# Best AI Agent Builders Software - Page 4

## 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**

### Amazon SageMaker

Amazon SageMaker is a fully managed service that enables data scientists and developers to build, train, and deploy machine learning (ML) models at scale. It provides a comprehensive suite of tools and infrastructure, streamlining the entire ML workflow from data preparation to model deployment. With SageMaker, users can quickly connect to training data, select and optimize algorithms, and deploy models in a secure and scalable environment. Key Features and Functionality: - Integrated Development Environments (IDEs): SageMaker offers a unified, web-based interface with built-in IDEs, including JupyterLab and RStudio, facilitating seamless development and collaboration. - Pre-built Algorithms and Frameworks: It includes a selection of optimized ML algorithms and supports popular frameworks like TensorFlow, PyTorch, and Apache MXNet, allowing flexibility in model development. - Automated Model Tuning: SageMaker can automatically tune models to achieve optimal accuracy, reducing the time and effort required for manual adjustments. - Scalable Training and Deployment: The service manages the underlying infrastructure, enabling efficient training of models on large datasets and deploying them across auto-scaling clusters for high availability. - MLOps and Governance: SageMaker provides tools for monitoring, debugging, and managing ML models, ensuring robust operations and compliance with enterprise security standards. Primary Value and Problem Solved: Amazon SageMaker addresses the complexity and resource-intensive nature of developing and deploying ML models. By offering a fully managed environment with integrated tools and scalable infrastructure, it accelerates the ML lifecycle, reduces operational overhead, and enables organizations to derive insights and value from their data more efficiently. This empowers businesses to innovate rapidly and implement AI solutions without the need for extensive in-house expertise or infrastructure management.

[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=2026-08-15T07%3A28%3A45Z&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=52115&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%3D4&secure%5Btoken%5D=8b2c8c3f7041a04802bde981a028c7241b7f0961e8e110860ef042d4f8d28835&secure%5Burl%5D=https%3A%2F%2Faws.amazon.com%2Fsagemaker%2F%3Ftrk%3De054ba95-b51d-4594-98bc-aa0239b1797a%26sc_channel%3Ddisplay%2Bads&secure%5Burl_type%5D=custom_url)

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

Dataiku is the Platform for AI Success: the AI orchestration layer where enterprises build, deploy, and govern analytics, models, and agents at scale. It sits on top of the data platforms, clouds, and AI services you already use, working across all of them without locking you into any one. Dataiku expands who can build production AI, putting the right tools in the hands of data scientists and domain experts alike, from fraud analysts to demand planners. It orchestrates machine learning, rules, LLMs, and agents as one governed system, built on more than a decade of running production AI. Governance is part of the build rather than something bolted on afterward, so teams ship faster while keeping performance, cost, and risk under control. The result: AI that moves from experimentation to trusted, measurable execution now, not in 18 months.

**Average Rating:** 4.4/5.0

**Total Reviews:** 213

#### Who Is the Company Behind Dataiku?

- **Seller:** [Dataiku](https://www.g2.com/sellers/dataiku)
- **Company Website:** Dataiku.com
- **Year Founded:** 2013
- **HQ Location:** New York, NY
- **Twitter:** @dataiku  
22,917 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=e59ec8fccc02ecc4f883419e54da56d3f6fc8b1e556153f0cc01cd05e3b77faa&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdataiku%2F&secure%5Burl_type%5D=linkedin_company_website)  
1,619 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Data Scientist, Data Analyst
- **Top Industries:** Financial Services, Pharmaceuticals
- **Company Size:** 60% Large, 22% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate how Dataiku facilitates **easy ML development** , allowing focus on building models without the complexity.
- Users love the **ease of use** in Dataiku, simplifying complex tasks and enhancing their data analysis experience.
- Users appreciate the **ease of usability** in Dataiku, enabling collaboration for both technical and non-technical users.
- Users appreciate the **easy integrations** of Dataiku, facilitating smooth collaboration and deployment across various analytics tools.
- Users benefit from the **productivity improvement** of Dataiku, enabling faster project development and enhanced career growth.

##### Cons

- Users find the **steep learning curve** of Dataiku challenging, making it tough for beginners to master the platform.
- Users find the **steep learning curve** challenging for beginners, impacting their ability to effectively use Dataiku.
- Users find the **difficult learning** curve challenging, particularly for beginners navigating advanced features.
- Users experience **slow performance** with Dataiku when handling large datasets, affecting efficiency and productivity.
- Users find Dataiku **expensive** , especially for smaller organizations and projects, impacting accessibility and affordability.

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

**["Unified, Low-Code Platform That Boosts End-to-End Data & AI Productivity"](https://www.g2.com/survey_responses/dataiku-review-13125252)**

**Rating:** 4.5/5.0 stars

_— Ravindra N._

[Read full review](https://www.g2.com/survey_responses/dataiku-review-13125252)

**["Build Faster Workflows with Connected Data from many providers or distinct data sources"](https://www.g2.com/survey_responses/dataiku-review-13120436)**

**Rating:** 4.5/5.0 stars

_— Adalberto G._

[Read full review](https://www.g2.com/survey_responses/dataiku-review-13120436)

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

- [Is Dataiku an ETL tool?](https://www.g2.com/discussions/is-dataiku-an-etl-tool)
- [Is Dataiku web based?](https://www.g2.com/discussions/is-dataiku-web-based)
- [What is DSS Dataiku?](https://www.g2.com/discussions/what-is-dss-dataiku)
- [What is Dataiku DSS used for?](https://www.g2.com/discussions/what-is-dataiku-dss-used-for)

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

Introducing the world’s first AI agents that can get REAL work done, autonomously or in team. They learn your process, use your data, have infinite memory, and can scale on demand 24/7/365 without having to be trained, managed, or motivated.

