services
  • Company Size: 70% Small, 24% Medium

What Do G2 Reviewers Say About Zapier?

AI-generated summary from verified user reviews

Pros
  • Users find Zapier's ease of use remarkable, simplifying automation and app integrations without the need for technical skills.
  • Users value Zapier's seamless automation, effectively connecting apps and streamlining workflows for increased efficiency.
  • Users value the extensive integrations Zapier offers, streamlining tasks across their essential tools effortlessly.
  • Users love the easy integrations of Zapier, allowing seamless connections between tools for efficient automation.
  • Users value the wide range of integrations in Zapier, enhancing task automation across various platforms effortlessly.
Cons
  • Users find the cost of Zapier to be high, especially for accessing advanced features and integrations.
  • Users find the complexity of setup and feature navigation challenging, complicating their ability to test effectively.
  • Users find pricing issues with Zapier, as premium features come at a much higher cost than expected for small projects.
  • Users find the learning curve overwhelming due to the extensive integrations, making it challenging to build efficient zaps.
  • Users express frustration with Zapier's limited features, making it challenging for smaller teams and specific use cases.

What Are Recent G2 Reviews of Zapier?

What Are G2 Users Discussing About Zapier?

Jotform AI Agents

Jotform AI Agents are automated real-time assistants designed to help your users at any time of day or night. AI Agents are the future of customer service. Train and customize your own personal AI Agent to enhance user engagement, improve response times, and streamline support operations. With Jotform’s intuitive, no-code AI builder, you can easily train and customize your own AI Agent to match your brand voice, support workflows, and respond with the exact information your users need. Simply provide key details, documents, FAQs, or form data, and your AI Agent will learn from this context to deliver accurate, personalized interactions. This level of customization helps teams improve response times, boost user satisfaction, and streamline support operations across every stage of the customer journey. One of the platform’s most powerful advantages is its extensive library of 7,000+ customizable AI Agent templates. These ready-made templates provide an easy starting point for a wide variety of use cases, including customer support, onboarding, lead qualification, appointment scheduling, product education, internal training, and more. Each template can be fully personalized with your own instructions, tone, workflows, and industry-specific knowledge—allowing you to deploy high-performing AI Agents in minutes. Jotform AI Agents provide 24/7 automated assistance, ensuring your customers receive instant support even outside of business hours. While you sleep, your AI Agents continue working—handling inquiries, resolving issues, collecting information, and providing accurate responses around the clock. This continuous availability reduces wait times, increases engagement, and helps teams keep up with growing demand. With multichannel support, Jotform AI Agents can operate wherever your users are. Deploy your agents across web, chat widgets, email, phone, WhatsApp, Messenger, Gmail, WordPress, and other communication channels for a unified, consistent support experience. This omnichannel flexibility ensures that your users always receive real-time assistance—no matter the device or platform. For teams requiring voice-based interactions, Jotform offers powerful phone and SMS capabilities. AI Agents can handle incoming calls, conduct natural voice conversations, answer questions, and transcribe spoken messages—all with a friendly, human-like tone. This makes Jotform AI Agents ideal for customer service hotlines, appointment reminders, phone-based support, and automated phone menus. AI Agents can also perform customizable actions based on your workflows. Define specific behaviors, triggers, follow-up steps, or automated tasks for your agent to execute. Whether you want it to qualify leads, send emails, update CRM records, route inquiries, generate reports, or collect data through forms, your AI Agent follows your rules precisely. By combining real-time automation, no-code customization, multichannel support, and intelligent communication, Jotform AI Agents help organizations scale their customer experience effortlessly. Whether you’re a small business or a global enterprise, AI Agents provide the speed, accuracy, and availability needed to support users at every moment.

Average Rating: 4.5/5.0

Total Reviews: 720

Who Is the Company Behind Jotform AI Agents?

  • Seller: Jotform
  • Company Website:
  • Year Founded: 2006
  • HQ Location: San Francisco, California
  • Twitter: @Jotform
    39,289 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    925 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Owner, Founder
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 75% Small, 11% Medium

What Do G2 Reviewers Say About Jotform AI Agents?

