# Best  AI Agent Builders Software - Page 3

*By [Bijou Barry](https://research.g2.com/insights/author/bijou-barry)*

The leading AI agent builder in 2026 is Salesforce Agentforce, rated 4.3 out of 5 on G2 based on 1,100+ verified reviews. For RPA-native orchestration, UiPath Agentic Automation edges ahead at 4.6 stars, while Zapier dominates the no-code segment with strong cross-app automation capabilities.

1. Salesforce Agentforce — 4.3/5 (1,100+ reviews): Salesforce-native autonomous agent building and deployment
2. UiPath Agentic Automation — 4.6/5 (7,500+ reviews): RPA-native agentic orchestration with human-in-the-loop
3. OutSystems — 4.5/5 (1,700+ reviews): Visual agentic app development with low-code
4. ServiceNow AI Agents — 4.3/5 (400+ reviews): ServiceNow-native agentic ITSM workflow automation
5. Zapier — 4.5/5 (2,000+ reviews): No-code agent-building with cross-app workflow automation

*Updated June 2026. Based on 2026 G2 verified review data across 5 products.*


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&#39;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





## Top  AI Agent Builders Software at a Glance
| # | Product | Rating | Best For | What Users Say |
|---|---------|--------|----------|----------------|
| 1 | [Salesforce Agentforce](https://www.g2.com/products/salesforce-agentforce/reviews) | 4.3/5.0 (1,163 reviews) | Salesforce-native autonomous agent building and deployment | "[Autonomous AI Agents That Streamline Workflows Across the Salesforce Ecosystem](https://www.g2.com/survey_responses/salesforce-agentforce-review-12739909)" |
| 2 | [UiPath Agentic Automation](https://www.g2.com/products/uipath-agentic-automation/reviews) | 4.6/5.0 (6,137 reviews) | RPA-native agentic orchestration with human-in-the-loop | "[Extending RPA Capabilities with Agentic AI](https://www.g2.com/survey_responses/uipath-agentic-automation-review-13049861)" |
| 3 | [OutSystems](https://www.g2.com/products/outsystems/reviews) | 4.5/5.0 (1,622 reviews) | Visual agentic app development with low-code | "[OutSystems Speeds Delivery with a Powerful Visual Low-Code Platform](https://www.g2.com/survey_responses/outsystems-review-12858810)" |
| 4 | [ServiceNow AI Agents](https://www.g2.com/products/servicenow-ai-agents/reviews) | 4.3/5.0 (436 reviews) | ServiceNow-native agentic ITSM workflow automation | "[ServiceNow AI Agents Streamline Workflows and Reduce Manual Effort](https://www.g2.com/survey_responses/servicenow-ai-agents-review-12617915)" |
| 5 | [Databricks](https://www.g2.com/products/databricks/reviews) | 4.6/5.0 (1,316 reviews) | — | "[Helpful for Managing and Analyzing Operational Data](https://www.g2.com/survey_responses/databricks-review-13090803)" |
| 6 | [Zapier](https://www.g2.com/products/zapier/reviews) | 4.5/5.0 (2,061 reviews) | No-code agent-building with cross-app workflow automation | "[Zapier has changed a lot recently!](https://www.g2.com/survey_responses/zapier-review-12997643)" |
| 7 | [Asana](https://www.g2.com/products/asana/reviews) | 4.4/5.0 (13,232 reviews) | AI-automated cross-team workflow orchestration | "[Asana Keeps Me Organized—Fast, Fair-Priced, and Great Support](https://www.g2.com/survey_responses/asana-review-13108618)" |
| 8 | [Jotform AI Agents](https://www.g2.com/products/jotform-ai-agents/reviews) | 4.5/5.0 (635 reviews) | No-code conversational agent deployment with trainable knowledge bases | "[Jotform AI Agent Streamlined My Workflow and Boosted Efficiency](https://www.g2.com/survey_responses/jotform-ai-agents-review-13102066)" |
| 9 | [CloseBot](https://www.g2.com/products/closebot/reviews) | 4.8/5.0 (177 reviews) | Goal-based lead qualification and conversational appointment-booking | "[CloseBot Fixes the Gap Between Enquiry and Action](https://www.g2.com/survey_responses/closebot-review-12680018)" |
| 10 | [ClickUp](https://www.g2.com/products/clickup/reviews) | 4.6/5.0 (12,600 reviews) | — | "[Total flexibility to connect development and QA with everything centralized in ClickUp](https://www.g2.com/survey_responses/clickup-review-13115198)" |

---
## What Are the Most Common Questions About  AI Agent Builders Software?
*AI-generated · Last updated: May 26, 2026*
### Ai tools for building agents?
Based on G2 reviews, buyers looking into AI agent builders most often mention tools that help automate support, sales follow-up, workflow execution, and data-heavy tasks without requiring deep engineering effort. According to verified users, strong options in this category stand out for low-code setup, integrations with systems like CRMs, knowledge bases, and collaboration tools, plus the ability to handle repetitive work at scale. G2 reviewers mention that some products are especially valued for conversational support and lead handling, while others are chosen for orchestration, document processing, or broader automation. The right fit depends on whether your priority is customer service, internal operations, voice automation, or cross-system workflow management.


### I want the easiest ai agent builder for onboarding agents, which software has the simplest UI?
Based on G2 reviews, [Salesforce Agentforce](https://www.g2.com/products/salesforce-agentforce/reviews/salesforce-agentforce-review-12854878) appears most often among recently reviewed eligible products, and verified users frequently describe setup as straightforward once testing is in place. According to verified users across the category, the easiest interfaces are usually described as low-code or no-code, with visual builders, guided setup, and minimal switching between tools. G2 reviewers mention that ease of use often comes down to whether teams need simple onboarding bots or more advanced workflows, because some platforms are intuitive for first builds but become more technical as complexity grows. For onboarding-focused agents, buyers should look for clear workflow builders, reusable templates, and integrations that reduce manual setup work.


### What’s the best ai agent builder platform for a non-coder to spin up customer support bots?
Based on G2 reviews, non-coders usually favor platforms that pair easy setup with strong support use cases such as FAQ handling, ticket deflection, and always-on website chat. According to verified users, the strongest options for customer support bots reduce the need for heavy coding by offering drag-and-drop builders, prebuilt flows, and knowledge-base connections. G2 reviewers mention that support teams value tools that can answer routine questions quickly, escalate when needed, and maintain a natural conversation style. Ease of training and deployment is also a recurring theme in reviews, especially for teams without dedicated developers. The best fit depends on whether you need chat, voice, or omnichannel support automation inside your existing service workflow.

**Here are some of the top-rated products on G2:**

- [Salesforce Agentforce](https://www.g2.com/products/salesforce-agentforce/reviews/salesforce-agentforce-review-12856902) – often used to automate support queues, case deflection, and knowledge-base driven customer help
- [Jotform AI Agents](https://www.g2.com/products/jotform-ai-agents/reviews/jotform-ai-agents-review-12805226) – frequently used for FAQ bots and customer support assistants with simple setup
- [CloseBot](https://www.g2.com/products/closebot/reviews/closebot-review-12680437) – commonly used for conversational intake and appointment-booking support flows


### Ai agent builders comparison which platform has the most reliable multi-agent orchestration?
Based on G2 reviews, reliability in multi-agent orchestration is most often tied to how well a platform manages workflows across agents, systems, and approvals rather than just chat responses. According to verified users, products in this category are praised when they can coordinate agents with automation layers, handle structured handoffs, and support more complex business processes without excessive manual intervention. G2 reviewers mention strengths such as orchestration dashboards, reusable agents, and the ability to connect AI-driven steps with traditional workflow logic. Buyers comparing platforms for this need should prioritize review signals around governance, workflow visibility, and cross-system execution, especially if the use case involves multiple teams, long-running processes, or a mix of AI and human-in-the-loop actions.


### Best ai agent builder app for mobile so i can manage and tweak agents from my phone?
Based on G2 reviews, mobile management is mentioned less often than desktop workflow building, so buyers should expect stronger support for monitoring and light updates than full agent design from a phone. According to verified users, some platforms are appreciated for accessible interfaces, quick navigation, and integrations that keep key workflows visible even when away from a desk. G2 reviewers mention mobile usefulness mainly in the context of notifications, reviewing activity, staying on top of tasks, and responding quickly, while deeper workflow setup is still often easier on desktop. If mobile access matters, buyers should look for products with responsive interfaces, simple dashboards, and integrations that let teams monitor conversations, tasks, or automations without needing a full workstation.

**Here are some of the top-rated products on G2:**

- [Salesforce Agentforce](https://www.g2.com/products/salesforce-agentforce/reviews/salesforce-agentforce-review-12814554) – mentioned by users for organized workflows and interest in more mobile-friendly, on-the-go use
- [Zapier](https://www.g2.com/products/zapier/reviews/zapier-review-12584216) – used to monitor and automate recurring tasks with lightweight troubleshooting and notifications


### Best no-code ai agent builder software to embed on my website chat widget?
Based on G2 reviews, no-code buyers looking for website chat widgets tend to value fast setup, easy training, and the ability to answer visitor questions without constant human involvement. According to verified users, the best experiences come from platforms that let teams publish quickly, connect knowledge sources, and manage conversational flows without heavy engineering work. G2 reviewers mention website chat use cases such as customer support, lead qualification, intake, and booking, often highlighting drag-and-drop interfaces or simple setup steps. Buyers should pay close attention to review themes around embedding, branding, response quality, and whether the tool can manage repetitive queries while still escalating or handing off when conversations become more complex.

**Here are some of the top-rated products on G2:**

- [Jotform AI Agents](https://www.g2.com/products/jotform-ai-agents/reviews/jotform-ai-agents-review-12752794) – often used to create website chatbots from uploaded files or site content with minimal setup
- [Botpress](https://www.g2.com/products/botpress/reviews/botpress-review-12418677) – frequently used for customer-facing chat flows that automate answers and improve lead capture
- [CloseBot](https://www.g2.com/products/closebot/reviews/closebot-review-12680437) – commonly embedded for conversational intake, appointment booking, and real-time website responses


### Which ai agent builder is actually worth paying for if i want sales outreach agents, not just toy demos?
Based on G2 reviews, [Salesforce Agentforce](https://www.g2.com/products/salesforce-agentforce/reviews/salesforce-agentforce-review-12854878) shows the strongest recent review presence among eligible products, making it the clearest single-product signal for buyers looking beyond lightweight experimentation. According to verified users, platforms worth paying for are the ones tied to measurable workflow outcomes such as lead qualification, CRM updates, approvals, and follow-up automation rather than novelty demos. G2 reviewers mention that serious sales use cases depend on strong integrations, reliable execution, and the ability to work with live business data. Buyers should favor products repeatedly described as useful for lead handling, deal prep, or sales workflow automation, especially if they need a tool that can move from pilot to everyday operational use.