**Average Rating:** 4.9/5.0

**Total Reviews:** 71

#### Who Is the Company Behind SmythOS?

- **Seller:** [SmythOS](https://www.g2.com/sellers/smythos)
- **HQ Location:** N/A
- **Twitter:** @Smyth\_OS  
408 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=50f7256649e5109f114a8a81f1bb35d44bdffdaaf49b35a7ccb3112b1b130457&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fsmythos&secure%5Burl_type%5D=linkedin_company_website)  
13 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 73% Small, 25% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users admire the **ease of use** of SmythOS, empowering both beginners and experts to effortlessly build AI agents.
- Users value SmythOS for its **developer-friendly features** , enabling easy API integration and seamless customization for AI solutions.
- Users love the **seamless integration** of SmythOS with tools like Slack and Google Chat for improved collaboration.
- Users love the **easy automation** of tasks with SmythOS, enabling anyone to create AI agents effortlessly.
- Users love the **easy setup** of SmythOS, with a intuitive drag-and-drop interface suitable for all skill levels.

##### Cons

- Users find the **learning curve steep** , wishing for better documentation and walkthroughs to navigate complex features.
- Users find the **interface complexity** of SmythOS challenging, wishing for a more streamlined and user-friendly design.
- Users face **insufficient documentation** that lacks clarity and depth, requiring additional help for complex tasks.
- Users find SmythOS's **poor documentation** lacking depth, making complex tasks challenging without customer support's help.
- Users find the **poor customer support** of SmythOS lacking, especially in documentation and easy expert access.

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

**["SmythOS is like having a secret productivity weapon"](https://www.g2.com/survey_responses/smythos-review-10571358)**

**Rating:** 4.0/5.0 stars

_— Neelakshi M._

[Read full review](https://www.g2.com/survey_responses/smythos-review-10571358)

**["As a developer, SmythOS speeds up everything"](https://www.g2.com/survey_responses/smythos-review-10608326)**

**Rating:** 5.0/5.0 stars

_— Petchimuthu M._

[Read full review](https://www.g2.com/survey_responses/smythos-review-10608326)

### [Gearset DevOps](https://www.g2.com/products/gearset-devops/reviews)

Gearset is the global leader in Salesforce DevOps. It’s a DevOps platform that helps organizations manage, automate, and govern the full Salesforce development lifecycle, from planning and deployment to testing, data management, and compliance. The platform is designed for Salesforce teams that need reliable, scalable DevOps processes across complex org environments. Gearset is used by mid-market and enterprise organizations across regulated and non-regulated industries, including healthcare, financial services, insurance, and technology. Typical users include Salesforce administrators, developers, DevOps engineers, release managers, and platform owners responsible for maintaining deployment quality, security, and operational consistency. The platform supports a wide range of Salesforce use cases, including metadata and CPQ deployments, CI/CD automation, code review workflows, sandbox seeding, test automation, and monitoring. As well as deployment automation, Gearset includes tools for Salesforce data protection and long-term data management, such as automated backups, data restore, and archiving. Observability and Org Intelligence features provide insight into org health, deployment risk, and system changes over time. Gearset also includes governance and compliance capabilities designed for enterprise environments. These features help teams maintain audit readiness and enforce access controls while supporting compliance frameworks such as SOX, ISO, HIPAA, and GDPR. The platform is delivered as a managed service and integrates with Salesforce environments without requiring complex local infrastructure. Key features and capabilities include: - Salesforce metadata, CPQ, and data deployments with CI/CD automation and version control integration - Code review, test automation, and release validation to support quality and consistency - Automated Salesforce backups, restore, and data archiving for data protection and retention - Sandbox seeding, observability, and Org Intelligence to support environment management and visibility - Governance features including audit trails, role-based access controls, and compliance support Gearset is a Salesforce Partner and has supported Salesforce teams globally since 2015. The platform is used by organizations managing multiple orgs (across regions), frequent releases, and complex compliance requirements, helping teams reduce deployment risk, improve operational visibility, and maintain control over Salesforce change management processes.

**Average Rating:** 4.7/5.0

**Total Reviews:** 303

#### Who Is the Company Behind Gearset DevOps?

- **Seller:** [Gearset](https://www.g2.com/sellers/gearset)
- **Company Website:** www.gearset.com
- **Year Founded:** 2015
- **HQ Location:** Cambridge, Cambridgeshire
- **Twitter:** @GearsetHQ  
1,182 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=cb0a1d1a51dafae67aaf930cdb09c5683dea58d96c6c97e17a838b129a1f7c7a&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F10478150%2F&secure%5Burl_type%5D=linkedin_company_website)  
369 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Salesforce Developer, Salesforce Administrator
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 37% Medium, 33% Small

#### What Do G2 Reviewers Say About Gearset DevOps?

_AI-generated summary from verified user reviews_

##### Pros

- Users commend the **ease of use** of Gearset DevOps, praising its smooth setup and efficient management of deployments.
- Users value the **ease and flexibility of deployments** with Gearset, enhancing efficiency and minimizing human error.
- Users value the **easy deployment** of Gearset DevOps, enabling quick and efficient management of projects and releases.
- Users value the **exceptional customer support** from Gearset DevOps, highlighting their responsiveness and helpfulness with issues and requests.
- Users praise the **deployment ease** of Gearset DevOps, noting a smooth setup and efficient management of releases.

##### Cons

- Users struggle with **deployment issues** such as manual activation of Flows and potential metadata overwrites during production changes.
- Users find Gearset DevOps to be **expensive for larger teams** , impacting budget considerations despite its advanced features.
- Users find the **complexity of Gearset DevOps** overwhelming, seeking improvements in automation and simplified processes.
- Users face **limitations in data management** with Gearset, as some metadata does not transfer accurately between environments.
- Users find the **missing features** of Gearset DevOps, like automated dependency tracking and mobile support, limiting their efficiency.

