# Best AI Agent Builders Software - Page 2

## How Many AI Agent Builders Software Products Does G2 Track?

**Total Products under this Category:** 480

### Category Stats (Aug 2026)

- **Average Rating:** 4.64/5 (↑0.01 vs Jul 2026) The average rating of products in this category, based on all submitted ratings
- **Top Trending Product:** Parloa (+14.43%) - Among all products in this category, Parloa recorded the largest rating increase compared to last month

_Last updated: August 04, 2026_

## How Does G2 Rank AI Agent Builders Software Products?

**Why You Can Trust G2's Software Rankings:**

- 30 Analysts and Data Experts
- 88,000+ Authentic Reviews
- 480+ 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](https://www.g2.com/categories/ai-agent-builders/grids.png?focus%5B%5D=1408921&focus%5B%5D=82623&focus%5B%5D=6218&focus%5B%5D=3803&focus%5B%5D=10470&focus%5B%5D=1408919&focus%5B%5D=21469&focus%5B%5D=25675)

Highlighted products: Salesforce Agentforce, Notion, UiPath Agentic Automation, OutSystems, Databricks, ServiceNow AI Agents, Gemini Enterprise Agent Platform, and ClickUp.

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=outsystems&focus%5B%5D=databricks&focus%5B%5D=servicenow-ai-agents&focus%5B%5D=gemini-enterprise-agent-platform&focus%5B%5D=clickup)

**Sponsored**

### Nextworld Platform

Nextworld is an application generation platform designed for developing enterprise-grade applications, automations, and AI-powered processes, all within a single governed environment. This innovative solution enables organizations to create and deploy applications without requiring extensive coding knowledge, allowing users to concentrate on building solutions tailored to their specific operational needs. By moving away from the traditional rip-and-replace model, Nextworld helps businesses avoid accumulating new technical debt while enhancing their existing systems. Primarily targeted at mid-sized, high-growth companies seeking to optimize their operations, Nextworld serves a diverse range of users, including IT departments, business analysts, and operational teams. The platform empowers these users to build applications that traditional ERP systems may not support, such as operational apps, internal tools, and workflow systems. Additionally, the AI-powered app generation feature facilitates the rapid creation of applications, streamlining the development process and significantly reducing the time-to-market for new solutions. A key feature of Nextworld is its ability to automate processes across the entire organization. Intelligent agents orchestrate work between various ERPs, systems, teams, and data sources, ensuring that tasks are completed efficiently and effectively. This interconnectedness enhances productivity and fosters a cohesive workflow, as users can manage and monitor processes from a centralized platform. Moreover, the headless capabilities of Nextworld ensure that data and logic are not confined to a single application, providing the flexibility to surface information wherever it is needed within the organization. Security is a critical consideration for enterprise applications, and Nextworld addresses this by automatically inheriting enterprise-grade security measures. Features such as role-based access, gated promotion, and comprehensive audit trails protect sensitive information while maintaining compliance with industry standards. The platform is also SOC 1 and SOC 2 Type II attested, reinforcing its commitment to security and reliability. With Nextworld, organizations can operate with a single source of truth, enabling informed decision-making based on accurate and up-to-date data. Nextworld represents a significant advancement in the realm of no-code development platforms, offering a robust solution for enterprises looking to innovate and streamline their operations. By combining ease of use with powerful automation and security features, Nextworld stands out as a comprehensive tool for organizations aiming to enhance their operational efficiency and agility.

[Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list_llm&secure%5Bcategory_id%5D=1009956&secure%5Bchosen_at%5D=2026-08-15T05%3A36%3A17Z&secure%5Bdisplayable_resource_id%5D=1009956&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=page_category&secure%5Bplacement_resource_ids%5D%5B%5D=1009956&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=1406867&secure%5Bresource_id%5D=1009956&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fai-agent-builders%3Fpage%3D2&secure%5Btoken%5D=5356d38f17709f61765460fcb9232a9e45e1d01b86b34319e0f768f263ee65e0&secure%5Burl%5D=https%3A%2F%2Fwww.nextw.com&secure%5Burl_type%5D=company_website)

### [Microsoft Copilot Studio](https://www.g2.com/products/microsoft-microsoft-copilot-studio/reviews)

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](https://www.g2.com/sellers/microsoft)
- **Year Founded:** 1975
- **HQ Location:** Redmond, Washington
- **Twitter:** @microsoft  
13,091,739 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=9458f51bd6ded48ad432a804f19ad736469f007787569b63827154231c315630&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmicrosoft%2F&secure%5Burl_type%5D=linkedin_company_website)  
231,632 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 find Microsoft Copilot Studio's **ease of use** essential for quick and effective low-code bot development.
- Users appreciate the **easy integrations** of Microsoft Copilot Studio, boosting productivity and enabling quick AI implementation.
- Users value the **easy setup** of Microsoft Copilot Studio, finding it self-explanatory and quick to configure.
- Users value the **easy-to-use low-code development** of Microsoft Copilot Studio, enhancing their AI project efficiency and speed.
- Users appreciate the **flexible automation** capabilities of Microsoft Copilot Studio, enhancing productivity while ensuring security and compliance.