### Top-rated ai agent builder platforms for saas companies that need workflow automation?
Based on G2 reviews, SaaS teams evaluating agent builders for workflow automation consistently focus on platforms that connect apps, reduce repetitive operational work, and let teams automate structured processes at scale. According to verified users, the most useful products in this scenario are those that support app integrations, orchestration, data movement, and reusable workflows across support, operations, and go-to-market teams. G2 reviewers mention benefits such as centralizing workflows, reducing manual handoffs, improving response consistency, and moving faster without depending on custom development for every new process. For SaaS environments, buyers should look for signals around integration breadth, workflow visibility, low-code setup, and support for scaling automations across multiple internal teams and customer-facing operations.

**Here are some of the top-rated products on G2:**

- [UiPath Agentic Automation](https://www.g2.com/products/uipath-agentic-automation/reviews/uipath-agentic-automation-review-12825539) – often used to automate end-to-end workflows that combine AI, RPA, and human review
- [Zapier](https://www.g2.com/products/zapier/reviews/zapier-review-12669014) – frequently used by teams to connect apps, route leads, trigger follow-ups, and keep workflows synchronized
- [n8n](https://www.g2.com/products/n8n/reviews/n8n-review-12691118) – commonly chosen for flexible workflow automation across APIs, data sources, and AI-driven processes


### What ai agent builder software do startups use for automated onboarding and product tours?
Based on G2 reviews, startups tend to favor tools that are quick to stand up, easy to customize, and capable of handling onboarding steps or guided support without requiring large implementation teams. According to verified users, onboarding-related use cases often center on answering repetitive questions, guiding users through forms or setup flows, and reducing manual follow-up. G2 reviewers mention that startup teams value products with low-code builders, reusable workflows, and integrations that keep operational overhead down. For product-tour and onboarding scenarios, buyers should look for review evidence around conversational guidance, easy deployment, and the ability to keep customer or internal onboarding information consistent across channels while scaling beyond manual support.


### Cheapest ai agent builder tools that still have solid integrations with slack and hubspot?
Based on G2 reviews, budget-conscious buyers still want strong integration depth, especially with go-to-market and collaboration tools. According to verified users, lower-cost or more cost-flexible options are often praised when they connect cleanly with Slack, CRMs, and other core business apps while remaining approachable for small teams. G2 reviewers mention that pricing pressure shows up frequently in this category, so buyers should weigh not only entry cost but also whether workflows, task volumes, or AI usage scale predictably. Affordable options are most attractive when they reduce manual work quickly and fit into existing workflows without requiring major engineering effort. For Slack and HubSpot-heavy teams, integration quality and ease of setup matter as much as sticker price.

**Here are some of the top-rated products on G2:**

- [Zapier](https://www.g2.com/products/zapier/reviews/zapier-review-12687921) – often used to connect HubSpot, Slack, and other tools for lead routing and workflow automation
- [Relay.app](https://www.g2.com/products/relay-app/reviews/relay-app-review-12585150) – praised for easy workflow setup, affordability, and broad connections across common business tools
- [n8n](https://www.g2.com/products/n8n/reviews/n8n-review-12845138) – valued for self-hosting flexibility and lower-cost automation across APIs and collaboration systems




## 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=6218&focus%5B%5D=3803&focus%5B%5D=1408919&focus%5B%5D=10470&focus%5B%5D=2629&focus%5B%5D=278&focus%5B%5D=1437428)
Highlighted products: Salesforce Agentforce, UiPath Agentic Automation, OutSystems, ServiceNow AI Agents, Databricks, Zapier, Asana, and Jotform AI Agents.
Underlying data: [Grid® JSON](https://www.g2.com/categories/ai-agent-builders/grids.json?focus%5B%5D=salesforce-agentforce&amp;focus%5B%5D=uipath-agentic-automation&amp;focus%5B%5D=outsystems&amp;focus%5B%5D=servicenow-ai-agents&amp;focus%5B%5D=databricks&amp;focus%5B%5D=zapier&amp;focus%5B%5D=asana&amp;focus%5B%5D=jotform-ai-agents)


## How Many  AI Agent Builders Software Products Does G2 Track?
**Total Products under this Category:** 394

### Category Stats (Jul 2026)
- **Average Rating**: 4.64/5 (↓0.01 vs Jun 2026) The average rating of products in this category, based on all submitted ratings
- **Top Trending Product**: KNIME (+1.56%) - Among all products in this category, KNIME recorded the largest rating increase compared to last month
*Last updated: July 16, 2026*


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

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

- 30 Analysts and Data Experts
- 84,400+ Authentic Reviews
- 394+ 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.


## Which  AI Agent Builders Software Is Best for Your Use Case?

- **Leader:** [Salesforce Agentforce](https://www.g2.com/products/salesforce-agentforce/reviews)
- **Highest Performer:** [CloseBot](https://www.g2.com/products/closebot/reviews)
- **Easiest to Use:** [CloseBot](https://www.g2.com/products/closebot/reviews)
- **Top Trending:** [n8n](https://www.g2.com/products/n8n/reviews)
- **Best Free Software:** [Salesforce Agentforce](https://www.g2.com/products/salesforce-agentforce/reviews)


---

**Sponsored**

### Lyzr.ai

Lyzr is an enterprise AI agent platform that helps organizations design, deploy, and operate autonomous and semi-autonomous agents across business functions such as customer service, sales, human resources, finance, and IT. The platform brings together an agent framework, a low-code studio, and a central control plane, so teams can move AI initiatives from pilot to full production with consistency and oversight. Organizations use it to build task-specific agents for secure knowledge assistance, retrieval-augmented search, and multi-step workflow automation, improving how work gets done while keeping data protected. Lyzr is built for enterprises that want to adopt AI without replacing the systems they already run. Its model-agnostic architecture lets teams work with their preferred language models and switch between them as needs change, with no re-architecting required. The same flexibility extends to deployment: agents can run in a private cloud, a single-tenant setup, or fully on-premise, so organizations keep control of their data and operations. Governance, observability, and auditability are part of the platform itself, which is what makes Lyzr suitable for compliance-sensitive teams and production-grade reliability. At the core of the platform is an agent framework paired with Architect and Agent Studio, which together support single-task and multi-agent workflows through code, low-code, or no-code. A central registry gives teams monitoring, access control, versioning, and traceable execution logs across every agent, regardless of who built it or on which framework. Connectors, SDKs, and APIs link agents to existing tools such as CRMs, ERPs, ITSM systems, data lakes, and messaging platforms, so agents operate inside current processes rather than replacing them. The result is a faster path from prototype to production, supported by reusable components and ready-made integrations. Built-in governance keeps regulated teams audit-ready, while simulation, evaluation workflows, and version and rollback controls reduce operational risk before and after agents go live. Because integration effort stays low and models and pipelines remain interchangeable, organizations can orchestrate the systems they already have and evolve over time without being locked into a single vendor. Typical use cases include secure knowledge assistants and retrieval-augmented search for employees and customers, customer support agents that handle classification, drafting, and resolution, and sales agents that support account research, outreach sequencing, and meeting scheduling. Lyzr also powers back-office automation across HR, finance, and IT service management, making it a practical choice for cross-team, multi-step processes that need coordination across several tools and data sources.



[Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&amp;secure%5Bad_slot%5D=category_product_list&amp;secure%5Bcategory_id%5D=1009956&amp;secure%5Bchosen_at%5D=2026-07-17T04%3A24%3A28Z&amp;secure%5Bdisplayable_resource_id%5D=1009956&amp;secure%5Bdisplayable_resource_type%5D=Category&amp;secure%5Bmedium%5D=sponsored&amp;secure%5Bplacement_reason%5D=page_category&amp;secure%5Bplacement_resource_ids%5D%5B%5D=1009956&amp;secure%5Bprioritized%5D=false&amp;secure%5Bproduct_id%5D=1415479&amp;secure%5Bresource_id%5D=1009956&amp;secure%5Bresource_type%5D=Category&amp;secure%5Bsource_type%5D=category_page&amp;secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fai-agent-builders%3Fpage%3D13%26source%3Dsearch&amp;secure%5Btoken%5D=5d8038d66ecafedcdb645790462ff4fd7e01ee24f4e88b69526496d98275ae61&amp;secure%5Burl%5D=https%3A%2F%2Fwww.lyzr.ai%2Fbook-demo%2F%3Futm_source%3DG2&amp;secure%5Burl_type%5D=custom_url)

---

## What Are the Top-Rated  AI Agent Builders Software Products in 2026?
### 1. [G2 Marketing Solutions](https://www.g2.com/products/g2/reviews)
G2 is the world&#39;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:** 5,308

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

- **Seller:** [G2](https://www.g2.com/sellers/g2)
- **Company Website:** https://www.g2.com
- **Year Founded:** 2012
- **HQ Location:** Chicago, USA
- **Twitter:** @G2dotcom (32,942 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/2641084/ (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:** 44% Small-Business, 37% Mid-Market


#### What Are G2 Marketing Solutions's Pros and Cons?

**Pros:**

- Ease of Use (472 reviews)
- Helpful (351 reviews)
- Customer Support (300 reviews)
- Authenticity (207 reviews)
- User Reviews (207 reviews)

**Cons:**

- Review Issues (166 reviews)
- Expensive (80 reviews)
- Biased Reviews (70 reviews)
- Lack of Clarity (60 reviews)
- Pricing Issues (60 reviews)


### What Do G2 Reviewers Say About G2 Marketing Solutions?
*AI-generated summary from verified user reviews*

**Pros:**

- Users value the **ease of use** of G2 Marketing Solutions, enabling quick implementation of marketing initiatives.
- Users value the **intuitive platform and excellent support** from G2 Marketing Solutions for collecting reviews and feedback.
- Users appreciate the **excellent customer support** from G2 Marketing Solutions, enhancing their overall experience and visibility.
- Users value the **authenticity** of G2 reviews, trusting real experiences to inform product decisions effectively.
- Users value the **genuine client reviews** on G2, enhancing decision-making and community engagement for business needs.