#### What Are Recent G2 Reviews of Gearset DevOps?

**["Powerful Salesforce DevOps That Makes Every Release Easier"](https://www.g2.com/survey_responses/gearset-devops-review-13031923)**

**Rating:** 5.0/5.0 stars

_— Paul B._

[Read full review](https://www.g2.com/survey_responses/gearset-devops-review-13031923)

**["Rollbacks, Conflict Resolution, and Precise Deployments That Elevate CI/CD"](https://www.g2.com/survey_responses/gearset-devops-review-13189639)**

**Rating:** 4.5/5.0 stars

_— Chris P._

[Read full review](https://www.g2.com/survey_responses/gearset-devops-review-13189639)

### [Typeface Arc Forge](https://www.g2.com/products/typeface-arc-forge/reviews)

Arc Forge allows IT teams to support marketing teams by extending Typeface into existing systems, building custom agents for complex workflows, and maintaining full control at every layer.

**Average Rating:** 4.4/5.0

**Total Reviews:** 14

#### Who Is the Company Behind Typeface Arc Forge?

- **Seller:** [Typeface](https://www.g2.com/sellers/typeface-2026-07-17)
- **Year Founded:** 2022
- **HQ Location:** Palo Alto, CA, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=74493b143008498755cceb88adeac24cfd177afc4d71760ac32bfb858b8a3dc8&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Ftypefaceai&secure%5Burl_type%5D=linkedin_company_website)  
310 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 57% Medium, 29% Small

#### What Are Recent G2 Reviews of Typeface Arc Forge?

**["High-Quality, On-Brand Content Creation Made Fast with Typeface Arc Forge"](https://www.g2.com/survey_responses/typeface-arc-forge-review-13227139)**

**Rating:** 4.5/5.0 stars

_— Atharva S._

[Read full review](https://www.g2.com/survey_responses/typeface-arc-forge-review-13227139)

**["Scales Marketing Workflows with Custom AI Agents and Strong Integrations"](https://www.g2.com/survey_responses/typeface-arc-forge-review-13231983)**

**Rating:** 5.0/5.0 stars

_— jamsheed I._

[Read full review](https://www.g2.com/survey_responses/typeface-arc-forge-review-13231983)

### [Make](https://www.g2.com/products/integromat-by-celonis-make/reviews)

Make is a leading visual AI automation platform. Make is the platform to build, manage, and scale all your automations and AI agents in one visual landscape. Connect 3,000+ apps, automate complex processes, create AI and agentic workflows, and use model context protocol (MCP) to scale your automations. Use the visual drag-and-drop scenario builder to link apps in a few clicks. Build limitless scenarios that run exactly the way your business needs them to. Make supports any app with an API, so it’s made to fit your tech stack. And with Make AI Agents, your scenarios don't just run – they adapt. Agentic automation lets AI-driven agents handle complex tasks, while responding to changing conditions in real time. Set your scenarios to run on a schedule, trigger them instantly, or watch them run live whenever you need full visibility into what's happening. Make’s transparent logic means you’ll be able to see, manage, and control your automations every step of the way.

**Average Rating:** 4.6/5.0

**Total Reviews:** 326

#### Who Is the Company Behind Make?

- **Seller:** [Integromat by Celonis](https://www.g2.com/sellers/integromat-by-celonis)
- **Company Website:** www.integromat.com
- **Year Founded:** 2012
- **HQ Location:** Praha 8, Prague
- **Twitter:** @integromat  
644 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=11d1aa0b9cf9a1968f7bb7c0c7ed337e4794b89cd3944d44f6a3746cd9a53891&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F10589855%2F&secure%5Burl_type%5D=linkedin_company_website)  
13 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** CEO, Founder
- **Top Industries:** Marketing and Advertising, Computer Software
- **Company Size:** 78% Small, 17% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **powerful automation capabilities** of Make, simplifying complex tasks and saving valuable time.
- Users find Make's **ease of use** enhances productivity, allowing effortless integration and automation of tasks.
- Users value the **seamless integrations** of Make, enhancing productivity and simplifying workflows across various applications.
- Users love the **flexibility** of Make, allowing customized workflows that adapt seamlessly to evolving needs and tasks.
- Users appreciate the **easy integrations** of Make, which streamline automation and enhance overall business efficiency.

##### Cons

- Users find the **error handling inadequate** , often leaving them confused and struggling to resolve issues effectively.
- Users find the **steep learning curve** challenging, especially those without coding experience, despite available resources.
- Users find the **learning difficulty** challenging, especially if they lack coding experience, despite helpful resources available.
- Users find the **complexity** of Make's setup and debugging processes to be frustrating and time-consuming.
- Users struggle with **API issues** , facing challenges in documentation, support speed, and automation setups.

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

**["Straightforward, Flexible Automations with Make That Exceed Expectations"](https://www.g2.com/survey_responses/make-review-12923376)**

**Rating:** 5.0/5.0 stars

_— Susanna K._

[Read full review](https://www.g2.com/survey_responses/make-review-12923376)

**["Integromat just connects everything"](https://www.g2.com/survey_responses/make-review-4671224)**

**Rating:** 5.0/5.0 stars

_— Krasimir T._

[Read full review](https://www.g2.com/survey_responses/make-review-4671224)

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

- [What is Make (formerly Integromat) used for?](https://www.g2.com/discussions/what-is-make-formerly-integromat-used-for) - 2 comments
- [How do you make an Integromat Webhook?](https://www.g2.com/discussions/how-do-you-make-an-integromat-webhook) - 1 comment
- [How does Integromat work?](https://www.g2.com/discussions/how-does-integromat-work) - 1 comment
- [How good is Integromat?](https://www.g2.com/discussions/how-good-is-integromat) - 2 comments
- [What is Integromat?](https://www.g2.com/discussions/what-is-integromat) - 2 comments