AI-generated summary from verified user reviews

Pros
  • Users value the ease of use of Jotform AI Agents, enhancing productivity and simplifying onboarding processes.
  • Users find the easy setup of Jotform AI Agents simplifies onboarding and ongoing training for clients.
  • Users highlight the easy setup of Jotform AI Agents, enabling quick onboarding and efficient client interaction.
  • Users find Jotform AI Agents to be extremely helpful in streamlining tasks and enhancing productivity in various settings.
  • Users value the superior setup ease of Jotform AI Agents, facilitating a smooth onboarding process and enhanced efficiency.
Cons
  • Users find the AI limitations frustrating, with issues in flexibility and understanding user specifications effectively.
  • Users find the AI's limited capabilities affect its flexibility and accuracy in executing workflows and understanding requests.
  • Users express frustration with the limited features of Jotform AI Agents, hindering their ability to customize workflows effectively.
  • Users find inadequate AI features in Jotform AI Agents, as it often hallucinates and misunderstands user requests.
  • Users experience poor understanding from Jotform AI Agents, leading to frustration and confusion in interpreting queries and instructions.

What Are Recent G2 Reviews of Jotform AI Agents?

Gemini platform

Google Cloud's comprehensive platform for developers to build, scale, govern and optimize agents and models. It's a single destination for technical teams to build agents that can transform enterprise applications and workflows into powerful agentic systems.

Average Rating: 4.3/5.0

Total Reviews: 732

Who Is the Company Behind Gemini platform?

  • Seller: Google
  • Year Founded: 1998
  • HQ Location: Mountain View, CA
  • Twitter: @google
    31,899,995 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    301,144 employees on LinkedIn®
  • Ownership: NASDAQ:GOOG

Who Uses This Product?

  • Who Uses This: Software Engineer, Data Scientist
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 42% Small, 29% Large

What Do G2 Reviewers Say About Gemini platform?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of the Gemini Enterprise Agent Platform, highlighting its beginner-friendly interface and intuitive design.
  • Users appreciate the multimodal capabilities of Gemini, enhancing productivity by understanding text, images, code, and documents together.
  • Users value the multimodal capabilities of Gemini, enhancing productivity in software development and automation projects.
  • Users value the multimodal capabilities of Gemini, enhancing productivity in software development and automation projects.
  • Users value the integrated platform of Gemini, enhancing productivity by combining various functionalities in a unified system.
Cons
  • Users find the platform expensive, especially when considering resource usage and challenging documentation.
  • Users find the complex pricing structure of Gemini Enterprise Agent Platform confusing and difficult to navigate.
  • Users find the learning curve steep with Gemini Enterprise Agent Platform, due to its numerous complex components and configurations.
  • Users find the complex pricing structure of Gemini Enterprise Agent challenging and suggest simplifying it for clarity.
  • Users find the difficult learning curve of Gemini Enterprise Agent Platform overwhelming, especially with advanced features and integrations.

What Are Recent G2 Reviews of Gemini platform?

What Are G2 Users Discussing About Gemini platform?

UiPath Agentic Automation

UiPath (NYSE: PATH) is a global leader in agentic automation, empowering enterprises to harness the full potential of AI agents to autonomously execute and optimize complex business processes. The UiPath Platform™ uniquely combines controlled agency, developer flexibility, and seamless integration to help organizations scale agentic automation safely and confidently. Committed to security, governance, and interoperability, UiPath supports enterprises as they transition into a future where automation delivers on the full potential of AI to transform industries. For more information, visit www.uipath.com. Agentic testing is an AI-powered approach to software quality assurance that leverages autonomous agents to generate, execute, and evolve tests across the entire testing lifecycle. By partnering intelligent agents with human testers, agentic testing dramatically increases test coverage, accelerates release cycles, improves system resilience, and enables continuous testing at enterprise scale. It empowers teams to shift from manual, reactive testing to proactive, scalable quality engineering—driving faster innovation with higher confidence.

Average Rating: 4.6/5.0

Total Reviews: 6,270

Who Is the Company Behind UiPath Agentic Automation?