**Cons:**

- Users face **review issues** on G2, including inconsistency in quality and excessive effort required to manage reviews.
- Users find the **high cost** of G2 Marketing Solutions prohibitive for small enterprises and POC projects.
- Users are wary of **biased reviews** on G2 Marketing Solutions, as they may not reflect the current software quality.
- Users experience a **lack of clarity** in review moderation and a confusing process for feedback confirmation.
- Users find the **pricing issues** with G2 Marketing Solutions steep, especially for tech startups with limited budgets.

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

**"[Buyer Intent Insights + Smooth HubSpot Integration That Boosts Lead Management](https://www.g2.com/survey_responses/g2-marketing-solutions-review-13071233)"**

**Rating:** 4.5/5.0 stars
*— Rohit D.*

[Read full review](https://www.g2.com/survey_responses/g2-marketing-solutions-review-13071233)

---

**"[Builds Credibility and Reaches High-Intent Buyers with Powerful Insights](https://www.g2.com/survey_responses/g2-marketing-solutions-review-13035159)"**

**Rating:** 4.5/5.0 stars
*— Neelanjana M.*

[Read full review](https://www.g2.com/survey_responses/g2-marketing-solutions-review-13035159)

---


#### 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

### 2. [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:** https://www.linkedin.com/company/gocloudforce/ (95 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Higher Education
- **Company Size:** 67% Enterprise, 33% Mid-Market


#### What Are nebulaONE AI's Pros and Cons?

**Pros:**

- Ease of Use (5 reviews)
- Customer Support (3 reviews)
- Deployment Ease (3 reviews)
- Pricing (3 reviews)
- Easy Integrations (2 reviews)

**Cons:**

- Expensive (1 reviews)
- Learning Curve (1 reviews)
- Limited Features (1 reviews)
- Missing Features (1 reviews)
- Model Issues (1 reviews)


### What Do G2 Reviewers Say About nebulaONE AI?
*AI-generated summary from verified user reviews*

**Pros:**

- Users appreciate the **ease of use** of nebulaONE AI, simplifying deployment and making integration seamless for staff and students.
- Users commend the **outstanding customer support** from Cloudforce, enhancing engagement and responsiveness throughout the deployment process.
- Users commend the **rapid deployment ease** of nebulaONE AI, enabling quick integration and efficient onboarding for teams.
- Users appreciate the **cost-effective pricing** of nebulaONE AI, enabling broad access and rapid deployment for all stakeholders.
- Users value the **easy integrations** of nebulaONE AI, facilitating rapid deployment and team onboarding without technical hurdles.

**Cons:**

- Users are concerned about the **high costs** associated with support and maintenance due to rapid expansion of nebulaONE AI.
- Users face a **learning curve** with prompt design and agent instructions, particularly when first using nebulaONE AI.
- Users find the **administrator tools limited** , hoping for enhanced capabilities in insights and reporting for better management.
- Users note the **missing features** of nebulaONE AI, as certain functionalities and model availability can be limiting.
- Users note **model availability issues** due to reliance on external factors, impacting overall functionality and user experience.

#### 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)

---



### 3. [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:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 57% Small-Business, 29% Mid-Market


#### What Are Auto GPT's Pros and Cons?

**Pros:**

- Ease of Use (4 reviews)
- Time-Saving (3 reviews)
- Useful (3 reviews)
- Creativity (1 reviews)
- Customer Support (1 reviews)

**Cons:**

- AI Limitations (2 reviews)
- Context Understanding (1 reviews)
- Misleading Marketing (1 reviews)
- Outdated Information (1 reviews)
- Privacy Concerns (1 reviews)


### What Do G2 Reviewers Say About Auto GPT?
*AI-generated summary from verified user reviews*

**Pros:**

- Users find Auto GPT incredibly **easy to use** , allowing seamless integration for various tasks in their daily workflow.
- Users value the **time-saving automation** of Auto GPT, streamlining daily tasks efficiently and effectively.
- Users find the **potential for automation** in Auto GPT remarkable, enabling complex tasks with ease and efficiency.
- Users appreciate the **creative engagement** of Auto GPT, excelling in human-like conversations and content generation.
- Users value the **supportive customer service** of Auto GPT, enhancing their overall experience with the product.

**Cons:**

- Users note **limitations in understanding context** , which can lead to confusion and potentially misleading information from Auto GPT.
- Users experience **limitations in context understanding** , leading to potential for misleading information generation.
- Users experience **misleading marketing** due to limitations in Auto GPT&#39;s understanding of context and information generation.
- Users find **limited domain knowledge** in Auto GPT, especially regarding niche or specialized topics, impacting effectiveness.
- Users express concerns over **biasness and toxicity** in Auto GPT, questioning the accuracy and security of its results.

#### 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)

---



### 4. [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&#39;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&#39;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:** https://bland.ai
- **Year Founded:** 2023
- **HQ Location:** San Francisco
- **LinkedIn® Page:** https://www.linkedin.com/company/bland-ai (112 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 82% Small-Business, 18% Mid-Market


#### What Are Bland's Pros and Cons?

**Pros:**

- Ease of Use (3 reviews)
- Features (3 reviews)
- Simple (3 reviews)
- Artificial Intelligence (2 reviews)
- Easy Integrations (2 reviews)

**Cons:**

- Complex Features (1 reviews)
- Complexity (1 reviews)
- Complex Setup (1 reviews)
- Complex Usability (1 reviews)
- Difficult Learning (1 reviews)


### What Do G2 Reviewers Say About Bland?
*AI-generated summary from verified user reviews*

**Pros:**

- Users highlight the **ease of use** of Bland AI, making setup and integration both quick and user-friendly.
- Users laud Bland AI for its **powerful features** and ease of use, enhancing complex voice agent interactions effectively.
- Users value the **powerful and user-friendly platform** of Bland, enhancing complex voice agent interactions effortlessly.
- Users praise Bland AI for its **powerful conversational capabilities** , enhancing engagement beyond human interactions.
- Users appreciate the **easy integrations** of Bland AI, enabling seamless connections with various apps and efficient setups.

**Cons:**

- Users note that the platform is **complex** , but improvements and support have enhanced usability significantly.
- Users find the platform **somewhat complex** , but appreciate the improving support and resources provided for training.
- Users find the **complex setup** of Bland challenging, yet appreciate the available training resources that aid usability.
- Users find the platform **somewhat complex to use** , though improvements and support have enhanced the experience over time.
- Users find the platform **difficult to learn** , although improvements and resources are being developed for better usability.

#### 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)

---



### 5. [Kuga](https://www.g2.com/products/kuga/reviews)
Kuga is a white-label AI infrastructure platform that enables digital agencies, web developers, and IT service providers to build, deploy, and resell custom AI chat agents under their own brand. As a backend-as-a-service solution, it allows agencies to provide AI automation products to small and mid-sized business (SMB) clients without requiring internal engineering teams or proprietary code development. The platform is engineered specifically for the reseller model, focusing on multi-tenancy and strict data isolation rather than direct-to-consumer interaction. Agencies utilize Kuga to create distinct conversational agents for each of their clients. Configuration is primarily handled through &quot;Website Sync,&quot; where the platform scrapes and parses a client’s existing website URL to automatically structure a knowledge base. Once configured, agents are deployed via a JavaScript embed snippet or a hosted link, capable of handling customer service inquiries, capturing lead contact details, and executing booking workflows. Key features and capabilities of the Kuga platform include: White Label Architecture: The interface and chat widgets are fully unbranded, allowing agencies to replace vendor references with their own logos, brand colors, and custom footers to maintain brand consistency for their clients. Multi-Tenant Management: A centralized dashboard allows agencies to oversee, configure, and monitor multiple distinct client agents from a single login, ensuring data separation between different end-users. Automated Knowledge Ingestion: The platform includes an internal scraper that extracts text from client domains to populate the agent&#39;s vector database, utilizing Retrieval-Augmented Generation (RAG) to ground answers in business-specific facts. Behavioral Guardrails: The system utilizes structured prompt engineering to enforce strict behavioral limits, ensuring agents adhere to specific business rules and do not hallucinate information outside of the provided context. Native Integrations: Agents feature built-in connectivity with scheduling tools like Cal.com for real-time appointment booking and structured forms for lead capture. Kuga is hosted in the United Kingdom and is designed to adhere to GDPR data sovereignty requirements, supporting agencies that manage data-sensitive clients across the UK and Europe. The infrastructure manages the underlying large language model (LLM) connectivity, vector storage, and message retrieval processes, delivering a production-ready solution for agency deployment.


**Average Rating:** 4.9/5.0
**Total Reviews:** 6

**Who Is the Company Behind Kuga?**

- **Seller:** [Kuga](https://www.g2.com/sellers/kuga)
- **HQ Location:** London, GB
- **LinkedIn® Page:** https://www.linkedin.com/company/kugaai/ (2 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 100% Small-Business



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

**"[Great white-label platform for agencies](https://www.g2.com/survey_responses/kuga-review-12708638)"**

**Rating:** 5.0/5.0 stars
*— Nick H.*

[Read full review](https://www.g2.com/survey_responses/kuga-review-12708638)

---

**"[Kuga: Effortless Setup, Intelligent Chatbots, and Outstanding Support](https://www.g2.com/survey_responses/kuga-review-12128628)"**

**Rating:** 5.0/5.0 stars
*— Harry W.*

[Read full review](https://www.g2.com/survey_responses/kuga-review-12128628)

---



### 6. [UiPath Agent Builder](https://www.g2.com/products/uipath-agent-builder/reviews)
UiPath Agent Builder is a cutting-edge tool designed to empower users to create and deploy AI agents without any coding expertise. This platform enables the development of intelligent agents capable of automating complex tasks, enhancing operational efficiency, and driving innovation across various industries. Key Features and Functionality: - No-Code Development: Allows users to build AI agents using a visual interface, eliminating the need for programming skills. - Agentic Automation: Facilitates the creation of autonomous agents that can think, learn, and act to perform tasks traditionally handled by humans. - Seamless Integration: Ensures compatibility with existing systems and workflows, enabling smooth deployment and operation. - Scalability: Supports the development of agents that can handle tasks of varying complexity, from simple processes to intricate operations. Primary Value and User Solutions: UiPath Agent Builder democratizes AI development by providing a no-code platform, allowing organizations to harness the power of intelligent automation without the need for specialized technical knowledge. This tool addresses the challenge of automating complex tasks, reducing manual effort, and increasing productivity. By enabling the creation of autonomous agents, businesses can streamline operations, reduce errors, and focus human resources on strategic initiatives, thereby driving growth and innovation.