##### Cons

- Users find the **pricing structures** of Microsoft Copilot Studio can be a drawback, especially for smaller organizations.
- Users find the **limited customization** options of Microsoft Copilot Studio restricting their experience and usability.
- Users find the **learning curve challenging** , especially when trying to utilize advanced features and integrations effectively.
- Users find the **complex workflows** of Microsoft Copilot Studio overwhelming, especially with integration and performance issues.
- Users face **integration issues** with Microsoft Copilot Studio, making setup and configuration challenging and time-consuming.

#### What Are Recent G2 Reviews of Microsoft Copilot Studio?

**["Easy-to-Customize AI Agents for Sales, Support, and Product Knowledge"](https://www.g2.com/survey_responses/microsoft-copilot-studio-review-12725601)**

**Rating:** 5.0/5.0 stars

_— Matthew W._

[Read full review](https://www.g2.com/survey_responses/microsoft-copilot-studio-review-12725601)

**["Seamless Integration with Room for UX Improvement"](https://www.g2.com/survey_responses/microsoft-copilot-studio-review-12737098)**

**Rating:** 4.0/5.0 stars

_— Babu S._

[Read full review](https://www.g2.com/survey_responses/microsoft-copilot-studio-review-12737098)

#### What Are G2 Users Discussing About Microsoft Copilot Studio?

- [Is power virtual agents included in Office 365?](https://www.g2.com/discussions/is-power-virtual-agents-included-in-office-365)
- [What is a power virtual agent session?](https://www.g2.com/discussions/what-is-a-power-virtual-agent-session)
- [Is Microsoft Power virtual agents free?](https://www.g2.com/discussions/is-microsoft-power-virtual-agents-free)
- [What can power virtual agents do?](https://www.g2.com/discussions/what-can-power-virtual-agents-do) - 1 comment

### [Guru](https://www.g2.com/products/guru/reviews)

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:** 2,260

#### Who Is the Company Behind Guru?

- **Seller:** [Guru](https://www.g2.com/sellers/guru)
- **Company Website:** www.getguru.com
- **Year Founded:** 2013
- **HQ Location:** Philadelphia, PA
- **Twitter:** @Guru\_HQ  
4,242 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=19ff193313849e591b470d6c852ca2cf23c86f159e6390dcb3ef3d9dcf8302d6&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F5129180%2F&secure%5Burl_type%5D=linkedin_company_website)  
2,604 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 find the **ease of use** in Guru impressive, thanks to its intuitive interface and straightforward navigation.
- Users appreciate the **speed and reliability** of Guru, enhancing workflow efficiency with easily accessible, verified information.
- Users love Guru for its **comprehensive information management** , making it easy to capture, organize, and retrieve knowledge effectively.
- Users value the **easy access** to information with Guru, enhancing daily productivity and training efficiency.
- Users value the **accuracy of information** provided by Guru, enabling quick, reliable answers within their workflow.

##### Cons

- Users find the **search functionality can be slow** , particularly when managing extensive content and collections.
- Users find the **search inefficient** , often experiencing slow results and irrelevant matches despite having saved content.
- Users encounter **search functionality issues** with slow results and poor keyword recognition, complicating information retrieval.
- Users find the **inefficient searching** in Guru frustrating as it often provides generic results and requires constant team effort.
- Users find **organizational challenges** in Guru, with slow search and complicated content management for larger collections.

#### What Are Recent G2 Reviews of Guru?

**["Automated Verification Keeps Our Knowledge Repository Trustworthy"](https://www.g2.com/survey_responses/guru-review-12959405)**

**Rating:** 5.0/5.0 stars

_— Dairon P._

[Read full review](https://www.g2.com/survey_responses/guru-review-12959405)

**["A fast and user-friendly knowledge platform with room to grow"](https://www.g2.com/survey_responses/guru-review-11254414)**

**Rating:** 5.0/5.0 stars

_— Iasmin L._

[Read full review](https://www.g2.com/survey_responses/guru-review-11254414)

#### What Are G2 Users Discussing About Guru?

- [What does Guru do?](https://www.g2.com/discussions/what-does-guru-do) - 3 comments
- [How do I use the Guru app?](https://www.g2.com/discussions/how-do-i-use-the-guru-app) - 1 upvote
- [What is Guru platform?](https://www.g2.com/discussions/guru-what-is-guru-platform) - 2 comments
- [What is Guru software?](https://www.g2.com/discussions/what-is-guru-software) - 1 upvote

### [IBM watsonx.ai](https://www.g2.com/products/ibm-watsonx-ai/reviews)

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](https://www.g2.com/sellers/ibm)
- **Company Website:** www.ibm.com
- **Year Founded:** 1911
- **HQ Location:** Armonk, New York, United States
- **Twitter:** @IBMSecurity  
74,660 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=14b544adaece4fdbc987f1d7f7028048c22259946811200cc751263825586af9&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1009%2F&secure%5Burl_type%5D=linkedin_company_website)  
328,202 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 appreciate the **ease of use** in IBM watsonx.ai, facilitating quicker AI integration and effective management.
- Users appreciate the **model variety** of IBM watsonx.ai, enabling customized training on existing models for enhanced performance.
- Users appreciate the **seamless integration of enterprise-grade AI** in IBM watsonx.ai, enhancing decision-making and workflow efficiency.
- Users appreciate the **enterprise-grade integrated studio** of IBM watsonx.ai for seamless AI training and reliable insights.
- Users value the **enterprise-grade AI integration** of IBM watsonx.ai, enhancing decision-making and business operations efficiently.

