Best AI Agent Builders Software - Page 2

How Many AI Agent Builders Software Products Does G2 Track?

Total Products under this Category: 722

Category Stats (Oct 2026)

  • Average Rating: 4.62/5 (↓0.01 vs Sep 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Frontier (+1.19%) - Among all products in this category, Frontier recorded the largest rating increase compared to last month

Last updated: October 01, 2026

How Does G2 Rank AI Agent Builders Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 91,100+ Authentic Reviews
  • 722+ 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, Notion, UiPath Agentic Automation, ClickUp, OutSystems, Asana, ServiceNow AI Agents, and Databricks.

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

Guru

Guru is the AI Source of Truth for your company—an AI knowledge platform that connects everything your teams know, makes it accessible everywhere you work, and keeps it accurate automatically. Guru unifies your company’s apps, chats, and docs into one governed knowledge layer, delivering cited, permission-aware answers, chat, and research across Slack, Teams, your browser, or even other AIs like ChatGPT and Claude. Every answer is grounded in verified knowledge, with built-in verification and lineage to ensure trust, compliance, and confidence at scale. Connect your knowledge. Access it everywhere. Build trust—automatically.

Average Rating: 4.7/5.0

Total Reviews: 2,261

Who Is the Company Behind Guru?

  • Seller: Guru
  • Company Website:
  • Year Founded: 2013
  • HQ Location: Philadelphia, PA
  • Twitter: @Guru_HQ
    4,242 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    2,656 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Customer Service Representative, Customer Success Manager
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 59% Medium, 29% Large

What Do G2 Reviewers Say About Guru?

AI-generated summary from verified user reviews

Pros
  • Users enjoy the ease of use of Guru, finding it simple to get answers through AI and keywords.
  • Users value Guru's quick, reliable answers and seamless integration into workflows, enhancing productivity and reducing confusion.
  • Users value the comprehensive information offered by Guru, enhancing knowledge management and team efficiency.
  • Users appreciate the easy access provided by Guru, seamlessly integrating into daily workflows without disrupting tasks.
  • Users value Guru for its accurate and reliable information that enhances workflow efficiency during live interactions.
Cons
  • Users experience search functionality issues with Guru, including slow results and ineffective keyword recognition.
  • Users experience inefficient search when managing extensive content, making it challenging to find relevant information quickly.
  • Users experience search functionality issues, with slow results and ineffective keyword recognition affecting their efficiency.
  • Users find the inefficient searching in Guru frustrating, as it often results in generic answers for technical queries.
  • Users often face organizational challenges with Guru, especially in managing large collections and slow search results.

What Are Recent G2 Reviews of Guru?

What Are G2 Users Discussing About Guru?

Wati

Wati is an agentic customer engagement platform that transforms conversations into revenue across marketing, sales, and support. By uniting AI agents and human teams across WhatsApp, Instagram, RCS, voice, and web chat, Wati unlocks growth via meaningful interactions while the Wati AI Copilot supercharges your team's productivity. Trusted by over 16,000 customers across 190+ countries, Wati simplifies complex operations and business conversations with a unified inbox, no-code automation, and our intelligent AI layer, Astra. Proudly backed by Tiger Global, Sequoia Capital, DST Global, and Shopify, and recognised as a Premium Partner of Meta and Google. Wati, the Agentic Customer Engagement Platform for Revenue Growth. © Wati 2026. Clare.ai Limited. GDPR Compliant. ISO/IEC 27001 Certified. SOC 2 Compliant.

Average Rating: 4.6/5.0

Total Reviews: 496

Who Is the Company Behind Wati?

  • Seller: Wati
  • Company Website:
  • Year Founded: 2020
  • HQ Location: Hong Kong, HK
  • Twitter: @Wati_io
    594 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    291 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Founder, CEO
  • Top Industries: Education Management, Information Technology and Services
  • Company Size: 73% Small, 20% Medium

What Do G2 Reviewers Say About Wati?