**Average Rating:** 4.4/5.0
**Total Reviews:** 6

**Who Is the Company Behind UiPath Agent Builder?**

- **Seller:** [UiPath](https://www.g2.com/sellers/uipath)
- **Year Founded:** 2005
- **HQ Location:** New York
- **Twitter:** @UiPath (108,104 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/1523656/ (5,134 employees on LinkedIn®)
- **Ownership:** NYSE: PATH

**Who Uses This Product?**
- **Company Size:** 67% Mid-Market, 33% Small-Business



#### What Are Recent G2 Reviews of UiPath Agent Builder?

**"[Easy, Enterprise-Grade AI Agents with UiPath’s Full Ecosystem](https://www.g2.com/survey_responses/uipath-agent-builder-review-12910915)"**

**Rating:** 5.0/5.0 stars
*— Darshan P.*

[Read full review](https://www.g2.com/survey_responses/uipath-agent-builder-review-12910915)

---

**"[Easy Low-Code AI Agent Building That Speeds Up Automation Experiments](https://www.g2.com/survey_responses/uipath-agent-builder-review-12922902)"**

**Rating:** 4.0/5.0 stars
*— Prajwal  B.*

[Read full review](https://www.g2.com/survey_responses/uipath-agent-builder-review-12922902)

---



### 7. [Orbitype](https://www.g2.com/products/orbitype/reviews)
Orbitype is an Agentic Cloud OS (workflow automation, AI agents, and human-in-the-loop platform) that helps organizations build, operate, and govern automation systems where AI agents and deterministic workflows work together on shared data. It provides a unified environment for creating internal tools, automation workspaces, and production-ready backends without assembling fragmented stacks of separate databases, workflow tools, storage systems, dashboards, and integration layers. Orbitype is designed for SaaS companies, digital agencies, and operations teams that want to automate business processes while keeping full control over governance, transparency, and data ownership. Common use cases include sales and CRM automation (lead qualification, outreach, and pipeline updates), customer support triage and routing, invoice processing and approval workflows, recurring reporting and KPI dashboards, operational monitoring, and knowledge automation such as internal search and document-based Q&amp;A with retrieval-augmented generation (RAG). Development teams use Orbitype to generate internal portals, admin panels, and APIs directly from structured data, reducing engineering overhead for standard operational systems while retaining extensibility for custom logic. The platform ships with core infrastructure out of the box, including Postgres for structured data, S3-compatible storage for files and document pipelines, workflow orchestration, and instant UI and REST API generation for every component. Workflows can be triggered by events, schedules, or external webhooks, and they support branching logic, retries, and JavaScript extensions for deterministic business rules. AI agents can execute tasks within workflows, interact with structured data and files, and run long-lived background processes as ambient agents for continuous monitoring and automation. Orbitype includes Orbitype Intelligence, an AI chat interface embedded directly into the platform that enables organizations to create and operate complete AI agent environments through natural language. Teams can use chat to define database schemas and tables with instant UI rendering, configure workflows, create AI agents, set up dashboards, manage credentials for secure integrations, and configure knowledge bases including vector databases for retrieval. This approach supports rapid prototyping while maintaining production-grade structure and control. A central design goal of Orbitype is enabling production adoption of AI agents by providing capabilities that are often missing in standalone agent demos: persistent state, access control, observability, and governance. Orbitype supports scoped permissions for data and knowledge sources, audit trails for actions and decisions, monitoring and KPIs for operational visibility, and human-in-the-loop approvals for sensitive operations. This architecture allows organizations to scale automation across teams and departments while minimizing tool sprawl and reducing operational risk. Key features and value points include: Workflow automation with AI agents running on shared data and infrastructure Human-in-the-loop controls including approvals, permissions, and audit logging Built-in Postgres and S3 storage with auto-generated UIs and REST APIs Orbitype Intelligence (chat interface) for creating agent environments through natural language Observability and governance with dashboards, monitoring, and explainable execution


**Average Rating:** 4.8/5.0
**Total Reviews:** 5

**Who Is the Company Behind Orbitype?**

- **Seller:** [Webentertainer](https://www.g2.com/sellers/webentertainer)
- **HQ Location:** Basel, CH
- **LinkedIn® Page:** https://www.linkedin.com/company/orbitype-com/ (1 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 40% Small-Business


#### What Are Orbitype's Pros and Cons?

**Pros:**

- Easy Integrations (2 reviews)
- Easy Management (1 reviews)
- Flexibility (1 reviews)
- Hosting Services (1 reviews)
- Integrations (1 reviews)

**Cons:**

- Learning Curve (1 reviews)
- Not User-Friendly (1 reviews)
- Poor UI (1 reviews)


### What Do G2 Reviewers Say About Orbitype?
*AI-generated summary from verified user reviews*

**Pros:**

- Users love the **easy integrations** of Orbitype, enabling seamless connectivity with existing systems and services.
- Users value the **easy management** capabilities of Orbitype, seamlessly integrating with various hosting services and managing access.
- Users enjoy the **flexibility** of Orbitype, enabling effortless data management and integration without restrictions.
- Users value the **easy integration and built-in access management** of Orbitype with any hosting service.
- Users value the **seamless integrations** of Orbitype, which provide full control and flexibility over their data and systems.

**Cons:**

- Users face a **small learning curve** with Orbitype, yet appreciate the trade-off for true independence and ownership.
- Users find the **user interface congested** , leading to confusion and difficulty accessing necessary tools quickly.
- Users find the **poor UI** of Orbitype congested, making it difficult to access necessary tools quickly.

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

**"[Unrestricted Powerhouse for Automation and Content Research and Creation](https://www.g2.com/survey_responses/orbitype-review-12245288)"**

**Rating:** 5.0/5.0 stars
*— Aljoscha O.*

[Read full review](https://www.g2.com/survey_responses/orbitype-review-12245288)

---

**"[Orbitype: A Time-Saver with Top-Notch Features](https://www.g2.com/survey_responses/orbitype-review-12291260)"**

**Rating:** 5.0/5.0 stars
*— Verified User*

[Read full review](https://www.g2.com/survey_responses/orbitype-review-12291260)

---



### 8. [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:** 4.3/5.0
**Total Reviews:** 5

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

- **Seller:** [Typeface](https://www.g2.com/sellers/typeface-fd1ebb06-c80e-4253-9bc6-f6628d66c949)
- **Year Founded:** 2022
- **HQ Location:** Palo Alto, CA, US
- **LinkedIn® Page:** https://www.linkedin.com/company/typefaceai (249 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 40% Small-Business, 40% Mid-Market



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

**"[Scalable, IT-Governed Marketing Agents with Seamless Brand Context Integration](https://www.g2.com/survey_responses/typeface-arc-forge-review-13101548)"**

**Rating:** 4.5/5.0 stars
*— Soham Vilas D.*

[Read full review](https://www.g2.com/survey_responses/typeface-arc-forge-review-13101548)

---

**"[Faster Marketing Content Creation with Typeface Arc Forge](https://www.g2.com/survey_responses/typeface-arc-forge-review-13092824)"**

**Rating:** 4.5/5.0 stars
*— Joseph C.*

[Read full review](https://www.g2.com/survey_responses/typeface-arc-forge-review-13092824)

---



### 9. [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&#39;t bolted on. It&#39;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:** 4.9/5.0
**Total Reviews:** 11

**Who Is the Company Behind Airia?**

- **Seller:** [Airia](https://www.g2.com/sellers/airia)
- **Year Founded:** 2023
- **HQ Location:** Atlanta, US
- **LinkedIn® Page:** https://www.linkedin.com/company/airia-enterprise-ai-simplified/ (173 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 45% Mid-Market, 27% Enterprise


#### What Are Airia's Pros and Cons?

**Pros:**

- Ease of Use (7 reviews)
- Customer Support (6 reviews)
- Setup Ease (3 reviews)
- Chat Features (2 reviews)
- Deployment Efficiency (2 reviews)

**Cons:**

- Access Limitations (2 reviews)
- Call Quality Issues (1 reviews)
- Dependency Issues (1 reviews)
- Learning Curve (1 reviews)
- Limited Features (1 reviews)


### What Do G2 Reviewers Say About Airia?
*AI-generated summary from verified user reviews*

**Pros:**

- Users appreciate the **ease of use** of Airia, finding its interface intuitive and support exceptional.
- Users appreciate the **responsive customer support** of Airia, enhancing their overall experience and implementation ease.
- Users praise the **setup ease** of Airia, facilitating quick implementation and efficient agent configuration.
- Users appreciate the **integrated chat feature** of Airia, simplifying rollout and enhancing user accessibility.
- Users appreciate the **deployment efficiency** of Airia, making AI implementation smooth and accessible for everyone.

**Cons:**

- Users note **access limitations** due to fewer integrations and inadequate RBAC functionality affecting their experience with Airia.
- Users experience **call quality issues** with Airia, though support is responsive in addressing concerns and updates help.
- Users experience **dependency issues** with API integration, though support and documentation updates help resolve some challenges.
- Users note the **steep learning curve** with Airia, as discovering quirks can make using the product challenging.
- Users note the **limited features** of Airia, particularly in integrations and RBAC functionality compared to competitors.