### [Ringg AI](https://www.g2.com/products/ringg-ai/reviews)

Ringg AI is an enterprise-grade platform for building, deploying, and scaling production-ready conversational AI agents across voice, WhatsApp, web, and browser channels. It gives teams control across the entire lifecycle of automation, from agent creation and knowledge management to workflow orchestration, integrations, analytics, evaluations, and continuous optimization. Built for high-stakes workflows such as customer support, collections, lead qualification, KYC, appointment booking, and inbound operations, Ringg enables businesses to create agents that understand context, follow complex workflows, use business tools, and take action. Teams can design conversations without code, connect their existing systems, and deliver fast, natural, interruption-ready interactions across channels. Ringg supports more than individual conversations. Its agents can qualify leads, schedule appointments, confirm orders, answer questions, update customer records, trigger actions, and complete business processes. Visual workflow tools make it possible to define conditions, variables, API requests, wait steps, and handoffs in one place. From first contact through follow-up, every interaction can be connected to the right data, workflow, and business system. This enables teams to reduce manual work, respond faster, maintain consistent service quality, and scale operations without adding unnecessary headcount across growing customer volumes. What sets Ringg AI apart is its end-to-end orchestration layer. The platform connects conversations, tools, data, and actions while automatically monitoring agent performance. Built-in analytics and evaluations help teams understand outcomes, identify issues, and improve experiences over time. Whether businesses are automating voice operations or expanding across digital channels, Ringg helps them manage customer interactions at scale with greater consistency, visibility, and control.

**Average Rating:** 4.8/5.0

**Total Reviews:** 26

#### Who Is the Company Behind Ringg AI?

- **Seller:** [Ringg AI](https://www.g2.com/sellers/ringg-ai)
- **Company Website:** ringg.ai
- **Year Founded:** 2023
- **HQ Location:** Bengaluru, IN
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=b82d23088df85e6850077eed3829e7af5e79e8b9b2f559a27f8d511a0887c5e9&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fringg%2F&secure%5Burl_type%5D=linkedin_company_website)  
35 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 54% Small, 27% Medium

#### What Do G2 Reviewers Say About Ringg AI?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **high efficiency** of Ringg AI, automating calls and enhancing lead generation effortlessly.
- Users value the **easy setup** of Ringg AI, appreciating the smooth onboarding process and personalized assistance.
- Users appreciate the **exceptional customer support** from Ringg AI, making onboarding and usage effortless and effective.
- Users highlight the **human-like call management** of Ringg AI, ensuring engaging and natural conversations with prospects.
- Users value the **conversational AI approach** of Ringg AI, transforming financial sales into a more user-focused experience.

##### Cons

- Users note the **limited language support** , suggesting improvements for regional languages beyond Hindi and English.
- Users note the **inaccuracy** in language support, particularly with languages like Malayalam, affecting overall satisfaction.
- Users find **limited customization** challenging, necessitating close collaboration with Ringg's tech team for scaling solutions.
- Users find the **limited features** for creating agent flows frustrating, relying on other tools for assistance.
- Users struggle with **poor understanding** of agent responses, wishing for clearer debugging options and explanations.

#### What Are Recent G2 Reviews of Ringg AI?

**["Revolutionized Our Customer Interaction and Scheduling"](https://www.g2.com/survey_responses/ringg-ai-review-13231186)**

**Rating:** 5.0/5.0 stars

_— Verified User_

[Read full review](https://www.g2.com/survey_responses/ringg-ai-review-13231186)

**["Ringg Keeps Event Communication Moving with Smart Reminders and Consistent Workflows"](https://www.g2.com/survey_responses/ringg-ai-review-13165099)**

**Rating:** 5.0/5.0 stars

_— Abhishek P._

[Read full review](https://www.g2.com/survey_responses/ringg-ai-review-13165099)

### [Invicta AI](https://www.g2.com/products/invicta-ai/reviews)

Invicta AI offers effortless AI model creation and sharing with no coding needed. It's a great tool for those interested in AI but lack coding skills.

**Average Rating:** 4.5/5.0

**Total Reviews:** 10

#### Who Is the Company Behind Invicta AI?

- **Seller:** [Invicta AI](https://www.g2.com/sellers/invicta-ai)
- **Year Founded:** 2023
- **HQ Location:** London, GB
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=37b073515741034925ee9ed78e904bd7a807756c9cabe077888e96d09a402409&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Finvicta-ai%2F&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 45% Small, 27% Large

#### What Do G2 Reviewers Say About Invicta AI?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **customization options** of Invicta AI, enabling tailored workflows and enhanced AI model performance.
- Users appreciate the **ease of use** of Invicta AI, benefiting from its user-friendly interface and seamless integration.
- Users value the **user-friendly features** of Invicta AI, enhancing efficiency and collaboration in business operations.
- Users highlight the **efficiency** of Invicta AI, streamlining workflows and significantly reducing support workload through automation.
- Users praise the **easy integrations** of Invicta AI, enhancing efficiency and innovation in their business operations.

##### Cons

- Users find the **steep learning curve for non-technical users** challenging, suggesting improved onboarding tutorials for better accessibility.
- Users report experiencing **integration challenges** that add to the overall complexity of using Invicta AI.
- Users find the **limited pricing options** of Invicta AI challenging, particularly for small businesses with tight budgets.
- Users struggle with **dependency issues** , facing challenges with restricted customization and reliance on external models.
- Users find **limited customization** options frustrating, hindering their ability to meet specific and intricate needs effectively.