##### Cons

- Users find the **difficult learning** curve of IBM watsonx.ai daunting, making it less accessible for newcomers and smaller teams.
- Users find the **complex setup** of IBM watsonx.ai challenging, making it less suitable for small teams and beginners.
- Users find the **steep learning curve** of IBM watsonx.ai challenging, making it less accessible for non-technical teams.
- Users find the product **expensive** and challenging for small teams, citing high costs and complex setup requirements.
- Users find the **complex setup** of IBM watsonx.ai challenging, especially for beginners and small teams.

#### What Are Recent G2 Reviews of IBM watsonx.ai?

**["Unified, Governed AI Studio with Strong Performance and Seamless IBM Integrations"](https://www.g2.com/survey_responses/ibm-watsonx-ai-review-13184421)**

**Rating:** 4.0/5.0 stars

_— Manan S._

[Read full review](https://www.g2.com/survey_responses/ibm-watsonx-ai-review-13184421)

**["Comprehensive One-Stop Platform for Building and Testing AI Workflows"](https://www.g2.com/survey_responses/ibm-watsonx-ai-review-13196706)**

**Rating:** 4.0/5.0 stars

_— Manish D._

[Read full review](https://www.g2.com/survey_responses/ibm-watsonx-ai-review-13196706)

### [n8n](https://www.g2.com/products/n8n/reviews)

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:** 293

#### Who Is the Company Behind n8n?

- **Seller:** [n8n GmbH](https://www.g2.com/sellers/n8n-gmbh)
- **Company Website:** n8n.io
- **Year Founded:** 2019
- **HQ Location:** Berlin, Berlin
- **Twitter:** @n8n\_io  
81,824 Twitter followers
- **LinkedIn® Page:** [linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7f38ddf929a710526e334bba2637a0b913b862c7e0ad923e4f487878bac84912&secure%5Burl%5D=https%3A%2F%2Flinkedin.com%2Fcompany%2Fn8n&secure%5Burl_type%5D=linkedin_company_website)  
999 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** CEO, Founder
- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 77% Small, 19% Medium

#### What Do G2 Reviewers Say About n8n?

_AI-generated summary from verified user reviews_

##### Pros

- Users find n8n's **ease of use** essential for creating efficient workflows, complemented by a powerful visual editor.
- Users praise n8n for its **flexible automation capabilities** , enabling effortless integration and efficiency in workflows.
- Users love the **growing library of integrations** in n8n, enabling seamless connections across various tools for automation.
- Users love n8n for its **intuitive visual editor** and extensive integrations, revolutionizing their workflow automation.
- Users value the **flexibility and ease of the workflow builder** in n8n, enhancing productivity and customization.

##### Cons

- Users find n8n's **learning curve steep** , particularly for non-developers managing complex workflows and technical aspects.
- Users find the **difficult learning** curve of n8n overwhelming, especially for those without technical backgrounds.
- Users find n8n lacking **cost-control features** , leading to unexpected expenses during testing and learning phases.
- Users find the **limitations in handling large records and complex workflows** can hinder their productivity and efficiency.
- Users express frustration with the **poor interface design** of n8n, hindering productivity and usability in workflows.

#### What Are Recent G2 Reviews of n8n?

**["Unmatched Versatility"](https://www.g2.com/survey_responses/n8n-review-13220391)**

**Rating:** 5.0/5.0 stars

_— Pedro S._

[Read full review](https://www.g2.com/survey_responses/n8n-review-13220391)

**["Flexible, Fast Workflow Automation with n8n—Perfect for Advanced Integrations"](https://www.g2.com/survey_responses/n8n-review-13224016)**

**Rating:** 4.5/5.0 stars

_— Paras G._

[Read full review](https://www.g2.com/survey_responses/n8n-review-13224016)

#### What Are G2 Users Discussing About n8n?

- [How do you use N8N?](https://www.g2.com/discussions/how-do-you-use-n8n)
- [Who uses n8n?](https://www.g2.com/discussions/who-uses-n8n)
- [Is n8n open source?](https://www.g2.com/discussions/is-n8n-open-source)
- [What does n8n do?](https://www.g2.com/discussions/what-does-n8n-do) - 4 comments

### [Dust](https://www.g2.com/products/dust-dust/reviews)

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:** 82

#### Who Is the Company Behind Dust?

- **Seller:** [Dust](https://www.g2.com/sellers/dust-0a447854-359e-43a8-a905-8d9756c54386)
- **Year Founded:** 2023
- **HQ Location:** Paris, FR
- **Twitter:** @DustHQ  
11,894 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=1e1a2a7c7a0254d2230ac04786ec61531d0585dbb065384a7accc93c0ae8430f&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdust-tt%2F&secure%5Burl_type%5D=linkedin_company_website)  
144 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 60% Medium, 34% Small

#### What Do G2 Reviewers Say About Dust?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **ability to build personal assistants** , enhancing their productivity and effectively using AI technology.
- Users value the **customization options** in Dust, allowing easy creation and tailoring of AI agents for their needs.
- Users appreciate the **ease of use** in Dust, enjoying its user-friendly interface and seamless collaboration features.
- Users value the **flexibility** of Dust, enabling easy customization and collaboration while ensuring data privacy.
- Users appreciate the **user-friendly interface** of Dust, which seamlessly combines simplicity with powerful capabilities for collaboration.