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

**"[A True Enterprise Platform for Agentic AI](https://www.g2.com/survey_responses/airia-review-11696452)"**

**Rating:** 5.0/5.0 stars
*— Marcus d.*

[Read full review](https://www.g2.com/survey_responses/airia-review-11696452)

---

**"[Great Product and Customer Service](https://www.g2.com/survey_responses/airia-review-11701155)"**

**Rating:** 4.5/5.0 stars
*— Robert M.*

[Read full review](https://www.g2.com/survey_responses/airia-review-11701155)

---



### 10. [Boost.ai](https://www.g2.com/products/boost-ai/reviews)
Boost.ai is the trusted leader in AI-powered customer experience solutions for regulated industries. Built for security, speed, and scale, the platform enables fast deployment, high-resolution rates, and full hybrid control through seamless orchestration of traditional NLU and LLMs. With over 650 successful deployments, 600 live virtual agents, and more than 150 million automated conversations, boost.ai helps enterprises around the world resolve with confidence, automate at scale, and trust every conversation. Proven performance and enterprise-grade reliability make boost.ai the partner of choice for leading brands across the world, including Nordea, Credit Union of Colorado, Sage, DNB, Trading 212, and more. Boost.ai is recognized as a Leader in Gartner’s 2025 Magic Quadrant™ for Conversational AI Platforms. Competitive differentiators #1: We deliver on what we promise to our customers to ensure their solution is live in days and weeks, not months and years (or never). #2: We enable our customers to stay in hybrid control and seamlessly move between traditional NLUs and LLMs to always deliver the right resolutions to their customers. #3: We are specialists in regulated industries ensuring safety, security and guardrails that customers (and their customers) can rely on. #4: We have the tools and platform to empower our customer&#39;s existing teams to be able to develop and deliver their conversational AI solution. Technical features of our platform #1: Hybrid AI Flexibility Combining multilingual, fine-tuned NLP and LLMs for AI Agent orchestration and dialogue management. #2: User friendly UI for non-technical builders Intuitive builder enabling non-technical teams to confidently design and deploy AI Agents in days. #3: Enterprise security and collaboration Guardrails, PII masking, role-based access, staging, audit trails, approval and testing pipelines. #4: Persona-based Automated Test Studio Persona-based testing simulating real-world dialogues at scale to validate AI Agent performance. #5: Specialized features for regulated industries Fine-tuned AI models, use case libraries, and integrations for banking, insurance, and public sector.


**Average Rating:** 4.7/5.0
**Total Reviews:** 33

**Who Is the Company Behind Boost.ai?**

- **Seller:** [Boost.ai](https://www.g2.com/sellers/boost-ai)
- **Year Founded:** 2016
- **HQ Location:** Sandnes, Rogaland
- **Twitter:** @boost_ai_ (513 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/boost-ai/about (170 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Telecommunications, Banking
- **Company Size:** 38% Mid-Market, 36% Enterprise


#### What Are Boost.ai's Pros and Cons?

**Pros:**

- Ease of Use (20 reviews)
- Features (17 reviews)
- Helpful (17 reviews)
- Customer Support (16 reviews)
- Customer Satisfaction (13 reviews)

**Cons:**

- Improvements Needed (8 reviews)
- AI Limitations (4 reviews)
- Complexity (4 reviews)
- Learning Curve (4 reviews)
- Limited Customization (4 reviews)


### What Do G2 Reviewers Say About Boost.ai?
*AI-generated summary from verified user reviews*

**Pros:**

- Users commend the **ease of use** of Boost.ai, appreciating its accessibility and intuitive design for all skill levels.
- Users appreciate **Boost.ai&#39;s intuitive platform** , making complex AI accessible to non-technical users with excellent support.
- Users appreciate the **helpful customer support** of Boost.ai, ensuring success and satisfaction in using the platform.
- Users commend the **helpful customer support** at Boost.ai, enhancing their success with the platform&#39;s capabilities.
- Users commend Boost.ai for its **excellent customer satisfaction** , praising its user-friendly, accessible, and supportive platform.

**Cons:**

- Users desire **more customization options** and improved training models in Boost.ai for a better experience.
- Users note the **lack of best practices and unclear features** in Boost.ai, affecting the effectiveness of the AI tools.
- Users find the **complexity** of Boost.ai challenging due to unclear features and unintuitive support processes.
- Users face a **steep learning curve** due to unclear features and organizational challenges impacting the chatbot&#39;s development.
- Users desire more **customization options** for Boost.ai, particularly for the chat panel and analytics features.

#### What Are Recent G2 Reviews of Boost.ai?

**"[Excellent AI Platform with Strong Support](https://www.g2.com/survey_responses/boost-ai-review-11855585)"**

**Rating:** 5.0/5.0 stars
*— Nils N.*

[Read full review](https://www.g2.com/survey_responses/boost-ai-review-11855585)

---

**"[Technical Associate](https://www.g2.com/survey_responses/boost-ai-review-11569791)"**

**Rating:** 5.0/5.0 stars
*— Leo .*

[Read full review](https://www.g2.com/survey_responses/boost-ai-review-11569791)

---


#### What Are G2 Users Discussing About Boost.ai?

- [What is Boost.ai used for?](https://www.g2.com/discussions/what-is-boost-ai-used-for)

### 11. [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:** 18

**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:** https://www.linkedin.com/company/openai/ (8,807 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 56% Small-Business, 33% Mid-Market



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

**"[Real-Time Sales Call Coaching That Improves Conversations from Day One](https://www.g2.com/survey_responses/frontier-review-13078515)"**

**Rating:** 4.0/5.0 stars
*— Lauren S.*

[Read full review](https://www.g2.com/survey_responses/frontier-review-13078515)

---

**"[An Efficient AI Tool That Simplifies Content and Research Tasks](https://www.g2.com/survey_responses/frontier-review-13076212)"**

**Rating:** 4.5/5.0 stars
*— Subhash M.*

[Read full review](https://www.g2.com/survey_responses/frontier-review-13076212)

---



### 12. [Newo](https://www.g2.com/products/newo/reviews)
Newo.ai is the only Voice AI Employee platform built for scale. Our 1-Click Voice AI Builder creates a fully functional, revenue-generating AI receptionist in under three minutes with just a website URL—no code required. Unlike generic AI tools, Newo.ai solves the biggest challenges in voice automation: AI Hallucinations – Our Supervisor/Observer architecture delivers a 99.7% Lead Success Score. Slow Deployment – 1-Click setup launches production-ready Voice AI Employees instantly. High Maintenance Costs – Centralized dashboards make large-scale updates simple. Your Voice AI Employee answers calls, books appointments, and engages across phone, SMS, Instagram, WhatsApp, Yelp, TikTok, and web chat—24/7, in multiple languages, with human-like conversations. Businesses that implement a Voice AI Employee see $25K–$50K in additional monthly revenue by capturing leads missed after hours or during peak times. The perfect white-label solution for IT firms, VoIP providers, CRM/POS vendors, and marketing/web design agencies, Newo.ai enables instant multi-client deployment, industry-specific templates, and measurable ROI through Additional Secured Revenue (ASR) tracking.


**Average Rating:** 4.9/5.0
**Total Reviews:** 9

**Who Is the Company Behind Newo?**

- **Seller:** [Newo.ai](https://www.g2.com/sellers/newo-ai)
- **Year Founded:** 2023
- **HQ Location:** San Francisco, California, United States
- **LinkedIn® Page:** https://www.linkedin.com/company/newo-ai/ (77 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 91% Small-Business, 45% Enterprise


#### What Are Newo's Pros and Cons?

**Pros:**

- Integrations (3 reviews)
- Easy Setup (2 reviews)
- Helpful (2 reviews)
- Time-saving (2 reviews)
- Automation (1 reviews)

**Cons:**

- Lack of Insight (1 reviews)
- Learning Curve (1 reviews)


### What Do G2 Reviewers Say About Newo?
*AI-generated summary from verified user reviews*

**Pros:**

- Users benefit from Newo&#39;s **seamless integrations** with systems like OpenTable, enhancing booking efficiency and revenue generation.
- Users commend the **easy setup** of Newo, appreciating the quick and efficient onboarding process for their business.
- Users find Newo&#39;s **exceptional support and natural conversation** enhances B2B relationships and operational efficiency effectively.
- Users value the **time-saving efficiency** of Newo.ai, enhancing booking management and significantly increasing reservations and revenue.
- Users value the **automation capabilities** of Newo, which streamline lead scoring and enhance conversational interactions.

**Cons:**

- Users express frustration over the **lack of insight** regarding call origins from social media ads, complicating tracking efforts.
- Users find the **steep learning curve** initially frustrating, needing time to set up scripts correctly for optimal conversations.

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

**"[Transformative AI with Quick Setup and Stellar Support](https://www.g2.com/survey_responses/newo-review-12437841)"**

**Rating:** 5.0/5.0 stars
*— Jacob B.*

[Read full review](https://www.g2.com/survey_responses/newo-review-12437841)

---

**"[Rapid Deployment and AI Integration Excellence](https://www.g2.com/survey_responses/newo-review-12438347)"**

**Rating:** 5.0/5.0 stars
*— J Rio F.*

[Read full review](https://www.g2.com/survey_responses/newo-review-12438347)

---



### 13. [Odin AI](https://www.g2.com/products/odin-ai/reviews)
Odin is an AI-powered tool developed by OneRealm.inc for commercial, technical, and educational use. While AI technology is developing rapidly and significantly, most of its potential is focused on very specific applications that rarely impact people’s everyday lives and jobs. Odin AI changes that by offering a powerful tool that assists, researches, creates, and enables. From marketers, communication experts, and academicians, to students, researchers, managers, and more, Odin can instantly enhance your professional efficiency and productivity while considerably bringing down the time and effort spent.


**Average Rating:** 3.9/5.0
**Total Reviews:** 4

**Who Is the Company Behind Odin AI?**

- **Seller:** [Odin AI](https://www.g2.com/sellers/odin-ai)
- **Year Founded:** 2023
- **HQ Location:** Los Angeles, US
- **Twitter:** @GetOdinAI (262 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/get-odin-ai (46 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 100% Mid-Market


#### What Are Odin AI's Pros and Cons?

**Pros:**

- Ease of Use (3 reviews)
- Integrations (3 reviews)
- Easy Setup (1 reviews)
- Features (1 reviews)
- Simple (1 reviews)

**Cons:**

- Feature Complexity (1 reviews)
- Poor Customer Support (1 reviews)
- Prompt Issues (1 reviews)


### What Do G2 Reviewers Say About Odin AI?
*AI-generated summary from verified user reviews*

**Pros:**

- Users love the **ease of use** of Odin AI, enabling seamless creation of AI agents without coding.
- Users love the **seamless integration** capabilities of Odin AI, enhancing productivity and versatility across different tools.
- Users find the **easy setup** of Odin AI beneficial, quickly integrating it with various AI applications.
- Users appreciate the **multiple features and seamless integration** of Odin AI with various AI applications.
- Users love the **ease of creating AI agents** with Odin AI, appreciating its seamless integration and support for various LLMs.

**Cons:**

- Users find that some **advanced features are overly complex** and require further refinement for better usability.
- Users express concerns about **poor customer support** , indicating it hinders their overall experience with Odin AI.
- Users find the **prompt issues** with Odin AI inconsistent, affecting the overall functionality and experience.