#### What Are Recent G2 Reviews of Invicta AI?

**["Empowering no code automation with collaboration AI agent"](https://www.g2.com/survey_responses/invicta-ai-review-11022759)**

**Rating:** 4.5/5.0 stars

_— SALMAN S._

[Read full review](https://www.g2.com/survey_responses/invicta-ai-review-11022759)

**["A good no-code platform for using multiple agents"](https://www.g2.com/survey_responses/invicta-ai-review-11574362)**

**Rating:** 4.0/5.0 stars

_— Verified User in Oil & Energy_

[Read full review](https://www.g2.com/survey_responses/invicta-ai-review-11574362)

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

Parloa's Agent Management Platform is designed for organizations that operate customer service or support functions and need to handle high volumes of inbound and outbound communication. It enables users to build, deploy, and maintain conversational interfaces, such as voice assistants and chatbots, that can interact with customers in natural language. The platform integrates with telephony systems, customer relationship management (CRM) software, and other backend systems to support end-to-end interaction handling. The software is typically used by enterprises in industries such as telecommunications, financial services, e-commerce, and travel, where scalable and consistent customer communication is required. Common use cases include automating frequently asked questions, handling appointment scheduling, processing account-related requests, and supporting customer authentication workflows. By automating routine interactions, the platform allows human agents to focus on more complex or sensitive cases. Parloa Platform includes tools for designing conversational flows, managing dialogue logic, and analyzing interaction performance. It supports both voice and text-based communication channels, enabling organizations to manage omnichannel customer experiences within a single system. The platform also incorporates natural language processing (NLP) capabilities to interpret user intent and generate appropriate responses. Key features and capabilities include: • Conversational AI development and orchestration: Tools for creating, testing, and managing voice and chat-based interactions across multiple channels • Telephony and system integrations: Connectivity with telephony infrastructure, CRM systems, and enterprise applications to enable automated workflows • Natural language understanding (NLU): Processing of user input to identify intent and support structured, context-aware conversations • Automation of routine customer interactions: Handling of repetitive service requests such as inquiries, status updates, and basic transactions • Analytics and reporting: Monitoring and evaluation of conversation performance, including insights into usage, outcomes, and optimization opportunities Parloa Platform is intended to support operational efficiency and consistency in customer service environments by reducing manual intervention in standardized interactions while maintaining integration with existing enterprise systems.

**Average Rating:** 4.6/5.0

**Total Reviews:** 22

#### Who Is the Company Behind Parloa?

- **Seller:** [Parloa](https://www.g2.com/sellers/parloa)
- **Company Website:** www.parloa.com
- **Year Founded:** 2018
- **HQ Location:** Berlin, Berlin, Germany
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=d2cba3b5f6e6c5fcd5f5e34165ff70b74a962b5c6ffb70a1bf1719f895ee4681&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fparloa&secure%5Burl_type%5D=linkedin_company_website)  
566 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 39% Large, 39% Medium

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

**["Enhances Customer Service with Smooth AI Integration"](https://www.g2.com/survey_responses/parloa-review-13198237)**

**Rating:** 4.0/5.0 stars

_— Jeni J._

[Read full review](https://www.g2.com/survey_responses/parloa-review-13198237)

**["Natural, Human-Like AI Agents with Seamless Contact-Center Integration"](https://www.g2.com/survey_responses/parloa-review-13173701)**

**Rating:** 5.0/5.0 stars

_— jamsheed I._

[Read full review](https://www.g2.com/survey_responses/parloa-review-13173701)

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

Airia is the enterprise AI platform built to help organizations take control of AI at scale. AI is moving fast. Enterprises are deploying models, building agents, and automating workflows across every part of the business. Most have no unified way to see it, secure it, or govern it. The result is ungoverned AI sprawl, compounding risk, and little visibility into what AI is actually doing. Airia solves that. The platform unifies AI security, AI governance, and AI orchestration in a single, purpose-built solution. Organizations use Airia to detect and defend against AI-specific threats like prompt injection, data leakage, and shadow AI, enforce granular policies and controls that keep AI behavior trustworthy and accountable, and orchestrate models and agents across complex multi-step workflows. Every capability is designed to work together, so security, governance, and operations teams are finally working from the same picture. Airia was built AI-native from day one. That means AI isn't bolted on. It's embedded throughout the architecture, continuously monitoring model and agent behavior, enforcing policy at runtime, and surfacing the risks that matter before they become incidents. Trusted by 500+ enterprise customers worldwide, Airia gives organizations the confidence to scale AI broadly without sacrificing control, compliance, or security.

**Average Rating:** 4.8/5.0

**Total Reviews:** 20

#### Who Is the Company Behind Airia?

- **Seller:** [Airia](https://www.g2.com/sellers/airia)
- **Year Founded:** 2023
- **HQ Location:** Atlanta, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=2e72ccb5d39d7635db6306f1195850dd0f9abdcec41fd75dcf090dc118f70c3f&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fairia-enterprise-ai-simplified%2F&secure%5Burl_type%5D=linkedin_company_website)  
173 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services
- **Company Size:** 50% Medium, 27% Large

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

_AI-generated summary from verified user reviews_

##### Pros

- Users highlight the **ease of use** of Airia, quickly achieving value with an intuitive and supportive platform.
- Users value the **exceptional customer support** from Airia, appreciating the responsiveness and dedication to their success.
- Users commend the **ease of setup** for building agents quickly and with flexible integration options.
- Users appreciate the **integrated chat feature** of Airia, facilitating easy deployment and user-friendly access to AI.
- Users value the **deployment efficiency** of Airia, appreciating its ease of use and responsive support for seamless AI integration.

##### Cons

- Users find **access limitations** in Airia due to fewer integrations and insufficient RBAC functionality for security roles.
- Users experience **call quality issues** , with occasional failures affecting their overall satisfaction and requiring support assistance.
- Users note **dependency issues** with Airia's API integration, causing occasional failures and confusion during implementation.
- Users face a **difficult learning curve** with Airia, discovering quirks that complicate their ongoing usage experience.
- Users note the **limited features** of Airia, especially fewer integrations compared to competitors and missing RBAC functionalities.