AI-generated summary from verified user reviews

Pros
  • Users commend the ease of use of WATI, appreciating its intuitive design and comprehensive support for automation.
  • Users appreciate the effortless automation of WATI, which enhances efficiency and communication across diverse industries.
  • Users commend Wati for its exceptional customer support, highlighting the helpfulness and patience of the technical team.
  • Users value WATI's ease of use and powerful automation features, making it ideal for startups and efficient communication.
  • Users praise the easy setup of WATI, making integration with WhatsApp Business seamless for teams.
Cons
  • Users note that WATI can become expensive due to hidden charges and high fees for frequent messaging.
  • Users find the cost burdensome, particularly for smaller businesses and non-profit organizations struggling with pricing.
  • Users desire more missing features like dark mode, immediate unblocking, AI capabilities, and internal notes for better functionality.
  • Users highlight pricing issues that may hinder smaller businesses and non-profits from effectively utilizing Wati.
  • Users experience messaging issues with Wati, including delivery failures and limitations from WhatsApp API restrictions.

What Are Recent G2 Reviews of Wati?

What Are G2 Users Discussing About Wati?

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: 152

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, 32% 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?

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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: 141

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: 40% Small, 32% 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?

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: 307

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: CEO, Founder
  • 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 value the intuitive visual editor of n8n, enabling easy creation of complex workflows and automations.
  • Users enjoy the efficient workflow management of n8n, streamlining tasks and enhancing productivity through automation.
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 struggle with the poor interface design of n8n, finding it unresponsive and difficult to navigate effectively.
  • Users find the limitations in debugging and handling large workflows a significant challenge when using n8n.

What Are Recent G2 Reviews of n8n?

What Are G2 Users Discussing About n8n?

Workato

Workato is the #1-rated iPaaS and the leader in Enterprise MCP — the platform enterprises trust to unify integration, automation, and AI in one secure, cloud-native runtime. Trusted by over 12,000 customers including half the Fortune 500, Workato connects every system, process, and data source with 14,000+ pre-built connectors. What sets Workato apart: Enterprise MCP turns proven business processes into governed, agent-ready skills that any AI agent — Claude, ChatGPT, Cursor, or custom-built — can execute safely and predictably. No rip-and-replace required. Whether modernizing legacy integrations or deploying agentic AI at scale, Workato delivers the orchestration, governance, and trust needed in the enterprise.

Average Rating: 4.7/5.0

Total Reviews: 771

Who Is the Company Behind Workato?

  • Seller: Workato
  • Company Website:
  • Year Founded: 2013
  • HQ Location: Mountain View, California
  • Twitter: @Workato
    3,641 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    1,466 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Software Engineer, Senior Software Engineer
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 43% Medium, 33% Large

What Do G2 Reviewers Say About Workato?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of Workato, enabling quick automation without needing technical expertise.
  • Users love the easy integrations with Workato, allowing quick automation of tools like Salesforce and Slack.
  • Users love how Workato's easy integrations simplify automation, saving them hours and making processes seamless.
  • Users value the user-friendly and low-code interface of Workato, making business process automation seamless and efficient.
  • Users appreciate the ease of automation with Workato, enabling seamless integrations and saving significant time on repetitive tasks.
Cons
  • Users often find the complexity of Workato overwhelming, particularly regarding pricing and onboarding, leading to confusion.
  • Users find the learning curve steep, with complexity and confusion hindering smooth onboarding and workflow management.
  • Users are frustrated by data limitations in Workato, impacting email sends, job reporting, and large file transfers.
  • Users find the missing features in Workato's connector library limit their integration capabilities with lesser-known applications.
  • Users find the steep learning curve of Workato daunting, especially during onboarding and initial usage.

What Are Recent G2 Reviews of Workato?

What Are G2 Users Discussing About Workato?

Dust

Dust is the multiplayer AI platform for human-agent collaboration. People and agents work as co-contributors with shared context, knowledge, and tools, so that work doesn't just get done, it gets rewired. Dust gives teams shared workspaces, an intelligent context layer that synthesizes company knowledge across tools, and the flexibility to switch between models from OpenAI, Anthropic, Google, and Mistral. Trusted by 3,000+ organizations.

Average Rating: 4.6/5.0

Total Reviews: 87

Who Is the Company Behind Dust?

  • Seller: Dust
  • Year Founded: 2023
  • HQ Location: Paris, FR
  • Twitter: @DustHQ
    11,894 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    177 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 60% Medium, 33% Small

What Do G2 Reviewers Say About Dust?