#### What Are Recent G2 Reviews of Dust?

**["Build Powerful Agents in Minutes with Dust"](https://www.g2.com/survey_responses/dust-review-13218511)**

**Rating:** 4.5/5.0 stars

_— Maxime D._

[Read full review](https://www.g2.com/survey_responses/dust-review-13218511)

**["All-in-One AI Agents with Seamless Integrations and Responsive Support"](https://www.g2.com/survey_responses/dust-review-13251059)**

**Rating:** 4.0/5.0 stars

_— Nicolas H._

[Read full review](https://www.g2.com/survey_responses/dust-review-13251059)

### [Workato](https://www.g2.com/products/workato/reviews)

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:** 748

#### Who Is the Company Behind Workato?

- **Seller:** [Workato](https://www.g2.com/sellers/workato)
- **Company Website:** www.workato.com
- **Year Founded:** 2013
- **HQ Location:** Mountain View, California
- **Twitter:** @Workato  
3,641 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=229b7e77382a8d2c3a0aeebe68dfc2316ea2caa6dd5d95ed0ee0d08884e6fc88&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F3675685&secure%5Burl_type%5D=linkedin_company_website)  
1,401 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 find Workato to be **user-friendly and efficient** , allowing easy automation without technical expertise.
- Users love the **easy integrations** offered by Workato, making automation between tools simple and efficient.
- Users value the **ease of integrations** with Workato, appreciating its user-friendly interface and extensive pre-built connectors.
- Users appreciate Workato's **user-friendly design and automation capabilities** , enhancing productivity and simplifying complex workflows.
- Users love the **ease of automation** in Workato, saving hours by effortlessly integrating various tools and systems.

##### Cons

- Users find the **complexity** of Workato daunting, especially regarding terminology and pricing structures that confuse newcomers.
- Users find the **learning curve steep** , with complex workflows and overwhelming onboarding complicating initial use.
- Users express frustration over **data limitations** in Workato, hindering email sends and file transfers for larger tasks.
- Users find the **limited application library** of Workato restrictive, requiring manual setup for less common integrations.
- Users face a **steep learning curve** with Workato, finding onboarding and initial setup quite overwhelming and complex.

#### What Are Recent G2 Reviews of Workato?

**["Workato helps us building complex integrations at lightning speed."](https://www.g2.com/survey_responses/workato-review-10305521)**

**Rating:** 5.0/5.0 stars

_— Sreenath B._

[Read full review](https://www.g2.com/survey_responses/workato-review-10305521)

**["The Platform That Grew With Us"](https://www.g2.com/survey_responses/workato-review-12941177)**

**Rating:** 5.0/5.0 stars

_— Anshu b._

[Read full review](https://www.g2.com/survey_responses/workato-review-12941177)

#### What Are G2 Users Discussing About Workato?

- [What does Workato do?](https://www.g2.com/discussions/what-does-workato-do)
- [How much does Workato cost?](https://www.g2.com/discussions/how-much-does-workato-cost) - 1 comment
- [What is a Workato recipe?](https://www.g2.com/discussions/what-is-a-workato-recipe) - 3 comments
- [What is Workato used for?](https://www.g2.com/discussions/what-is-workato-used-for)

### [Postman](https://www.g2.com/products/postman/reviews)

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:** 1,757

#### Who Is the Company Behind Postman?

- **Seller:** [Postman](https://www.g2.com/sellers/postman)
- **Year Founded:** 2014
- **HQ Location:** San Francisco, CA
- **Twitter:** @getpostman  
55,430 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=387bd8923824ec34f29fd56c51f51823e963890b97c42c7a383c45449231e7a5&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F3795851%2F&secure%5Burl_type%5D=linkedin_company_website)  
3,533 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 love the **ease of use** of Postman, citing its intuitive interface and powerful automation tools.
- Users find Postman to be a **super intuitive tool for API testing** , enhancing efficiency in managing and sharing tests.
- Users appreciate the **smooth API lifecycle management** in Postman, enhancing testing, mocking, and automation efficiency.
- Users appreciate the **ease of testing** in Postman, enabling efficient API management and collaboration.
- Users value the **testing efficiency** of Postman, finding it intuitive and seamless for managing API workflows.

##### Cons

- Users find that Postman exhibits **slow performance** , particularly when handling large collections or multiple workspaces.
- Users note that Postman has **performance issues** , particularly with heavy resource reliance affecting usability in large projects.
- Users experience **slow loading times** with Postman, especially when handling large collections or extended usage.
- Users find Postman has **resource limitations** , as it can be heavy and relies heavily on internet connectivity.
- Users find **limited features** in Postman, particularly for smaller teams restricted by subscription requirements for advanced tools.