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

**"[A must for marketers and project managers!](https://www.g2.com/survey_responses/odin-ai-review-8541681)"**

**Rating:** 5.0/5.0 stars
*— Akhilesh B.*

[Read full review](https://www.g2.com/survey_responses/odin-ai-review-8541681)

---

**"[All in one innovative AI virtual assistant](https://www.g2.com/survey_responses/odin-ai-review-9448183)"**

**Rating:** 5.0/5.0 stars
*— Faris A.*

[Read full review](https://www.g2.com/survey_responses/odin-ai-review-9448183)

---



### 14. [Abacus.ai](https://www.g2.com/products/abacus-ai/reviews)
Abacus.ai is an AI Super Assistant and Generative AI platform designed to help individuals and businesses build, automate, and scale intelligent applications with ease. The platform enables users to create AI-powered workflows, deploy autonomous AI agents, and build full-stack applications using natural language. From app development and data analysis to content generation and automation, Abacus.ai brings multiple AI capabilities into a single unified environment. With tools like Deep Agent, users can turn simple prompts into fully functional applications complete with backend, database, and user interfaces. This significantly reduces development time and eliminates the need for complex technical setup. Abacus.ai focuses on productivity, automation, and real-world use cases, making it accessible for developers, teams, and non-technical users alike. By combining Generative AI, AI agents, and workflow automation, it empowers users to move from idea to execution faster than ever before.


**Average Rating:** 4.3/5.0
**Total Reviews:** 13

**Who Is the Company Behind Abacus.ai?**

- **Seller:** [Abacus.ai](https://www.g2.com/sellers/abacus-ai-d51997db-0593-4bfa-8d46-7702af464544)
- **HQ Location:** United States
- **Twitter:** @abacusai (99,644 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/abacus/ (999 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Computer Software
- **Company Size:** 57% Mid-Market, 36% Small-Business


#### What Are Abacus.ai's Pros and Cons?

**Pros:**

- Ease of Use (2 reviews)
- Affordable (1 reviews)
- Artificial Intelligence (1 reviews)
- Automation (1 reviews)
- Easy Integrations (1 reviews)

**Cons:**

- Expensive (2 reviews)
- Filtering Issues (1 reviews)
- Limitations (1 reviews)
- Limited Customization (1 reviews)
- Limited Features (1 reviews)


### What Do G2 Reviewers Say About Abacus.ai?
*AI-generated summary from verified user reviews*

**Pros:**

- Users find **ease of use** in Abacus.ai, as it simplifies model building with no-code and low-code options.
- Users commend the **affordable pricing** of Abacus.ai, integrating top AI models at a fraction of the cost.
- Users value the **streamlined AI process** of Abacus.ai, simplifying machine learning tasks for non-experts.
- Users value the **automation capabilities** of Abacus.ai, simplifying complex AI tasks for non-experts and enhancing productivity.
- Users value the **easy integrations** with top AI models, making powerful tools accessible at a great price.

**Cons:**

- Users express concern over the **expensive pricing** of Abacus.ai, particularly for small companies and individual users.
- Users find the lack of **accessible plugins** in Abacus.ai limiting compared to Chatgpt&#39;s offerings.
- Users find the **pricing and customization limitations** may not suit advanced users or smaller companies with tight budgets.
- Users note the **limited customization** offered by Abacus.ai may not suit advanced users or smaller budgets.
- Users find the **limited features** of Abacus.ai lacking compared to more comprehensive tools like ChatGPT.

#### What Are Recent G2 Reviews of Abacus.ai?

**"[All-in-One AI Platform That Saves Time with Smooth Automation](https://www.g2.com/survey_responses/abacus-ai-review-12511354)"**

**Rating:** 5.0/5.0 stars
*— Aditya  P.*

[Read full review](https://www.g2.com/survey_responses/abacus-ai-review-12511354)

---

**"[Abacus: Complete, Easy-to-Use Corporate IA Tool — Now Essential to My Workflow](https://www.g2.com/survey_responses/abacus-ai-review-13052573)"**

**Rating:** 5.0/5.0 stars
*— Leonidas R.*

[Read full review](https://www.g2.com/survey_responses/abacus-ai-review-13052573)

---


#### What Are G2 Users Discussing About Abacus.ai?

- [What is Abacus.ai used for?](https://www.g2.com/discussions/what-is-abacus-ai-used-for)

### 15. [Appian](https://www.g2.com/products/appian/reviews)
Appian provides AI automation for mission-critical work. We automate complex processes in large enterprises and governments. Our platform is known for its unique reliability and scale. We&#39;ve been automating processes for more than 25 years and understand enterprise operations like no one else. For more information, visit [www.appian.com](http://www,appian.com?utm_source=g2). [Nasdaq: APPN] ANALYST REPORTS Appian is proud to be named a Leader by Gartner for Business Orchestration and Automation Technologies (BOAT). Access report via: https://ap.pn/3d8RYQJ


**Average Rating:** 4.5/5.0
**Total Reviews:** 434

**Who Is the Company Behind Appian?**

- **Seller:** [Appian](https://www.g2.com/sellers/appian)
- **Company Website:** https://www.appian.com
- **Year Founded:** 1999
- **HQ Location:** McLean, Virginia
- **Twitter:** @Appian (16,293 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/8088/ (2,501 employees on LinkedIn®)

**Who Uses This Product?**
- **Who Uses This:** Manager, Consultant
- **Top Industries:** Financial Services, Banking
- **Company Size:** 57% Enterprise, 28% Mid-Market


#### What Are Appian's Pros and Cons?

**Pros:**

- Ease of Use (38 reviews)
- Automation (29 reviews)
- Low Code (26 reviews)
- AI Technology (24 reviews)
- Artificial Intelligence (23 reviews)

**Cons:**

- Limited Features (15 reviews)
- Expensive (13 reviews)
- Limited Flexibility (12 reviews)
- Complexity (11 reviews)
- Limited Customization (11 reviews)


### What Do G2 Reviewers Say About Appian?
*AI-generated summary from verified user reviews*

**Pros:**

- Users praise the **ease of use** of Appian, allowing for intuitive design and workflow automation without coding skills.
- Users appreciate the **automation capabilities** of Appian, enabling quick and efficient workflow creation without coding expertise.
- Users value Appian&#39;s **fast application development** through its intuitive low-code platform, enhancing productivity and adaptability.
- Users appreciate Appian&#39;s **AI capabilities** that enhance efficiency through automation and content management, simplifying their experience.
- Users appreciate the **AI capabilities** of Appian, which enhance efficiency through automation and smart service integration.

**Cons:**

- Users desire **extended features** in Appian, particularly in security and automation capabilities compared to competitors.
- Users find Appian **expensive** , especially for small businesses, citing high costs compared to other low-code tools.
- Users express frustration with the **limited flexibility** of Appian, feeling constrained by performance and feature restrictions.
- Users find **Appian&#39;s complexity** challenging, particularly due to tedious version control and debugging limitations in development.
- Users find **limited customization** frustrating compared to modern frameworks, making it difficult to align with brand specifications.

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

**"[Implementation and Costs: Major Challenges for Appian](https://www.g2.com/survey_responses/appian-review-12935187)"**

**Rating:** 4.0/5.0 stars
*— Manuel Yeison S.*

[Read full review](https://www.g2.com/survey_responses/appian-review-12935187)

---

**"[Streamlined Our Operations with Low-Code Power](https://www.g2.com/survey_responses/appian-review-12900106)"**

**Rating:** 5.0/5.0 stars
*— Alemu J.*

[Read full review](https://www.g2.com/survey_responses/appian-review-12900106)

---


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

- [What is Appian used for?](https://www.g2.com/discussions/what-is-appian-used-for) - 1 comment
- [What is Appian Workforce Safety used for?](https://www.g2.com/discussions/what-is-appian-workforce-safety-used-for)
- [What is Appian Platform in GovCloud used for?](https://www.g2.com/discussions/what-is-appian-platform-in-govcloud-used-for)
- [Is Appian SaaS or PaaS?](https://www.g2.com/discussions/is-appian-saas-or-paas)
- [What programming language does Appian use?](https://www.g2.com/discussions/what-programming-language-does-appian-use) - 1 comment

### 16. [Appmixer](https://www.g2.com/products/appmixer/reviews)
Next-generation integration platform with an embeddable AI-powered automation designer and the only true self-hosted offering.


**Average Rating:** 4.7/5.0
**Total Reviews:** 51

**Who Is the Company Behind Appmixer?**

- **Seller:** [client IO s.r.o.](https://www.g2.com/sellers/client-io-s-r-o)
- **Year Founded:** 2014
- **HQ Location:** Prague, Czech Republic
- **Twitter:** @jointjs (376 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/showcase/jointjs-diagramming-framework/

**Who Uses This Product?**
- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 63% Small-Business, 37% Mid-Market


#### What Are Appmixer's Pros and Cons?

**Pros:**

- Flexibility (2 reviews)
- Automation (1 reviews)
- Connectors (1 reviews)
- Customer Support (1 reviews)
- Ease of Use (1 reviews)

**Cons:**

- Error Handling (1 reviews)
- Expensive (1 reviews)


### What Do G2 Reviewers Say About Appmixer?
*AI-generated summary from verified user reviews*

**Pros:**

- Users value the **flexibility** of Appmixer, enabling custom integration solutions without reallocating engineering resources.
- Users love the **ease of automation** with Appmixer, enabling seamless integration and service management for everyone.
- Users value the **flexibility of custom connectors** in Appmixer, streamlining integration without extensive engineering resources.
- Users value the **responsive customer support** of Appmixer, ensuring smooth collaboration and integration processes.
- Users love the **amazing ease of use** for integrating agentic services, enhancing management for both admins and users.

**Cons:**

- Users feel that **error monitoring** needs improvement, suggesting it would enhance the overall functionality of the tool.
- Users find the **cost challenging** for small SaaS solutions, though support is available to navigate pricing during growth.