AI-generated summary from verified user reviews

Pros
  • Users love the ability to build personalized assistants, enhancing their productivity and AI utilization effectively.
  • Users love the easy customization of AI agents in Dust, enhancing collaboration while ensuring data security.
  • Users appreciate the user-friendly interface of Dust, which makes creating and customizing AI agents straightforward and efficient.
  • Users value the flexibility of Dust, enabling easy customization and collaboration while ensuring data privacy.
  • Users value Dust for its user-friendly interface, enabling easy creation and secure management of AI agents.

What Are Recent G2 Reviews of Dust?

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: 136

Who Is the Company Behind Langchain?

Who Uses This Product?

  • Who Uses This: Software Developer, Student
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 56% Small, 24% 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 criticize the software instability of Langchain, particularly due to frequent breaking changes and documentation delays.
  • Users face a steep learning curve and frequent breaking changes that complicate their experience with Langchain.

What Are Recent G2 Reviews of Langchain?

Postman

Postman is the world’s leading API platform, used by more than 40 million developers and 500,000 organizations to build, test, and manage APIs at scale. With Postman, teams collaborate efficiently across the entire API lifecycle, including design, development, testing, security, documentation, and governance. The platform helps ensure consistency, quality, and enterprise-grade control. Postman also offers Agent Mode (beta), built on AWS Bedrock and trained with AWS SageMaker. Agent Mode enables developers to use natural language to debug requests, organize collections, document APIs, and automate workflows without switching tools or writing custom scripts.

Average Rating: 4.6/5.0

Total Reviews: 1,753

Who Is the Company Behind Postman?

  • Seller: Postman
  • Year Founded: 2014
  • HQ Location: San Francisco, CA
  • Twitter: @getpostman
    55,430 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    3,554 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Software Engineer, Software Developer
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 39% Medium, 35% Small

What Do G2 Reviewers Say About Postman?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of Postman for testing APIs, enabling quick requests and seamless collaboration.
  • Users appreciate the ease of API testing with Postman, enabling quick requests, responses, and debugging without extra code.
  • Users value the ease of API testing with Postman, appreciating its intuitive interface and comprehensive features.
  • Users appreciate the ease of testing APIs with Postman, benefiting from its intuitive interface and collaboration features.
  • Users value the testing efficiency of Postman, enjoying quick debugging and seamless API management across environments.
Cons
  • Users often face slow performance with Postman, especially when dealing with large projects or validation processes.
  • Users often face performance issues with Postman, experiencing slowdowns and unexpected bugs that disrupt their workflow.
  • Users find Postman slow to load at times, especially with large collections and multiple tabs open, affecting performance.
  • Users experience resource limitations with Postman, as the app can slow down and consume significant memory during use.
  • Users find the limited features in Postman's free tier challenging, especially for smaller teams needing advanced tools.

What Are Recent G2 Reviews of Postman?

What Are G2 Users Discussing About Postman?

MindStudio

MindStudio is a powerful no-code platform that makes it easy for teams and creators to design, build, and deploy custom AI agents, chatbots, and applications — without writing a single line of code. Whether you’re building an internal tool, automating workflows, enhancing customer support, or launching a new AI-powered product, MindStudio gives you everything you need to go from idea to production in minutes. With MindStudio, you can connect your data, design conversational flows, and integrate with APIs or existing systems — all through an intuitive visual interface. Our platform is built for flexibility and scalability, enabling startups, enterprises, and creators alike. Key Features: 🧠 No-Code AI Builder: Create powerful AI apps and agents visually — no programming required. ⚙️ Custom Workflows & Integrations: Connect 600+ third-party apps, tools, and data sources for smarter automation and seamless integration with existing workflows. 🔍 LLM Flexibility: Use OpenAI GPT-4, Google Gemini, Anthropic Claude, and other 200+ leading models to power your applications. 📊 Analytics & Optimization: Monitor performance and continuously improve your AI’s results. Trusted by enterprises, professionals, and individuals worldwide, MindStudio is redefining how businesses build with AI.

Average Rating: 4.9/5.0

Total Reviews: 26

Who Is the Company Behind MindStudio?