#### What Are Recent G2 Reviews of Postman?

**["Intuitive, Powerful API Testing That Streamlines Our Workflow"](https://www.g2.com/survey_responses/postman-review-13218999)**

**Rating:** 4.5/5.0 stars

_— Suraj J._

[Read full review](https://www.g2.com/survey_responses/postman-review-13218999)

**["Postman Makes API Development, Testing, and Debugging Fast and Easy"](https://www.g2.com/survey_responses/postman-review-13224320)**

**Rating:** 5.0/5.0 stars

_— Harsh G._

[Read full review](https://www.g2.com/survey_responses/postman-review-13224320)

#### What Are G2 Users Discussing About Postman?

- [What is Postman used for?](https://www.g2.com/discussions/what-is-postman-used-for) - 8 comments, 2 upvotes

### [MindStudio](https://www.g2.com/products/mindstudio/reviews)

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](https://www.g2.com/sellers/mindstudio)
- **Company Website:** mindstudio.ai
- **Year Founded:** 2023
- **HQ Location:** N/A
- **Twitter:** @mindstudioai  
28 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=079f39f9c43cc0c05ff40909e6fe702343d1b937bcf43adf7a9aec496842e2c6&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmindstudioai%2F&secure%5Burl_type%5D=linkedin_company_website)  
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 praise the **ease of use** of MindStudio, enabling everyone to effortlessly build AI agents in minutes.
- Users find MindStudio's **intuitive design** exceptionally easy, benefiting both technical and non-technical users alike.
- Users appreciate the **time efficiency** of MindStudio, streamlining workflows and enhancing productivity for AI projects.
- Users benefit from the **time-saving capabilities** of MindStudio, allowing quick and efficient project execution.
- Users praise the **efficiency and ease of use** in creating AI agents quickly, benefitting both technical and non-technical teams.

##### Cons

- Users note a **lack of features** , such as advanced analytics and integrations, limiting the platform's full potential.
- Users face **integration issues** with MindStudio, needing advanced knowledge to connect with other platforms effectively.
- Users find the **initial learning curve** steep, making it challenging to effectively organize their workspace at first.
- Users express frustration with the **limited customization options** in MindStudio, which can disrupt creative workflows.
- Users find the **overwhelming features** of MindStudio can complicate learning and organization for new users.

#### What Are Recent G2 Reviews of MindStudio?

**["MindStudio: Intuitive, Robust, and Community-Driven"](https://www.g2.com/survey_responses/mindstudio-review-12304187)**

**Rating:** 5.0/5.0 stars

_— Lori K._

[Read full review](https://www.g2.com/survey_responses/mindstudio-review-12304187)

**["Mindstudio: An excellent tool to build powerful agents"](https://www.g2.com/survey_responses/mindstudio-review-12320072)**

**Rating:** 5.0/5.0 stars

_— De Beer D._

[Read full review](https://www.g2.com/survey_responses/mindstudio-review-12320072)

### [Langchain](https://www.g2.com/products/langchain/reviews)

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:** 103

#### Who Is the Company Behind Langchain?

- **Seller:** [Langchain](https://www.g2.com/sellers/langchain)
- **HQ Location:** N/A
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=d903c2874b28b2fffbe32f9106ce307331a18248d360f67494abd9cc22fd7ca4&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Flangchain%2F&secure%5Burl_type%5D=linkedin_company_website)  
399 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Software Developer
- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 45% Small, 29% Large

#### What Do G2 Reviewers Say About Langchain?

_AI-generated summary from verified user reviews_

##### Pros

- Users find Langchain's **ease of use** invaluable for quickly building complex AI applications with various integrations.
- Users appreciate the **easy integrations** of Langchain, enabling seamless connections between LLMs and various APIs.
- Users appreciate the **user-friendly features** of Langchain, making powerful capabilities accessible to those with basic AI knowledge.
- Users admire the **seamless integrations** of LangChain, which enhance efficiency in developing AI applications and workflows.
- Users appreciate the **customization capabilities** of LangChain, enabling tailored AI solutions while simplifying app development.

##### Cons

- Users find **complexity issues** with Langchain, citing heavy abstractions and a steep learning curve that hinder productivity.
- Users find Langchain's **steep learning curve** overwhelming, requiring deep knowledge of its components and frequent API changes.
- Users find the **poor documentation** of LangChain confusing and outdated, complicating their development process.
- Users struggle with **software instability** due to frequent breaking changes that complicate long-term project maintenance.
- Users find **error handling challenging** in Langchain, complicating debugging and increasing frustration with nested components.

#### What Are Recent G2 Reviews of Langchain?

**["LangChain Makes Multi-LLM Pipelines Easy with Strong Docs and Solid ROI"](https://www.g2.com/survey_responses/langchain-review-13258320)**

**Rating:** 4.5/5.0 stars

_— Darshan V._

[Read full review](https://www.g2.com/survey_responses/langchain-review-13258320)

**["LangChain Makes Building Flexible LLM Workflows Fast and Easy"](https://www.g2.com/survey_responses/langchain-review-13258215)**

**Rating:** 5.0/5.0 stars

_— Aditya A._

[Read full review](https://www.g2.com/survey_responses/langchain-review-13258215)

### [Relay.app](https://www.g2.com/products/relay-app/reviews)

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](https://www.g2.com/sellers/relay-app)
- **Year Founded:** 2021
- **HQ Location:** San Francisco, CA
- **Twitter:** @relay  
1,495 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=e55205c39a9f107beedf7db775fa48ed6511ee85923b3298ca2b9703e8040727&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Ftryrelayapp&secure%5Burl_type%5D=linkedin_company_website)  
36 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 extremely easy to use** , simplifying advanced features and enhancing workflow efficiency for everyone.
- Users commend the **intuitive automation** capabilities of Relay.app, making complex workflows accessible and easy to manage.
- Users find the **quick setup** of Relay.app to be simple and effective, leading to immediate productivity gains.
- Users appreciate the **ease of use** of Relay.app, allowing effortless communication and straightforward setup for everyone.
- Users find the **user-friendly interface** of Relay.app enhances automation, making it accessible and smooth for everyone.