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

**["Secure, Easy-to-Use Platform That Accelerates Enterprise AI Adoption"](https://www.g2.com/survey_responses/airia-review-13227173)**

**Rating:** 4.0/5.0 stars

_— Atharva S._

[Read full review](https://www.g2.com/survey_responses/airia-review-13227173)

**["Centralized AI Workflows That Scale Across Teams"](https://www.g2.com/survey_responses/airia-review-13229704)**

**Rating:** 4.5/5.0 stars

_— LOKESH G._

[Read full review](https://www.g2.com/survey_responses/airia-review-13229704)

### [Relevance AI](https://www.g2.com/products/relevance-ai/reviews)

Relevance AI is the home of the AI workforce: where anyone can build and recruit teams of AI agents to complete tasks on autopilot. Our no-code platform is built for ops teams, no technical background required. Subject-matter experts can use Relevance to design powerful AI agents and AI teams without relying on developer resources. Scale excellence across every area or team with your intelligent, purpose-built AI workforce.

**Average Rating:** 4.3/5.0

**Total Reviews:** 20

#### Who Is the Company Behind Relevance AI?

- **Seller:** [Relevance AI](https://www.g2.com/sellers/relevance-ai)
- **Year Founded:** 2020
- **HQ Location:** Sydney, Australia 
- **Twitter:** @RelevanceAI\_  
3,784 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=c46ebf1f09b1b4a9374faeb2ccce8757d4a5c5f77e7bae03658df4b90b54ae5c&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Frelevanceai&secure%5Burl_type%5D=linkedin_company_website)  
121 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software
- **Company Size:** 85% Small, 10% Medium

#### What Do G2 Reviewers Say About Relevance AI?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of Relevance AI, enjoying its intuitive setup and seamless management of agents.
- Users value the **incredible versatility** of Relevance AI, enabling custom agents for various functions effortlessly.
- Users appreciate the **advanced AI integration** of Relevance AI, which enhances efficiency and reduces manual workload.
- Users value the **extensive customization options** in Relevance AI, enabling tailored solutions for diverse needs and functions.
- Users commend **efficiency** in Relevance AI, benefiting from automated tasks and reliable, secured results across various applications.

##### Cons

- Users find the **high cost** of Relevance AI prohibitive and frustrating, especially when unable to utilize the service.
- Users express frustration over the **high costs** of Relevance AI, making it less accessible for general use.
- Users find the **interface complex** , citing a confusing onboarding experience and busy design that hinders usability.
- Users find the **limited features** of Relevance AI frustrating, as they lack important tools for optimal performance.
- Users find the **learning curve challenging** , with onboarding being confusing and no in-person training available.

#### What Are Recent G2 Reviews of Relevance AI?

**["The Best Platform for Creating Custom Agents"](https://www.g2.com/survey_responses/relevance-ai-review-12424146)**

**Rating:** 5.0/5.0 stars

_— Leopoldo E._

[Read full review](https://www.g2.com/survey_responses/relevance-ai-review-12424146)

**["A powerful AI agent builder that builds them for you"](https://www.g2.com/survey_responses/relevance-ai-review-10916575)**

**Rating:** 4.5/5.0 stars

_— Will M._

[Read full review](https://www.g2.com/survey_responses/relevance-ai-review-10916575)

### [G2 Marketing Solutions](https://www.g2.com/products/g2/reviews)

G2 is the world's largest and most trusted software marketplace. More than 90 million people annually — including employees at all of the Fortune 500 companies — use G2 to make smarter software decisions based on authentic peer reviews. Thousands of software and services companies of all sizes partner with G2 to build their reputation, manage their software spend, and grow their business.

**Average Rating:** 4.6/5.0

**Total Reviews:** 5,377

#### Who Is the Company Behind G2 Marketing Solutions?

- **Seller:** [G2](https://www.g2.com/sellers/g2)
- **Company Website:** www.g2.com
- **Year Founded:** 2012
- **HQ Location:** Chicago, USA
- **Twitter:** @G2dotcom  
32,942 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=545a5c15bfc1d762f132f7ceab6872371290c28b2337aa4d8ffa55287b728776&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F2641084%2F&secure%5Burl_type%5D=linkedin_company_website)  
1,504 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Software Engineer, Marketing Manager
- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 43% Small, 37% Medium

#### What Do G2 Reviewers Say About G2 Marketing Solutions?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of G2 Marketing Solutions, allowing for effortless expression of experiences and insights.
- Users value the **authenticity and transparency** of G2 Marketing Solutions, trusting real reviews to guide their decisions.
- Users appreciate G2 Marketing Solutions' **user-friendly interface** and credible reviews, enhancing informed decisions about technology.
- Users value the **genuine and fair reviews** on G2 Marketing Solutions, enabling informed decisions based on real experiences.
- Users value the **authentic reviews** on G2 Marketing Solutions, finding it a reliable source for technology insights.

##### Cons

- Users find the **approval process unpredictable** , leading to confusion and outdated reviews that hinder informed decisions.
- Users express concern over **biased reviews** that may not reflect the current quality of G2 Marketing Solutions.
- Users experience a **lack of clarity** regarding review approval and video submission statuses, impacting their overall satisfaction.
- Users find the **time-consuming nature** of lengthy feedback requests from G2 Ask to be burdensome and inefficient.
- Users experience **confusion due to the non-intuitive interface** and inconsistencies in review processes and support access.