  • Seller: MindStudio
  • Company Website:
  • Year Founded: 2023
  • HQ Location: N/A
  • Twitter: @mindstudioai
    28 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    52 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Consulting, Marketing and Advertising
  • Company Size: 85% Small, 8% Medium

What Do G2 Reviewers Say About MindStudio?

AI-generated summary from verified user reviews

Pros
  • Users find MindStudio’s ease of use exceptional, allowing anyone to create AI agents quickly and effortlessly.
  • Users appreciate the intuitive design of MindStudio, making it easy to build and interact with AI agents.
  • Users value the time efficiency of MindStudio, enabling rapid agent creation and streamlined workflows for impactful results.
  • Users appreciate the time-saving efficiency of MindStudio, enabling rapid prototyping and seamless integration for non-developers.
  • Users praise the visual and intuitive interface of MindStudio, enabling effortless automation and creativity for all users.
Cons
  • Users express concern over missing features and unexpected changes that disrupt their developed solutions and integrations.
  • Users face integration issues with MindStudio due to limited MCP servers and a need for advanced knowledge.
  • Users find the learning curve steep initially, as the vast possibilities can be overwhelming at first.
  • Users express frustration over limited customization options that hinder creativity and experimentation in MindStudio.
  • Users find the overwhelming features of MindStudio can complicate initial organization and project management efforts.

What Are Recent G2 Reviews of MindStudio?

AWS Bedrock

Amazon Bedrock is a fully managed service that enables organizations to build and scale generative AI applications using foundation models (FMs) from leading AI companies and Amazon. It provides a unified API to access a diverse selection of high-performing FMs, allowing users to experiment, customize, and deploy AI solutions without managing infrastructure. With Amazon Bedrock, businesses can create personalized experiences, automate workflows, and derive actionable insights, all while maintaining security, privacy, and compliance standards. Key Features and Functionality: - Model Choice: Access a wide range of FMs from top AI providers, enabling selection of the most suitable model for specific use cases. - Agent Development: Utilize Amazon Bedrock AgentCore to build, deploy, and operate AI agents securely at scale, facilitating complex task automation. - Customization: Tailor models with proprietary data using tools like Knowledge Bases, Data Automation, prompt engineering, and fine-tuning to enhance relevance and accuracy. - Safety and Guardrails: Implement safeguards with Bedrock Guardrails to filter harmful content and ensure responsible AI usage, supporting compliance with industry standards. - Cost Optimization: Optimize performance and expenses through features like Model Distillation and Intelligent Prompt Routing, balancing cost, latency, and accuracy. Primary Value and Solutions Provided: Amazon Bedrock empowers organizations to rapidly develop and deploy generative AI applications without the complexities of infrastructure management. By offering a diverse selection of foundation models and comprehensive customization tools, it enables businesses to create AI solutions tailored to their unique needs. The platform's robust security measures and compliance support ensure that applications are built responsibly, addressing concerns around data privacy and ethical AI usage. Ultimately, Amazon Bedrock facilitates innovation, enhances operational efficiency, and drives real business impact through scalable and secure AI integration.

Average Rating: 4.4/5.0

Total Reviews: 78

Who Is the Company Behind AWS Bedrock?

  • Seller: Amazon Web Services (AWS)
  • Year Founded: 2006
  • HQ Location: Seattle, WA
  • Twitter: @awscloud
    2,232,483 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    147,094 employees on LinkedIn®
  • Ownership: NASDAQ: AMZN

Who Uses This Product?

  • Who Uses This: Software Engineer
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 47% Large, 31% Medium

What Do G2 Reviewers Say About AWS Bedrock?

AI-generated summary from verified user reviews

Pros
  • Users value the ease of use of AWS Bedrock, appreciating seamless model switching and serverless capabilities.
  • Users appreciate the variety of models in AWS Bedrock, facilitating tailored solutions for diverse use cases.
  • Users appreciate the easy integrations of AWS Bedrock, ensuring a seamless experience within the AWS ecosystem.
  • Users find AWS Bedrock's easy-to-use generative AI tools and powerful foundation models highly inspiring for production.
  • Users appreciate the unified API and integrations of AWS Bedrock, making it easy to switch models and connect applications.
Cons
  • Users find AWS Bedrock to be expensive for large-scale operations and challenging for beginners to set up.
  • Users find AWS Bedrock's complexity issues challenging, especially for newcomers and niche applications, limiting flexibility.
  • Users express concern over model issues, particularly regarding pricing, availability, and limitations on token usage.
  • Users find the steep learning curve of AWS Bedrock challenging, especially for newcomers to the AWS ecosystem.
  • Users face limited access to foundation models in AWS Bedrock, hindering customization and regional availability.