  • Seller: UiPath
  • Company Website:
  • Year Founded: 2005
  • HQ Location: New York
  • Twitter: @UiPath
    108,104 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    5,142 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: RPA Developer, Software Engineer
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 51% Large, 28% Medium

What Do G2 Reviewers Say About UiPath Agentic Automation?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the advanced AI capabilities of UiPath Agentic Automation, enhancing adaptability and seamless workflow integration.
  • Users appreciate the ease of use of UiPath Agentic Automation, making it simple for developers to integrate and automate tasks.
  • Users value the seamless integration of AI with automation in UiPath Agentic Automation for handling complex tasks.
  • Users commend the automation ease of UiPath Agentic Automation, benefiting from its advanced AI capabilities and orchestration.
  • Users value the efficiency of UiPath Agentic Automation, enjoying streamlined automation solutions that save time and effort.
Cons
  • Users find the product expensive, with high licensing costs compared to other RPA tools, impacting overall value.
  • Users find the learning curve challenging, especially with agent training and required programming knowledge for non-tech individuals.
  • Users find the complexity of UiPath Agentic Automation overwhelming, especially when navigating advanced features and setups.
  • Users feel that the pricing issues of UiPath Agentic Automation are too high, affecting repurchase decisions.
  • Users find the licensing issues confusing, making initial setup and advanced feature access challenging for newcomers.

What Are Recent G2 Reviews of UiPath Agentic Automation?

What Are G2 Users Discussing About UiPath Agentic Automation?

IBM watsonx Orchestrate

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

Average Rating: 4.4/5.0

Total Reviews: 373

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Who Is the Company Behind IBM watsonx Orchestrate?

  • Seller: IBM
  • Company Website:
  • Year Founded: 1911
  • HQ Location: Armonk, New York, United States
  • Twitter: @IBMSecurity
    74,660 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    344,328 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Software Engineer, Senior Software Engineer
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 41% Large, 39% Small

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 for building and deploying intelligent agents effortlessly.
  • Users value the easy integrations of IBM Watsonx Orchestrate, enhancing automation and simplifying marketing workflows effectively.
  • Users value the low to no code interface that makes automating tasks with IBM watsonx Orchestrate easy and efficient.
  • Users value the seamless AI integration of IBM watsonx Orchestrate, enhancing efficiency and user experience across platforms.
  • Users appreciate the seamless integrations of IBM Watsonx Orchestrate, enabling smooth workflows across various marketing platforms.
Cons
  • Users find the learning curve steep and mention limited educational resources for mastering IBM watsonx Orchestrate.
  • Users find the complexity in the learning curve to be challenging, especially when integrating with enterprise systems.
  • Users find the integration issues cumbersome, often requiring extra workflows for a seamless experience.
  • Users note the missing features in IBM watsonx Orchestrate, which hinder usability and complicate development processes.
  • Users find IBM watsonx Orchestrate to be expensive, making it less accessible for smaller firms and integrations challenging.

What Are Recent G2 Reviews of IBM watsonx Orchestrate?

What Are G2 Users Discussing About IBM watsonx Orchestrate?

n8n

n8n is a workflow automation platform built for technical teams operationalizing AI. Built for technical teams, it offers 500+ integrations, custom code flexibility, and self-hosting options. With 180k+ Github Stars and a thriving community, n8n enables teams to build production-ready automation workflows that bridge AI with real business processes.

Average Rating: 4.7/5.0

Total Reviews: 314

Who Is the Company Behind n8n?

  • Seller: n8n GmbH
  • Company Website:
  • Year Founded: 2019
  • HQ Location: Berlin, Berlin
  • Twitter: @n8n_io
    81,824 Twitter followers
  • LinkedIn® Page: linkedin.com
    1,275 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Founder, CEO
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 78% Small, 18% Medium

What Do G2 Reviewers Say About n8n?