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

**"[A Convenient, Reliable Foundation for Third-Party Connections](https://www.g2.com/survey_responses/appmixer-review-13059005)"**

**Rating:** 4.0/5.0 stars
*— Donal L.*

[Read full review](https://www.g2.com/survey_responses/appmixer-review-13059005)

---

**"[Wide range of Integrations and Solid AI Support for Building Agentic Flows](https://www.g2.com/survey_responses/appmixer-review-12654089)"**

**Rating:** 4.0/5.0 stars
*— Oscar B.*

[Read full review](https://www.g2.com/survey_responses/appmixer-review-12654089)

---



### 17. [Moveworks](https://www.g2.com/products/moveworks/reviews)
Moveworks unifies every business system with natural language, giving employees one place to go to find information, automate tasks, and be more productive, increasing employee efficiency and satisfaction by streamlining everyday tasks. Powered by a pioneering agentic AI infrastructure that leverages the world’s most advanced LLMs and our proprietary MoveLM models, Moveworks understands employee requests, devises intelligent plans, and executes actions to complete tasks across application boundaries in over 100 languages. More than 350 brands, such as Toyota, Spotify, GitHub, Marriott, Snowflake, Unity, Databricks, Broadcom, Hearst, and Palo Alto Networks, trust Moveworks to automate menial tasks and power a universal search interface across business applications. Learn more at moveworks.com.


**Average Rating:** 4.4/5.0
**Total Reviews:** 113

**Who Is the Company Behind Moveworks?**

- **Seller:** [ServiceNow](https://www.g2.com/sellers/servicenow)
- **Company Website:** https://www.servicenow.com/
- **Year Founded:** 2004
- **HQ Location:** Santa Clara, CA
- **Twitter:** @servicenow (55,548 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/29352/ (35,081 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 64% Enterprise, 14% Small-Business


#### What Are Moveworks's Pros and Cons?

**Pros:**

- Efficiency (11 reviews)
- Ease of Use (10 reviews)
- AI Integration (7 reviews)
- Innovation (7 reviews)
- Time-Saving (6 reviews)

**Cons:**

- Complexity (5 reviews)
- Learning Curve (4 reviews)
- Time-Consuming (4 reviews)
- Usage Limitations (4 reviews)
- Delayed Response (3 reviews)


### What Do G2 Reviewers Say About Moveworks?
*AI-generated summary from verified user reviews*

**Pros:**

- Users commend the **high efficiency** of Moveworks, significantly saving time and streamlining IT support processes.
- Users find Moveworks **easy to use** , with intuitive design and efficient AI integration enhancing their experience significantly.
- Users highlight the **impressive AI integration** of Moveworks, enhancing efficiency and streamlining IT support effortlessly.
- Users value the **impressive AI integration** of Moveworks, enhancing efficiency in IT support and overall productivity.
- Users value the **time-saving capabilities** of Moveworks, enhancing efficiency and reducing frustration in IT support.

**Cons:**

- Users express concerns about the **complexity and time commitment** required for effective integration with Moveworks.
- Users find the **learning curve steep** , requiring significant time and effort for proper integration and setup.
- Users find the **time-consuming integration process** of Moveworks to be a major drawback for effective usage.
- Users express concerns over **integration limitations** , fearing Moveworks may favor ServiceNow over other platforms.
- Users experience **delayed response times** from Moveworks support, which can impact their overall satisfaction with the service.

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

**"[Efficient AI Search Tool with Room for UI Enhancements](https://www.g2.com/survey_responses/moveworks-review-12768942)"**

**Rating:** 4.5/5.0 stars
*— Sruthi K.*

[Read full review](https://www.g2.com/survey_responses/moveworks-review-12768942)

---

**"[Seamless Slack/Teams Integration That Resolves IT Requests Fast](https://www.g2.com/survey_responses/moveworks-review-12688111)"**

**Rating:** 4.5/5.0 stars
*— HIMANSHU M.*

[Read full review](https://www.g2.com/survey_responses/moveworks-review-12688111)

---


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

- [What is Moveworks used for?](https://www.g2.com/discussions/what-is-moveworks-used-for)

### 18. [NinjaCat](https://www.g2.com/products/ninjacat/reviews)
NinjaCat is the all-in-one performance data and AI agent platform built for enterprise marketing teams. We help agencies, media companies, and brands unify campaign data, automate reporting, and execute marketing workflows with intelligent agents. NinjaCat connects to 150+ marketing platforms, normalizes your data in a fully managed warehouse, and delivers real-time insights through dashboards and custom reports. And with our growing library of AI agents, teams can go from insight to action—faster than ever. No more data chaos. No more Frankenstack. Just marketing that moves. Key capabilities include: --150+ prebuilt marketing data connectors --Fully managed Data Cloud --ETL + semantic data modeling --Report templates &amp; interactive dashboards --Budget and KPI monitoring --AI Agents for tasks like paid search, reporting, ad ops &amp; more --Enterprise-grade security and scale


**Average Rating:** 4.2/5.0
**Total Reviews:** 312

**Who Is the Company Behind NinjaCat?**

- **Seller:** [NinjaCat](https://www.g2.com/sellers/ninjacat)
- **Year Founded:** 2012
- **HQ Location:** New York, NY
- **Twitter:** @NinjaCat_io (1,000 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/4973948/ (55 employees on LinkedIn®)

**Who Uses This Product?**
- **Who Uses This:** Account Manager, Digital Marketing Specialist
- **Top Industries:** Marketing and Advertising, Computer Software
- **Company Size:** 55% Small-Business, 36% Mid-Market


#### What Are NinjaCat's Pros and Cons?

**Pros:**

- Ease of Use (3 reviews)
- Customer Support (2 reviews)
- Easy Integrations (2 reviews)
- Integrations (2 reviews)
- Navigation Ease (2 reviews)

**Cons:**

- Application Instability (1 reviews)
- Software Bugs (1 reviews)


### What Do G2 Reviewers Say About NinjaCat?
*AI-generated summary from verified user reviews*

**Pros:**

- Users enjoy the **ease of use** of NinjaCat, finding it straightforward and simple to navigate while creating dashboards.
- Users praise the **helpful customer support** of NinjaCat, making setup and navigation a breeze.
- Users highlight the **easy integrations** of NinjaCat, enabling seamless connection to multiple data sources for vibrant reporting.
- Users praise the **seamless integration capabilities** of NinjaCat, enabling effortless data connection across various platforms.
- Users praise the **easy navigation** of NinjaCat, finding it straightforward and user-friendly.

**Cons:**

- Users experience occasional **application instability** , leading to disruptions in the otherwise sophisticated functionality of NinjaCat.
- Users experience **software bugs** occasionally, which can disrupt functionality and hinder the overall user experience.

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

**"[The best experience](https://www.g2.com/survey_responses/ninjacat-review-11775284)"**

**Rating:** 5.0/5.0 stars
*— Quoc Nhat T.*

[Read full review](https://www.g2.com/survey_responses/ninjacat-review-11775284)

---

**"[Endless Possibilities and Effortless Reporting with Ninjacat](https://www.g2.com/survey_responses/ninjacat-review-12180387)"**

**Rating:** 5.0/5.0 stars
*— Verified User in Marketing and Advertising*

[Read full review](https://www.g2.com/survey_responses/ninjacat-review-12180387)

---


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

- [What is NinjaCat used for?](https://www.g2.com/discussions/what-is-ninjacat-used-for)

### 19. [QAnswer](https://www.g2.com/products/qanswer/reviews)
Build LLM assistants in minutes Question Answering Made Easy : Perform advanced question answering on your data effortlessly Natural Language Brilliance Experience the ease of interacting with our app using natural language. Contextual Insights Get transparent answers with clear sources, providing context for each response.


**Average Rating:** 5.0/5.0
**Total Reviews:** 3

**Who Is the Company Behind QAnswer?**

- **Seller:** [The QA Company](https://www.g2.com/sellers/the-qa-company)
- **Year Founded:** 2019
- **HQ Location:** Lyon, FR
- **LinkedIn® Page:** https://fr.linkedin.com/company/qanswer (22 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 33% Enterprise, 33% Mid-Market


#### What Are QAnswer's Pros and Cons?

**Pros:**

- Knowledge Access (3 reviews)
- Accuracy (2 reviews)
- Contextual Understanding (2 reviews)
- Conversational Interaction (1 reviews)
- Customer Support (1 reviews)

**Cons:**

- Low Accuracy (1 reviews)
- Poor Documentation (1 reviews)
- Translation Issues (1 reviews)


### What Do G2 Reviewers Say About QAnswer?
*AI-generated summary from verified user reviews*

**Pros:**

- Users value the **easy access to knowledge** with QAnswer, as it delivers precise and contextual information efficiently.
- Users appreciate the **accuracy** of QAnswer, delivering precise, contextually relevant information from various sources effortlessly.
- Users appreciate QAnswer&#39;s **contextual understanding** , enhancing search capabilities with precise and organized information retrieval.
- Users value the **first-class support** offered by QAnswer, enhancing their experience with AI assistants and knowledge graphs.
- Users commend the **first-class customer support** from QAnswer, enhancing their experience with the product significantly.

**Cons:**

- Users report that QAnswer has **low accuracy** when handling complex queries, leading to disappointing results.
- Users express frustration over the **poor documentation** for QAnswer, lacking completeness and translations.
- Users note the **translation issues** with QAnswer, as it lacks French support and complete API documentation.

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

**"[Using QAnswer for chatbots at the European Commission](https://www.g2.com/survey_responses/qanswer-review-10371240)"**

**Rating:** 5.0/5.0 stars
*— Verified User in Government Administration*

[Read full review](https://www.g2.com/survey_responses/qanswer-review-10371240)

---

**"[Easily create AI Assistants](https://www.g2.com/survey_responses/qanswer-review-10349670)"**

**Rating:** 5.0/5.0 stars
*— Dennis D.*

[Read full review](https://www.g2.com/survey_responses/qanswer-review-10349670)

---



### 20. [ToolJet](https://www.g2.com/products/tooljet/reviews)
ToolJet is an AI-native, open-source low-code platform designed to help teams build and deploy custom internal tools with speed and security. Since its launch in 2021, ToolJet has attracted a diverse user base, including startups, large enterprises, and public institutions. With flexible deployment options—cloud or self-hosted—it meets a wide range of security and compliance needs, making it a versatile choice for organizations of all sizes. What sets ToolJet apart is its AI-powered app building experience. Users can create full-featured applications simply by describing their requirements in plain English-no coding or technical expertise required. ToolJet’s AI generates the logic, builds the UI, and connects data sources in just minutes. This prompt-driven approach accelerates internal tool development, enabling anyone on the team to quickly build dashboards, approval systems, and workflows. For advanced use cases, users can further customize their apps with JavaScript and server-side workflows, blending AI convenience with developer-level flexibility. The platform is especially valuable for teams looking to streamline their internal processes. ToolJet supports over 70 data sources out of the box, including popular databases like PostgreSQL and MongoDB, as well as REST and GraphQL APIs. It also integrates easily with SaaS tools such as Google Sheets and Stripe, and connects to cloud storage services like AWS S3 and Google Cloud Storage. This broad compatibility enables users to connect their existing data sources effortlessly and build comprehensive internal tools tailored to their requirements. In addition to its robust technology, ToolJet offers dedicated support to help teams succeed at every stage. Users have access to comprehensive documentation, an active community forum, and responsive technical support channels. For enterprise customers, ToolJet provides priority support and personalized onboarding to ensure smooth implementation and fast issue resolution. As an open-source platform, ToolJet offers true flexibility without vendor lock-in. Organizations can tailor the platform to their unique needs, retaining full control over their internal tools. This open model fosters a community-driven environment where users contribute to the platform’s development, share insights, and collaborate on improvements, continuously enriching the ToolJet ecosystem.