##### Cons

- Users note the **limited native integrations** , wishing for broader compatibility with popular tools to enhance functionality.
- Users note that Relay.app can become **expensive quickly** due to fast-depleting credits and high pricing.
- Users note the **missing features** in Relay.app, such as workflow duplication and utility functions, affecting usability.
- Users experience **inaccuracy issues** with triggers and timestamp formatting, making automation testing frustrating and unclear.
- Users note a **learning curve** with Relay.app, but find it manageable compared to other apps they have used.

#### What Are Recent G2 Reviews of Relay.app?

**["From Hours to Minutes: How I Finally Found My AI Workflow Engine"](https://www.g2.com/survey_responses/relay-app-review-12585150)**

**Rating:** 5.0/5.0 stars

_— Valerio Z._

[Read full review](https://www.g2.com/survey_responses/relay-app-review-12585150)

**["Effortless, Powerful Automation Made Simple"](https://www.g2.com/survey_responses/relay-app-review-12869490)**

**Rating:** 5.0/5.0 stars

_— Alex M._

[Read full review](https://www.g2.com/survey_responses/relay-app-review-12869490)

### [Gemini Enterprise](https://www.g2.com/products/google-gemini-enterprise/reviews)

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](https://www.g2.com/sellers/google)
- **Year Founded:** 1998
- **HQ Location:** Mountain View, CA
- **Twitter:** @google  
31,899,995 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=fe4a5936665c9702418dd53c477fef5a7baea08078bb117ed67e966fc581b9ec&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1441%2F&secure%5Burl_type%5D=linkedin_company_website)  
341,888 employees on LinkedIn®
- **Ownership:** NASDAQ:GOOG

#### Who Uses This Product?

- **Company Size:** 52% Medium, 26% Large

#### What Are Recent G2 Reviews of Gemini Enterprise?

**["Clean, Fast, and Seamlessly Integrated—Great ROI with Excellent Support"](https://www.g2.com/survey_responses/gemini-enterprise-review-13090716)**

**Rating:** 5.0/5.0 stars

_— Verified User in Education Management_

[Read full review](https://www.g2.com/survey_responses/gemini-enterprise-review-13090716)

**["Amazing, Low-Hallucination Tool That Makes Team Knowledge Sharing Easy"](https://www.g2.com/survey_responses/gemini-enterprise-review-12953499)**

**Rating:** 4.5/5.0 stars

_— Verified User in Biotechnology_

[Read full review](https://www.g2.com/survey_responses/gemini-enterprise-review-12953499)

### [Creatio](https://www.g2.com/products/creatio/reviews)

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:** 315

#### Who Is the Company Behind Creatio?

- **Seller:** [Creatio](https://www.g2.com/sellers/creatio)
- **Company Website:** www.creatio.com
- **Year Founded:** 2014
- **HQ Location:** Boston, Massachusetts
- **Twitter:** @Creatio\_Global  
3,977 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=b8659c9aedce2bb0b992997a4038d075e8fa99899c384b7d6b36d9fb77101d8c&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcreatioglobal%2F&secure%5Burl_type%5D=linkedin_company_website)  
1,150 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 appreciate the **ease of use** of Creatio, enabling quick implementation and seamless customization for their business needs.
- Users value the **efficiency** of Creatio, enabling quick implementation and seamless customization for their business needs.
- Users value the **customizability** of Creatio, enabling tailored processes and effective support for business needs.
- Users appreciate the **facility to customize** Creatio, allowing for tailored solutions that enhance business processes and efficiency.
- Users value the **extensive customization options** of Creatio, enhancing their ability to tailor solutions to specific needs.

##### Cons

- Users find the **learning curve steep** , often needing training and support to effectively use Creatio.
- Users are disappointed by the **missing features** in Creatio, particularly in advanced analytics and contact upload options.
- Users find **limited features** in Creatio, particularly in analytics and marketplace app selection, hindering comprehensive functionality.
- Users find **limited customization** options in Creatio, hindering the ability to tailor designs to specific needs.
- Users find **limited options** in Creatio hinder flexibility, particularly for service businesses needing custom solutions and efficient contact uploads.

#### What Are Recent G2 Reviews of Creatio?

**["Empowers Customer Focus with Flexible, Bank-Ready Workflows"](https://www.g2.com/survey_responses/creatio-review-12953782)**

**Rating:** 4.5/5.0 stars

_— Tanner W._

[Read full review](https://www.g2.com/survey_responses/creatio-review-12953782)

**["Quick Setup, No-Code Magic, But ALM Needs Improvement"](https://www.g2.com/survey_responses/creatio-review-12953072)**

**Rating:** 5.0/5.0 stars

_— Jarema P._

[Read full review](https://www.g2.com/survey_responses/creatio-review-12953072)

#### What Are G2 Users Discussing About Creatio?

- [What is Creatio used for?](https://www.g2.com/discussions/what-is-creatio-used-for) - 1 comment

### [Glean](https://www.g2.com/products/glean-technologies-glean/reviews)

Glean is the Work AI platform that connects and understands your company’s data so every employee can find answers, generate content, and automate work with AI. Built around Search, Assistant, and Agents, Glean delivers trusted, personalized AI grounded in your company’s knowledge. With 275+ out-of-the-box connectors, real-time permissions, and enterprise-grade security and governance, Glean helps teams work faster and turn knowledge into action. Glean: Work AI that Works.