#### What Are Recent G2 Reviews of G2 Marketing Solutions?

**["Easy Review Collection That Boosts Credibility and Brand Trust"](https://www.g2.com/survey_responses/g2-marketing-solutions-review-13224022)**

**Rating:** 5.0/5.0 stars

_— Rutvik D._

[Read full review](https://www.g2.com/survey_responses/g2-marketing-solutions-review-13224022)

**["Real-Time Intent Data That Helps Us Find In-Market Healthcare Accounts"](https://www.g2.com/survey_responses/g2-marketing-solutions-review-13225056)**

**Rating:** 4.0/5.0 stars

_— Tasneem G._

[Read full review](https://www.g2.com/survey_responses/g2-marketing-solutions-review-13225056)

#### What Are G2 Users Discussing About G2 Marketing Solutions?

- [In what ways is G2.com influencing purchasing decisions in the software and technology market?](https://www.g2.com/discussions/in-what-ways-is-g2-com-influencing-purchasing-decisions-in-the-software-and-technology-market) - 8 comments, 4 upvotes
- [How is G2.com being used to enhance operational efficiency and user experience in its specific field?](https://www.g2.com/discussions/how-is-g2-com-being-used-to-enhance-operational-efficiency-and-user-experience-in-its-specific-field) - 6 comments, 2 upvotes
- [What is G2.com used for?](https://www.g2.com/discussions/what-is-g2-com-used-for) - 11 comments, 6 upvotes
- [What is G2 Marketing Solutions used for?](https://www.g2.com/discussions/what-is-g2-marketing-solutions-used-for) - 2 comments
- [How much does g2 crowd cost?](https://www.g2.com/discussions/how-much-does-g2-crowd-cost) - 12 comments, 5 upvotes

### [nebulaONE AI](https://www.g2.com/products/nebulaone-ai/reviews)

NebulaONE is a secure, affordable, Microsoft-based AI gateway that allows organizations to deploy no-code Enterprise AI in their private Microsoft Azure environment. NebulaONE is unlike traditional AI SaaS platforms and is not licensed per user per month. NebulaONE is a value-based consumption platform in which you truly pay for what you use. If you are looking to rapidly prototype or legitimately go from Pilot to Production across your organization in an expedited fashion, and quickly realize ROI, nebulaONE AI is the enterprise platform for your organization.

**Average Rating:** 4.8/5.0

**Total Reviews:** 9

#### Who Is the Company Behind nebulaONE AI?

- **Seller:** [Cloudforce](https://www.g2.com/sellers/cloudforce)
- **Year Founded:** 2010
- **HQ Location:** National Harbor, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8b1e1e7d323b0434950abade2c28dfa3e9e2e75296467e916cf559455173ef49&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fgocloudforce%2F&secure%5Burl_type%5D=linkedin_company_website)  
95 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Higher Education
- **Company Size:** 67% Large, 33% Medium

#### What Do G2 Reviewers Say About nebulaONE AI?

_AI-generated summary from verified user reviews_

##### Pros

- Users commend the **ease of use** of nebulaONE AI, appreciating its simple deployment and flexible management.
- Users praise the **fantastic customer support** from Cloudforce, highlighting their responsiveness and engagement throughout the deployment process.
- Users commend the **rapid deployment ease** of nebulaONE AI, enabling quick integration and onboarding across teams.
- Users appreciate the **cost-effective pricing model** of nebulaONE AI, enabling accessible AI solutions for all university members.
- Users value the **easy integrations** of nebulaONE AI, allowing quick deployment and seamless onboarding for teams.

##### Cons

- Users are concerned about the **high costs** associated with nebulaONE AI, anticipating further increases with expansion.
- Users find a noticeable **learning curve** for first-time use, particularly with prompt design and agent instructions.
- Users find the **administrator tools limited** , lacking robust capabilities for insights and reporting essential for effective management.
- Users note **missing features** in nebulaONE AI, impacting functionality and reliance on external models and tools.
- Users experience **model availability issues** due to reliance on external factors, leading to unmet functionality expectations.

#### What Are Recent G2 Reviews of nebulaONE AI?

**["A scalable, secure, platform to drive GenAI adoption across multiple user bases"](https://www.g2.com/survey_responses/nebulaone-ai-review-12634628)**

**Rating:** 4.5/5.0 stars

_— Jenny R._

[Read full review](https://www.g2.com/survey_responses/nebulaone-ai-review-12634628)

**["NebulaONE: Easy, Affordable, and Scales Fast Across Campus"](https://www.g2.com/survey_responses/nebulaone-ai-review-12577326)**

**Rating:** 5.0/5.0 stars

_— Howard M._

[Read full review](https://www.g2.com/survey_responses/nebulaone-ai-review-12577326)

### [Auto GPT](https://www.g2.com/products/auto-gpt/reviews)

Auto GPT is an open-source attempt to make GPT-4 fully autonomous, pushing the boundaries of AI innovation.

**Average Rating:** 4.8/5.0

**Total Reviews:** 6

#### Who Is the Company Behind Auto GPT?

- **Seller:** [Auto GPT](https://www.g2.com/sellers/auto-gpt)
- **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=7886df2ed926834e5eb248c77dcfa8e5c815d3ab1f0fe3132ced0dba45868834&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2FNo-Linkedin-Presence-Added-Intentionally-By-DataOps&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 57% Small, 29% Medium

#### What Do G2 Reviewers Say About Auto GPT?

_AI-generated summary from verified user reviews_

##### Pros

- Users enjoy the **ease of use** of Auto GPT, finding it simple to implement and helpful for daily tasks.
- Users value the **time-saving automation** features of Auto GPT, making daily tasks easier and more efficient.
- Users find Auto GPT's **amazing potential for automating tasks** while working on complex projects like writing books.
- Users appreciate the **effortless conversations** enabled by Auto GPT, enjoying its natural language understanding and responses.
- Users find Auto GPT's **customer support very supportive** , enhancing their overall experience with the product.