AI-generated summary from verified user reviews

Pros
  • Users value the ease of use of n8n, enjoying intuitive designs that simplify complex workflow automation.
  • Users value the flexible automation capabilities of n8n, enhancing productivity through easy and extensive workflow management.
  • Users appreciate the extensive integrations of n8n, enabling seamless connections between various tools within workflows.
  • Users enjoy the efficient workflow management of n8n, streamlining tasks and enhancing productivity through automation.
  • Users value the intuitive visual editor of n8n, enabling easy creation of complex workflows and automations.
Cons
  • Users note a significant learning curve with n8n, requiring time and tutorials to optimize workflows effectively.
  • Users find n8n's difficult learning curve challenging, especially for non-developers managing complex workflows effectively.
  • Users note the absence of essential features in self-hosted n8n, hindering functionality and ease of use.
  • Users find the limitations in debugging and handling large workflows a significant challenge when using n8n.
  • Users struggle with the poor interface design of n8n, finding it unresponsive and difficult to navigate effectively.

What Are Recent G2 Reviews of n8n?

What Are G2 Users Discussing About n8n?

Lindy

Lindy is an AI workflow automation platform that helps businesses streamline operations by handling repetitive tasks at scale. With Lindy, you can build AI agents—without writing a single line of code—to automate tasks like responding to emails, scheduling meetings, enriching leads, recording and summarizing calls, and more. Key Features: ✅ No-Code AI Agent Builder – Create custom AI-powered assistants in minutes. ✅ 200+ App Integrations – Connect seamlessly with your CRM, email, calendar, and other business tools. ✅ End-to-End Automation – Automate outreach, data entry, meeting summaries, and follow-ups. ✅ Get Started with a Template – Hundred of templates to help you deploy AI agents as executive assistants, customer support chatbots, medical scribes, sales assistants, and more. ✅ Scalable & Adaptable – Customize workflows to fit your business needs, from small teams to enterprises. Check it out at lindy.ai

Average Rating: 4.9/5.0

Total Reviews: 171

Who Is the Company Behind Lindy?

  • Seller: Lindy
  • Year Founded: 2023
  • HQ Location: San Francisco, California, United States
  • Twitter: @getlindy
    24,175 Twitter followers
  • LinkedIn® Page: fr.linkedin.com
    50 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: CEO, Founder
  • Top Industries: Marketing and Advertising, Consulting
  • Company Size: 79% Small, 5% Medium

What Do G2 Reviewers Say About Lindy?

AI-generated summary from verified user reviews

Pros
  • Users value the effortless ease of use of Lindy, simplifying AI agent setup and workflow automation seamlessly.
  • Users love the automation capabilities of Lindy, enabling efficient task management and seamless workflows for enhanced productivity.
  • Users commend Lindy for its intuitive interface, making task automation easy and accessible for beginners.
  • Users value the time-saving capabilities of Lindy, enabling quick setup and efficient task management for their businesses.
  • Users find Lindy's easy setup remarkably efficient, enabling quick agent deployment and enhanced productivity.
Cons
  • Users find Lindy to be expensive, especially due to limited credits and high costs for error corrections.
  • Users find the high subscription cost of Lindy challenging, especially for scaling and non-US users.
  • Users find the learning curve steep, complicating the onboarding process despite the “no-code” marketing claims.
  • Users find the limited features of Lindy restrictive, making it hard to fully explore the software before upgrading.
  • Users are frustrated with Lindy's AI inaccuracy, leading to costly errors and frequent misunderstandings during usage.

What Are Recent G2 Reviews of Lindy?

Microsoft Copilot Studio

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.

Average Rating: 4.4/5.0

Total Reviews: 163

Who Is the Company Behind Microsoft Copilot Studio?

  • Seller: Microsoft
  • Year Founded: 1975
  • HQ Location: Redmond, Washington
  • Twitter: @microsoft
    13,091,739 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    232,750 employees on LinkedIn®
  • Ownership: MSFT

Who Uses This Product?

  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 39% Small, 31% Large

What Do G2 Reviewers Say About Microsoft Copilot Studio?