**Average Rating:** 4.7/5.0

**Total Reviews:** 168

#### Who Is the Company Behind Glean?

- **Seller:** [Glean Technologies](https://www.g2.com/sellers/glean-technologies-db5ca3dc-c8a9-4900-9065-0c1ab979908a)
- **Company Website:** www.glean.com
- **Year Founded:** 2019
- **HQ Location:** Mountain View
- **Twitter:** @gleanwork  
742 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=397baac3d63625225e6bff3d1d2192eb49e7b9c46333405d38a42dccd2f28912&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fgleanwork%2F&secure%5Burl_type%5D=linkedin_company_website)  
1,647 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Software Engineer, Account Executive
- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 49% Large, 44% Medium

#### What Do G2 Reviewers Say About Glean?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **ease of use** of Glean, finding it intuitive and efficient for accessing information quickly.
- Users love the **speed of information retrieval** with Glean, greatly enhancing their productivity and efficiency.
- Users appreciate the **time-saving capabilities** of Glean, effortlessly retrieving accurate information without extensive searching.
- Users value the **fast search capabilities** of Glean, making relevant information easily accessible across various tools.
- Users find Glean to be **intuitive and easy to use** , enhancing their workflow and efficiency significantly.

##### Cons

- Users note that **improvement is needed** in transparency, source controls, and accuracy for a better experience with Glean.
- Users find the **search functionality lacks precision** , often receiving broad results that complicate finding relevant information.
- Users experience **inadequate filtering** , leading to broad search results and additional steps to find relevant information.
- Users feel the lack of **transparency and control** in Glean affects trustworthiness and efficiency in critical tasks.
- Users find the **limited customization** of Glean restrictive, sometimes leading to irrelevant search results.

#### What Are Recent G2 Reviews of Glean?

**["Glean Integrations That Boost Onboarding Support"](https://www.g2.com/survey_responses/glean-review-12890788)**

**Rating:** 4.5/5.0 stars

_— Zainul A._

[Read full review](https://www.g2.com/survey_responses/glean-review-12890788)

**["Easy-to-Use AI Platform with Great Model Choice and Integrations"](https://www.g2.com/survey_responses/glean-review-13108758)**

**Rating:** 4.5/5.0 stars

_— Akhilesh K._

[Read full review](https://www.g2.com/survey_responses/glean-review-13108758)

### [AWS Bedrock](https://www.g2.com/products/aws-bedrock/reviews)

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:** 4.3/5.0

**Total Reviews:** 76

#### Who Is the Company Behind AWS Bedrock?

- **Seller:** [Amazon Web Services (AWS)](https://www.g2.com/sellers/amazon-web-services-aws-3e93cc28-2e9b-4961-b258-c6ce0feec7dd)
- **Year Founded:** 2006
- **HQ Location:** Seattle, WA
- **Twitter:** @awscloud  
2,232,483 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=072881eee28a2afe24f8d1bda9f20e3e146b9fb4b214f216411ce2ed6898b31e&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Famazon-web-services%2F&secure%5Burl_type%5D=linkedin_company_website)  
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:** 49% Large, 32% Medium

#### What Do G2 Reviewers Say About AWS Bedrock?

_AI-generated summary from verified user reviews_

##### Pros

- Users find AWS Bedrock's **ease of use** invaluable, especially with its unified API and serverless architecture.
- Users value the **variety of models** in AWS Bedrock, enabling tailored solutions for diverse use cases.
- Users appreciate the **easy integrations** of AWS Bedrock, making it simple to switch models and streamline workflows.
- Users value the **ease of use and security** of AWS Bedrock, enhancing inspiration and productivity in generative AI applications.
- Users value the **unified API** of AWS Bedrock, enabling seamless model switching and easy integrations within AWS.

##### Cons

- Users find AWS Bedrock **expensive** , especially for large-scale operations and niche applications requiring extensive customization.
- Users find the **complexity issues** of AWS Bedrock challenging, especially for newcomers and niche use cases.
- Users face **model issues** with AWS Bedrock, including high costs and limited availability of popular models.
- Users find the **steep learning curve** of AWS Bedrock challenging, particularly for those new to AWS services.
- Users express frustration over the **limited access** to models in AWS Bedrock, impacting customization and availability.

#### What Are Recent G2 Reviews of AWS Bedrock?

**["Enterprise-Ready Generative AI with Multiple Foundation Models in One Managed Service"](https://www.g2.com/survey_responses/aws-bedrock-review-13160296)**

**Rating:** 4.5/5.0 stars

_— Atharva P._

[Read full review](https://www.g2.com/survey_responses/aws-bedrock-review-13160296)

**["Flexible, Governed Access to Multiple Foundation Models in AWS Bedrock"](https://www.g2.com/survey_responses/aws-bedrock-review-12992839)**

**Rating:** 4.5/5.0 stars

_— Athira G._

[Read full review](https://www.g2.com/survey_responses/aws-bedrock-review-12992839)

### [IBM watsonx Orchestrate](https://www.g2.com/products/ibm-watsonx-orchestrate/reviews)

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:** 370

#### Who Is the Company Behind IBM watsonx Orchestrate?

- **Seller:** [IBM](https://www.g2.com/sellers/ibm)
- **Company Website:** www.ibm.com
- **Year Founded:** 1911
- **HQ Location:** Armonk, New York, United States
- **Twitter:** @IBMSecurity  
74,660 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=14b544adaece4fdbc987f1d7f7028048c22259946811200cc751263825586af9&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1009%2F&secure%5Burl_type%5D=linkedin_company_website)  
328,202 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:** 42% Large, 38% Small