##### Cons

- Users note the **limitations in understanding context** , which can lead to misleading information and outdated domain knowledge.
- Users experience **limitations in context understanding** , leading to potential misinformation and reduced reliability in outputs.
- Users express concerns about **misleading marketing** , highlighting limitations in Auto GPT's understanding and context accuracy.
- Users note that Auto-GPT has **outdated information** on niche topics, limiting its effectiveness in specialized areas.
- Users express concerns over **bias and inaccuracy** in Auto GPT's results, along with potential toxicity issues.

#### What Are Recent G2 Reviews of Auto GPT?

**["Review for advance AI Tool (Auto GPT)"](https://www.g2.com/survey_responses/auto-gpt-review-10307432)**

**Rating:** 4.5/5.0 stars

_— Anshika S._

[Read full review](https://www.g2.com/survey_responses/auto-gpt-review-10307432)

**["Best AI Service"](https://www.g2.com/survey_responses/auto-gpt-review-11365935)**

**Rating:** 5.0/5.0 stars

_— Edwin M._

[Read full review](https://www.g2.com/survey_responses/auto-gpt-review-11365935)

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

Bland AI is an enterprise voice AI platform built for complex, high-stakes phone calls in regulated industries including Healthcare, Financial Services, and Insurance. Bland automates millions of inbound calls per year for 250+ enterprises including Signant Health, Innovacer, Samsara, First Financial Bank, Mutual of Omaha, and Kin Insurance. Core Use Cases Healthcare: Patient scheduling and appointment reminders, remote patient monitoring outreach, prior authorizations, and prescription refills. Financial Services: Customer service inquiries, lead qualification, and debt collection. Insurance: Speed-to-lead follow-up, claims inquiries, and policy renewals. Why Regulated Industries Choose Bland Most voice AI tools are built on top of proprietary model providers — which means when they go down, you go down. When they change their pricing, yours changes too. Bland owns its infrastructure end-to-end. Fully self-hosted and deployable on-premise or within a VPC, Bland gives compliance, security, and IT teams complete control over where data lives and how it's processed with none of the third-party dependencies that create risk in regulated environments. Bland also provides deep observability into every agent interaction, including call transcripts and monitoring tools that let legal and compliance teams audit, improve, and govern AI behavior at scale. Get a live phone agent in production in 30 days. Our world-class Forward Deployed Engineers work alongside your team to ensure a fast deployment without compromising on quality and compliance. Bland is for the calls you can't afford to get wrong.

**Average Rating:** 5.0/5.0

**Total Reviews:** 10

#### Who Is the Company Behind Bland?

- **Seller:** [Bland AI](https://www.g2.com/sellers/bland-ai)
- **Company Website:** bland.ai
- **Year Founded:** 2023
- **HQ Location:** San Francisco
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=86bb9d70fad8b48cd7dff4a449347d1f74c3f5564b00efed0188af8949a5a39f&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fbland-ai&secure%5Burl_type%5D=linkedin_company_website)  
112 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 82% Small, 18% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users find Bland AI to be **extremely easy to use** , making setup and integration a simple process.
- Users praise the **powerful and easy-to-use platform** of Bland AI for building complex and engaging voice agents.
- Users value the **powerful and easy-to-use platform** of Bland AI for creating effective voice agents effortlessly.
- Users love Bland for its **powerful conversational AI** that enhances engagement and outperforms human interaction.
- Users appreciate the **easy integrations** offered by Bland AI, making setup and connectivity with apps seamless and efficient.

##### Cons

- Users find Bland to have **complex features** , but appreciate the available resources for training and support.
- Users find the platform **somewhat complex** , though improvements and resources help ease the learning process.
- Users find the **setup process complex** , but appreciate the improving tools and helpful training resources offered by Bland.
- Users find Bland's interface **complex and not very user-friendly** , but note improvements and helpful training resources.
- Users find the platform a bit **difficult to learn** , though improvements and resources are helping ease the process.

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

**["From Zero to Voice Escalation in Hours with Bland AI"](https://www.g2.com/survey_responses/bland-review-12708180)**

**Rating:** 4.0/5.0 stars

_— Usman J._

[Read full review](https://www.g2.com/survey_responses/bland-review-12708180)

**["Bland is a One-Stop-Shop for Voice AI and an Industry Leader in this space."](https://www.g2.com/survey_responses/bland-review-12886609)**

**Rating:** 5.0/5.0 stars

_— Jennifer E._

[Read full review](https://www.g2.com/survey_responses/bland-review-12886609)

### [Frontier](https://www.g2.com/products/openai-frontier/reviews)

Frontier is a new enterprise AI platform from OpenAI for building, deploying, and managing autonomous AI agents across a company’s tech stack. It’s basically a centralized place to run “AI coworkers” that can interact with real systems and workloads, not just chat.

**Average Rating:** 4.1/5.0

**Total Reviews:** 33

#### Who Is the Company Behind Frontier?

- **Seller:** [OpenAI](https://www.g2.com/sellers/openai)
- **Year Founded:** 2015
- **HQ Location:** San Francisco, CA
- **Twitter:** @OpenAI  
4,941,980 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ecd1d449cf2e9761bb2e5b1f1675e8d4421cefb5efd4c38e1b88c4215c445d8e&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fopenai%2F&secure%5Burl_type%5D=linkedin_company_website)  
8,807 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 50% Small, 28% Medium

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

**["Fast, Intuitive AI Productivity Tool That Streamlines Workflows"](https://www.g2.com/survey_responses/frontier-review-13163581)**

**Rating:** 4.5/5.0 stars

_— Muhammed A._

[Read full review](https://www.g2.com/survey_responses/frontier-review-13163581)

**["A Reliable Platform That Simplifies Team Collaboration"](https://www.g2.com/survey_responses/frontier-review-13129764)**

**Rating:** 5.0/5.0 stars

_— Sayan B._

[Read full review](https://www.g2.com/survey_responses/frontier-review-13129764)

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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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