What Are Recent G2 Reviews of AWS Bedrock?

Gemini Enterprise

Google Agentspace is an AI-powered platform designed to enhance enterprise productivity by integrating advanced reasoning capabilities with comprehensive search functionalities and secure access to organizational data. By connecting to widely used applications such as Google Drive, Jira, Confluence, SharePoint, and Salesforce, Agentspace enables employees to efficiently locate, synthesize, and act upon information across various systems. This integration facilitates the automation of complex tasks, streamlining workflows and fostering informed decision-making within organizations. Key Features and Functionality: - Unified Enterprise Search: Agentspace employs Google's multimodal search technology to retrieve relevant information from both structured and unstructured data sources, including documents, emails, and databases. This comprehensive search capability ensures that employees can access pertinent information regardless of its format or location. - Prebuilt Expert AI Agents: The platform offers ready-to-use AI agents tailored for specific tasks: - Deep Research Agent: Generates in-depth reports and analyses. - Idea Generation Agent: Assists in brainstorming and developing innovative strategies. - NotebookLM Plus: Enhances data engagement through features like audio summaries, facilitating a more interactive experience. - Custom Agent Creation: With the Agent Designer tool, users can develop personalized AI agents without requiring technical expertise. This feature allows for the automation of specific workflows and tasks, catering to unique organizational needs. - Seamless Application Integration: Agentspace connects with a variety of business applications, enabling employees to access and query data from platforms like Confluence, Google Drive, Jira, Microsoft SharePoint, and ServiceNow. This integration breaks down data silos and turns disjointed information into actionable insights. - Enterprise-Grade Security and Compliance: Built on Google Cloud's secure infrastructure, Agentspace incorporates robust security measures, including role-based access control (RBAC, customer-managed encryption keys (CMEK, and compliance with standards such as GDPR and HIPAA. These features ensure that sensitive data remains protected and that access is appropriately managed. Primary Value and Problem Solving: Agentspace addresses the challenge of fragmented information within enterprises by providing a centralized platform that integrates diverse data sources and applications. By leveraging AI-driven search and automation, it enhances employee productivity, reduces manual effort, and supports informed decision-making. The platform's ability to create custom AI agents without coding democratizes the use of AI within organizations, allowing teams across various departments to automate repetitive tasks and focus on strategic initiatives. Furthermore, its strong security framework ensures that data integrity and compliance requirements are met, making it a reliable solution for enterprises aiming to harness the power of AI while maintaining control over their information assets.

Average Rating: 4.6/5.0

Total Reviews: 27

Who Is the Company Behind Gemini Enterprise?

  • 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?

  • Company Size: 50% Medium, 27% Large

What Are Recent G2 Reviews of Gemini Enterprise?

Relay.app

Relay.app is the easiest way for anyone to build an AI team that works for you.

Average Rating: 4.9/5.0

Total Reviews: 88

Who Is the Company Behind Relay.app?

  • Seller: Relay.app
  • Year Founded: 2021
  • HQ Location: San Francisco, CA
  • Twitter: @relay
    1,495 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    31 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Consulting, Computer Software
  • Company Size: 83% Small, 13% Medium

What Do G2 Reviewers Say About Relay.app?

AI-generated summary from verified user reviews

Pros
  • Users find Relay.app to be extremely user-friendly, appreciating its intuitive interface and easy automation setup.
  • Users value the automation capabilities of Relay.app, significantly enhancing efficiency and simplifying their workflows.
  • Users praise Relay.app for its effortless workflow management, enabling quick setup and seamless automation even for beginners.
  • Users appreciate the ease of use of Relay.app, making client interactions and automation simple and effective.
  • Users find Relay.app’s simple and clean UI enhances their experience, making it easy to navigate and use.
Cons
  • Users find Relay.app has limited integrations compared to competitors, restricting functionality across various tools.
  • Users find Relay.app lacking in essential features like integrations and workflow duplication, limiting its overall functionality.
  • Users find the costly pricing of Relay.app a concern, as credits deplete quickly and fees accumulate.
  • Users report that inaccuracy in triggers and timestamp formatting can hinder effective automation execution in Relay.app.
  • Users note a learning curve with Relay.app, making it challenging to choose options until gaining experience.