AI-generated summary from verified user reviews

Pros
  • Users love the ease of use of Microsoft Copilot Studio, which streamlines tasks and integrates smoothly with Microsoft 365.
  • Users value the easy integrations of Microsoft Copilot Studio, facilitating seamless use with existing Microsoft tools.
  • Users appreciate the easy setup of Microsoft Copilot Studio, making it accessible even for those without technical knowledge.
  • Users value the seamless AI integration of Microsoft Copilot Studio, enhancing productivity without requiring extensive coding skills.
  • Users value the automation capabilities of Microsoft Copilot Studio, significantly enhancing productivity by streamlining repetitive tasks.
Cons
  • Users are concerned about the expensive costs of Microsoft Copilot Studio, which can accumulate quickly with usage.
  • Users face limited customization options with Microsoft Copilot Studio, hindering their ability to adapt it to their needs.
  • Users face a steep learning curve when trying to fully customize Microsoft Copilot Studio to their preferences.
  • Users report that complex workflows can be disrupted by hard quotas, leading to frustrations in high-traffic environments.
  • Users express frustration with integration issues, finding Microsoft Copilot Studio limited and overly complex for diverse needs.

What Are Recent G2 Reviews of Microsoft Copilot Studio?

What Are G2 Users Discussing About Microsoft Copilot Studio?

OutSystems

What if you could build custom, AI-powered solutions that fit your business perfectly, without the risk or costly lock-in? The OutSystems AI-powered low-code development platform eliminates the compromises of building and buying, enabling your teams to turn ideas into mission-critical applications and agents that drive revenue, efficiency, and customer impact. By combining a trusted low-code foundation with powerful AI capabilities, you can build custom solutions up to 10x faster, with the speed of innovation and control you need to compete in the AI-centric future.

Average Rating: 4.5/5.0

Total Reviews: 1,632

Who Is the Company Behind OutSystems?

  • Seller: OutSystems
  • Company Website:
  • Year Founded: 2001
  • HQ Location: Boston, MA
  • Twitter: @OutSystems
    25,276 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    2,239 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Software Engineer, Developer
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 40% Medium, 36% Large

What Do G2 Reviewers Say About OutSystems?

AI-generated summary from verified user reviews

Pros
  • Users value the ease of use in OutSystems, making development and implementation quick and straightforward.
  • Users value the speed of development with OutSystems, enabling rapid app creation and seamless integration.
  • Users praise the fast development capabilities of OutSystems, enabling quick app deployment and easy learning.
  • Users value the fast application development with OutSystems, enabling quick project turnaround and efficient workflows.
  • Users value the speed and ease of app development with OutSystems, enabling rapid creation without extensive coding knowledge.
Cons
  • Users note the high licensing costs of OutSystems, suggesting a need for more affordable options and better integrations.
  • Users express concern over the high licensing costs and limited customization options of OutSystems.
  • Users express concern over high licensing costs and restrictions on customization, leading to vendor lock-in issues.
  • Users often find missing features in OutSystems, wishing for more options in UX/UI and frontend development.
  • Users note the limited customization options in OutSystems, hindering their ability to build highly specific applications.

What Are Recent G2 Reviews of OutSystems?

What Are G2 Users Discussing About OutSystems?

IBM watsonx.ai

Watsonx.ai is part of the IBM watsonx platform that brings together new generative AI capabilities, powered by foundation models and traditional machine learning into a powerful studio spanning the AI lifecycle. With watsonx.ai, you can build, train, validate, tune and deploy generative AI, foundation models and machine learning capabilities with ease and build AI applications in a fraction of the time with a fraction of the data.

Average Rating: 4.4/5.0

Total Reviews: 148

Who Is the Company Behind IBM watsonx.ai?

  • Seller: IBM
  • Company Website:
  • Year Founded: 1911
  • HQ Location: Armonk, New York, United States
  • Twitter: @IBMSecurity
    74,660 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    344,328 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Consultant
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 42% Small, 33% Large

What Do G2 Reviewers Say About IBM watsonx.ai?