#### What Do G2 Reviewers Say About IBM watsonx Orchestrate?

_AI-generated summary from verified user reviews_

##### Pros

- Users find **ease of use** in IBM watsonx Orchestrate, creating bots and deploying projects effortlessly without coding.
- Users value the **easy integrations** of IBM watsonx Orchestrate, which enhance productivity by streamlining connections between tools.
- Users appreciate the **seamless AI integration** of IBM watsonx Orchestrate, enhancing automation and tool compatibility effortlessly.
- Users appreciate the **easy automation** capabilities of IBM watsonx Orchestrate, enabling efficient task management with minimal coding.
- Users value the **efficiency** of IBM watsonx Orchestrate, appreciating its fast and accurate responses for streamlined support.

##### Cons

- Users find the **high learning curve** challenging, with insufficient educational resources for effective platform mastery.
- Users find the **steep learning curve** challenging, especially when integrating with complex enterprise systems.
- Users face **integration issues** that hinder smooth operation and require additional workflows for effective use of the platform.
- Users find IBM watsonx Orchestrate to be **expensive** , making it less accessible for smaller firms and outside integrations.
- Users find the **missing features** in IBM watsonx Orchestrate, such as limited integrations and cumbersome node management, frustrating.

#### What Are Recent G2 Reviews of IBM watsonx Orchestrate?

**["good product, steep learning curve but worth it"](https://www.g2.com/survey_responses/ibm-watsonx-orchestrate-review-12594759)**

**Rating:** 4.5/5.0 stars

_— Harsh C._

[Read full review](https://www.g2.com/survey_responses/ibm-watsonx-orchestrate-review-12594759)

**["Smooth, Self-Driven Workflow with Consistent AI and an Easy UI"](https://www.g2.com/survey_responses/ibm-watsonx-orchestrate-review-13184240)**

**Rating:** 4.0/5.0 stars

_— Jony z._

[Read full review](https://www.g2.com/survey_responses/ibm-watsonx-orchestrate-review-13184240)

#### What Are G2 Users Discussing About IBM watsonx Orchestrate?

- [What is IBM Watson Assistant used for?](https://www.g2.com/discussions/what-is-ibm-watson-assistant-used-for) - 1 comment
- [Is IBM Watson assistant free?](https://www.g2.com/discussions/is-ibm-watson-assistant-free) - 2 comments
- [What are three applications of IBM Watson?](https://www.g2.com/discussions/ibm-watson-assistant-what-are-three-applications-of-ibm-watson) - 1 comment
- [What is IBM Watson assistant?](https://www.g2.com/discussions/what-is-ibm-watson-assistant) - 1 comment

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- [AI Agents](/categories/ai-agents)

[Browse AI Agent Builders Themes](/categories/ai-agent-builders/themes)

 ![Bijou Barry](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Bijou Barry")
BB

Researched and written by [Bijou Barry](https://research.g2.com/insights/author/bijou-barry)

Updated April 29, 2026

AI agent builders are platforms purpose-built to create, configure, deploy, and manage AI agent software entities that autonomously pursue goals, execute multi-step tasks, and take actions across connected systems with minimal human intervention.

Unlike tools that have added AI assistance or copilot features as a layer on top of existing functionality, AI agent builders are primarily oriented around the agent development lifecycle: defining agent goals and behaviors, connecting agents to tools and data sources, orchestrating multi-step or multi-agent workflows, and monitoring agent performance over time.

These platforms enable agents to reason across context, chain actions together, call external APIs and services, and operate asynchronously, going beyond responding to individual user queries to proactively completing work on a user's behalf. This distinguishes them from [conversational interface agents](https://www.g2.com/categories/conversational-interface-agents), which are primarily focused on the human-to-system interaction layer, and from [chatbot software](https://www.g2.com/categories/chatbots), which handles reactive, turn-by-turn dialogue.

AI agent builders are used across functions, including customer support, sales development, IT operations, HR, and back-office automation. They are deployed by technical and non-technical builders seeking to automate complex, multi-step business processes that previously required human judgment or coordination across multiple systems.

These platforms typically offer a dedicated environment for designing agent logic and workflows, integration with enterprise systems such as [CRM software](https://www.g2.com/categories/crm), knowledge bases, ticketing systems, and external APIs, and tools for testing, observing, and iterating on agent behavior in production.

To qualify for inclusion in the AI Agent Builders category, a product must:

- Provide a dedicated environment for building and configuring AI agents, including defining goals, instructions, behaviors, and the tools or data sources agents can access
- Enable agents to run multi-step, goal-directed workflows autonomously, not just respond to individual queries
- Support integration with external systems, APIs, or enterprise data sources that agents can read from or write to as part of task execution
- Integrate deeply with business systems, such as CRM or knowledge bases, ensuring data-driven and role-specific interactions
- Offer tools to monitor, evaluate, and iterate on agent performance, such as logs, analytics dashboards, or testing environments
- Allow for human-in-the-loop controls, including escalation paths, approval steps, or override mechanisms
- Maintain security, compliance, and data privacy protocols appropriate for enterprise deployment

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