What Are Recent G2 Reviews of Relay.app?

Creatio

Creatio is an AI CRM and workflow platform where people and AI agents work together -with no limits on users, agents, or scale. Creatio helps midsize and large organizations run customer workflows in the AI era. This innovative platform enables organizations to create and manage workflows effortlessly, allowing users to focus on their core business activities while automating routine tasks. With millions of workflows operating daily, Creatio supports a diverse clientele across 100 countries, emphasizing a commitment to genuine care for its clients and partners. The platform is particularly beneficial for businesses seeking to enhance their operational efficiency without requiring extensive technical expertise. Its target audience includes small to large enterprises across various industries, particularly those looking to leverage technology to improve customer engagement and internal processes. Creatio's offerings cater to a wide range of use cases, from marketing automation and sales management to customer service optimization, making it a versatile solution for businesses aiming to adapt to the evolving market landscape. Key features of Creatio include the Creatio Studio, a no-code platform that allows users to build custom applications and AI agents using intuitive visual designers and natural language processing. This empowers users to create tailored solutions that meet their specific business needs without relying on traditional coding methods. Additionally, the CRM suite integrates embedded AI agents across Creatio Marketing, Sales, and Service, enhancing user experience and providing actionable insights to drive decision-making. Creatio also offers a specialized Financial Services CRM platform and industry-specific workflows across 19 verticals, ensuring that businesses can find solutions that resonate with their unique operational requirements. The availability of a marketplace with various add-ons further extends the platform's capabilities, allowing organizations to customize their experience and enhance functionality as needed. Recognized as a Leader and Strong Performer in prestigious Gartner and Forrester reports, Creatio stands out in its category by combining user-friendly design with powerful automation and AI-driven insights, making it an attractive option for businesses aiming to elevate their customer relationship management efforts. With its headquarters in Boston, MA, and a global presence of 850 employees across ten offices in 25 countries, Creatio has established long-lasting relationships with thousands of customers and over 500 partners worldwide. This extensive network underscores the platform's reliability and commitment to delivering value to its users, positioning Creatio as a trusted partner in the realm of AI agents, CRM, and workflow automation.

Average Rating: 4.6/5.0

Total Reviews: 316

Who Is the Company Behind Creatio?

  • Seller: Creatio
  • Company Website:
  • Year Founded: 2014
  • HQ Location: Boston, Massachusetts
  • Twitter: @Creatio_Global
    3,977 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    1,186 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: CEO
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 43% Small, 42% Medium

What Do G2 Reviewers Say About Creatio?

AI-generated summary from verified user reviews

Pros
  • Users value the ease of use of Creatio, leading to streamlined processes and enhanced efficiency in sales operations.
  • Users value the efficiency of Creatio, enhancing sales operations and minimizing errors through customizable automation.
  • Users praise the high customizability of Creatio, making it easy to adapt the platform to specific needs.
  • Users value the unlimited customization options in Creatio, enabling tailored solutions without requiring developer skills.
  • Users value the extensive customization options of Creatio, enabling tailored solutions even without technical skills.
Cons
  • Users note a significant learning curve with Creatio, requiring training and support for effective setup.
  • Users find missing features in Creatio, such as limited reporting and inefficient contact management, affecting productivity.
  • Users find the limited selection of features in Creatio constraining, despite some useful applications available.
  • Users express frustration over limited customization, noting outdated documentation and unintuitive button placements hinder productivity.
  • Users find the limited app options and lack of customization for service businesses frustrating when using Creatio.

What Are Recent G2 Reviews of Creatio?

What Are G2 Users Discussing About Creatio?

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: 369

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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, 38% 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?

Bijou Barry
BB
Researched and written by Bijou Barry
Updated April 29, 2026