AI-generated summary from verified user reviews

Pros
  • Users praise the ease of use of IBM watsonx.ai, facilitating straightforward integration and model development.
  • Users value the wide range of model types in IBM watsonx.ai, enhancing flexibility and efficiency in development.
  • Users appreciate the user-friendly platform that simplifies building and deploying AI models efficiently and effectively.
  • Users appreciate the user-friendly AI studio of IBM watsonx.ai, enabling efficient chatbot creation with minimal coding.
  • Users appreciate the enterprise-grade AI of IBM watsonx.ai, which integrates seamlessly for practical, reliable business solutions.
Cons
  • Users find the difficult learning curve challenging, indicating the need for clearer documentation and better onboarding support.
  • Users find the complexity of IBM watsonx.ai challenging, especially for beginners and small teams seeking easier solutions.
  • Users find the steep learning curve of IBM watsonx.ai challenging, making it less approachable for non-technical teams.
  • Users express concerns about the high costs of IBM watsonx.ai, finding it challenging and not budget-friendly for small teams.
  • Users feel that improvement is needed in 3rd party integration and intelligent model optimization for better performance.

What Are Recent G2 Reviews of IBM watsonx.ai?

Langchain

LangChain is an open-source framework designed to simplify the development of applications powered by large language models (LLMs). By providing a suite of tools and abstractions, LangChain enables developers to build context-aware, reasoning applications such as chatbots, question-answering systems, and content generators. Its modular architecture allows for seamless integration with various LLMs, including those from OpenAI, Anthropic, and Cohere, facilitating the creation of sophisticated AI-driven solutions. Key Features and Functionality: - Modular Components: LangChain offers isolated modules for model input/output, prompt templates, and retrieval mechanisms, allowing developers to customize and extend functionalities as needed. - Agent Framework: The framework supports the creation of agents that can make decisions and perform tasks based on user inputs, enhancing the interactivity and utility of applications. - Memory Management: LangChain provides both short-term and long-term memory capabilities, enabling applications to maintain context over extended interactions. - Extensive Integrations: With over 1,000 integrations, LangChain allows developers to connect with various models, tools, and databases without the need to rewrite application code, ensuring flexibility and future-proofing. - Durable Runtime: Built on LangGraph’s durable runtime, LangChain ensures agents have built-in persistence, rewind capabilities, checkpointing, and support for human-in-the-loop interactions. Primary Value and Problem Solving: LangChain addresses the challenges developers face when integrating LLMs into applications by offering a structured and efficient approach to building AI-driven solutions. It streamlines the development process, reduces the complexity associated with managing interactions between various components, and provides the flexibility to adapt to evolving AI technologies. By leveraging LangChain, developers can rapidly deploy reliable and scalable AI applications that are capable of understanding and responding to complex user inputs, thereby enhancing user experiences and operational efficiency.

Average Rating: 4.5/5.0

Total Reviews: 149

Who Is the Company Behind Langchain?

Who Uses This Product?

  • Who Uses This: Student, Software Developer
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 59% Small, 25% Medium

What Do G2 Reviewers Say About Langchain?

AI-generated summary from verified user reviews

Pros
  • Users commend the ease of use of Langchain, facilitating seamless integration and development of AI applications.
  • Users value the easy integrations of Langchain, facilitating seamless connections between LLMs, data, and APIs.
  • Users value the ease of use and powerful integrations of Langchain, making it accessible for various applications.
  • Users appreciate the seamless integrations of LangChain, enhancing the efficiency of AI app development and scaling.
  • Users value the customization capabilities of Langchain, enabling tailored, efficient development for complex AI applications.
Cons
  • Users find LangChain's complexity issues frustrating, as heavy abstractions hinder debugging and complicate deployment.
  • Users find Langchain's steep learning curve daunting, with complexity in integration and frequent API changes complicating usage.
  • Users often find poor documentation of LangChain to be overwhelming, making it challenging to navigate and maintain projects.
  • Users face a steep learning curve and frequent breaking changes that complicate their experience with Langchain.
  • Users criticize the software instability of Langchain, particularly due to frequent breaking changes and documentation delays.

What Are Recent G2 Reviews of Langchain?

Bijou Barry
BB
Researched and written by Bijou Barry
Updated