**Average Rating:** 4.6/5.0
**Total Reviews:** 53

**Who Is the Company Behind ToolJet?**

- **Seller:** [ToolJet](https://www.g2.com/sellers/tooljet)
- **Year Founded:** 2021
- **HQ Location:** San Francisco, US
- **Twitter:** @ToolJet (1,953 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/tooljet/ (68 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 42% Small-Business, 30% Mid-Market


#### What Are ToolJet's Pros and Cons?

**Pros:**

- Ease of Use (18 reviews)
- Easy Setup (12 reviews)
- No Coding (12 reviews)
- Easy Integrations (10 reviews)
- Integration (10 reviews)

**Cons:**

- Learning Curve (8 reviews)
- Slow Performance (7 reviews)
- Limited Customization (6 reviews)
- Performance Issues (5 reviews)
- Missing Features (4 reviews)


### What Do G2 Reviewers Say About ToolJet?
*AI-generated summary from verified user reviews*

**Pros:**

- Users find ToolJet to be **easy to use** , allowing quick setup and efficient tool creation with existing data.
- Users value the **easy setup** of ToolJet, enabling quick creation of tools and dashboards with minimal effort.
- Users appreciate the **no coding** capabilities of ToolJet, enabling rapid app development with an easy-to-use interface.
- Users appreciate the **easy integrations** with various tools, enhancing workflow efficiency and supporting diverse tech stacks.
- Users highlight the **easy integrations** of ToolJet, enabling quick setup and effective use of existing data.

**Cons:**

- Users find the **learning curve steep** with ToolJet due to hidden features and advanced coding requirements for non-techies.
- Users experience **slow performance** with ToolJet, especially when handling complex applications or heavy pages, impacting efficiency.
- Users note the **limited customization** of ToolJet, hindering the creation of complex and visually appealing applications.
- Users experience **performance issues** with slowdowns on heavy pages and complex dashboards, impacting overall efficiency.
- Users find the **missing features** in ToolJet frustrating, limiting precise customizations and causing delays in usage.

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

**"[Flexible, AI-Powered Low-Code Platform for Enterprise Apps](https://www.g2.com/survey_responses/tooljet-review-12049179)"**

**Rating:** 4.5/5.0 stars
*— Aneisha V.*

[Read full review](https://www.g2.com/survey_responses/tooljet-review-12049179)

---

**"[ToolJet Supercharges Internal Tool Development with Ease and Flexibility](https://www.g2.com/survey_responses/tooljet-review-11985833)"**

**Rating:** 4.0/5.0 stars
*— Himanshu  B.*

[Read full review](https://www.g2.com/survey_responses/tooljet-review-11985833)

---



### 21. [Voicing AI](https://www.g2.com/products/voicing-ai/reviews)
Voicing AI is an enterprise-grade agentic voice AI platform that transforms business communications through intelligent automation. Our AI agents go beyond basic conversation - they take real actions like closing tickets, updating CRMs, scheduling appointments, and resolving complex queries with human-like precision. Key Capabilities: Truly Agentic: Performs actions across 100+ enterprise systems, not just conversations Lightning Fast: Sub-500ms response times for seamless interactions Multilingual: Fluent conversations in 30+ languages Industry-Specific Intelligence: Purpose-built LLMs for context-aware, accurate interactions Enterprise-Ready: SOC2 and HIPAA compliant with built-in hallucination control and strict guardrails Proven ROI: Delivers significant productivity gains while reducing operational costs Voicing AI enables enterprises to scale their customer service, sales, and support operations with AI agents that think, understand, and act - creating exceptional experiences while driving measurable business outcomes.


**Average Rating:** 5.0/5.0
**Total Reviews:** 3

**Who Is the Company Behind Voicing AI?**

- **Seller:** [Voicing AI](https://www.g2.com/sellers/voicing-ai)
- **Year Founded:** 2024
- **HQ Location:** N/A
- **LinkedIn® Page:** https://www.linkedin.com/company/voicing-ai/ (50 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 67% Small-Business, 33% Mid-Market


#### What Are Voicing AI's Pros and Cons?

**Pros:**

- Response Efficiency (2 reviews)
- AI Technology (1 reviews)
- API Integration (1 reviews)
- Efficiency (1 reviews)



### What Do G2 Reviewers Say About Voicing AI?
*AI-generated summary from verified user reviews*

**Pros:**

- Users appreciate the **fast response efficiency** of Voicing AI, enjoying smooth interactions and human-like voice quality.
- Users value the **human-like conversational agents** of Voicing AI, which ensure a seamless integration in their workflow.
- Users value the **seamless API integration** of Voicing AI, enhancing their experience with human-like conversational agents.
- Users value the **efficiency** of Voicing AI, benefiting from quick, natural-sounding responses that enhance interactions.


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

**"[One of the Most Natural &amp; Reliable AI Voice Solutions We’ve Used](https://www.g2.com/survey_responses/voicing-ai-review-11979644)"**

**Rating:** 5.0/5.0 stars
*— Shivam P.*

[Read full review](https://www.g2.com/survey_responses/voicing-ai-review-11979644)

---

**"[Human-like Conversational Agents with Seamless Integration](https://www.g2.com/survey_responses/voicing-ai-review-11990044)"**

**Rating:** 5.0/5.0 stars
*— Bhaskar Raju K.*

[Read full review](https://www.g2.com/survey_responses/voicing-ai-review-11990044)

---



### 22. [Latenode](https://www.g2.com/products/latenode/reviews)
Latenode is an enterprise-grade low-code integration and AI automation platform with 600+ prebuilt SaaS integrations and native access to top-tier LLMs (OpenAI, Claude, Deepseek, LLaMA, and more). - One subscription for multiple LLMs - Generate AI agents with no code - Automate business operations with AI - Integrate AI services natively inside your product


**Average Rating:** 4.7/5.0
**Total Reviews:** 45

**Who Is the Company Behind Latenode?**

- **Seller:** [Latenode](https://www.g2.com/sellers/latenode)
- **Year Founded:** 2022
- **HQ Location:** San Francisco, US
- **Twitter:** @latenode (178 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/latenode-com (27 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Marketing and Advertising, Consulting
- **Company Size:** 91% Small-Business, 9% Mid-Market


#### What Are Latenode's Pros and Cons?

**Pros:**

- Automation Focus (16 reviews)
- Ease of Use (9 reviews)
- Time-Saving (7 reviews)
- Easy Creation (5 reviews)
- No Coding (5 reviews)

**Cons:**

- Learning Curve (8 reviews)
- Integration Issues (4 reviews)
- Missing Features (4 reviews)
- Automation Issues (1 reviews)
- Database Limitations (1 reviews)


### What Do G2 Reviewers Say About Latenode?
*AI-generated summary from verified user reviews*

**Pros:**

- Users find Latenode&#39;s **efficient automation capabilities** invaluable for streamlining business processes and enhancing productivity.
- Users find Latenode&#39;s interface **extremely easy to use** , enabling the creation of complex workflows effortlessly.
- Users benefit from the **time-saving capabilities** of Latenode, allowing quick creation of complex automations with ease.
- Users love Latenode for its **easy creation** of automated workflows, streamlining tasks without needing a team.
- Users love Latenode&#39;s **easy no-code automation** , making complex tasks manageable and enhancing overall productivity.

**Cons:**

- Users find the **learning curve** of Latenode steep, particularly for those lacking technical skills and coding knowledge.
- Users note the **limited native app integrations** with Latenode, leading to extra time spent on custom setups.
- Users express frustration over **missing features** in LateNode, impacting flexibility and control for complex workflows.
- Users experience **delays in support response** times, which lengthens the automation process and affects overall efficiency.
- Users find the **database limitations** of LateNode hinder their ability to handle dynamic data effectively, complicating workflows.

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

**"[Learn then Master](https://www.g2.com/survey_responses/latenode-review-11068466)"**

**Rating:** 5.0/5.0 stars
*— Sebabatso M.*

[Read full review](https://www.g2.com/survey_responses/latenode-review-11068466)

---

**"[Latenode Review](https://www.g2.com/survey_responses/latenode-review-11273580)"**

**Rating:** 5.0/5.0 stars
*— VA Jhonz L.*

[Read full review](https://www.g2.com/survey_responses/latenode-review-11273580)

---



### 23. [Oliv AI](https://www.g2.com/products/oliv-ai-oliv-ai/reviews)
Oliv is an AI-native platform for B2B revenue teams to transform their GTM motion and grow revenue without adding headcount. GTM teams have trusted Oliv to displace tools like Gong, Gainsight, Clari, Salesloft, and others at a fraction of the combined cost, freeing up budget that can be redirected toward AI agents responsible for execution across revenue workflows. Oliv’s agent suite covers the entire revenue lifecycle, from business development and sales to customer success, enablement, sales engineering, expansion, and RevOps. Specialist agents own specific roles, workflows, and use cases, while super agents coordinate context, priorities, and execution across agents, teams, and systems. Oliv consolidates first-party data from your revenue stack — CRM, calls, emails, meetings, engagement tools, customer success platforms, and more — and maps it onto a GTM Context Graph. That context is processed by 100+ fine-tuned small language models trained on revenue methodologies and best practices, giving every app and agent the shared understanding it needs to act. At the app layer, Oliv offers AI-native alternatives across Conversation Intelligence, Enablement, Sales Engagement, Forecasting, and Retention. Teams can replace the tools they already use today, while avoiding the cost, complexity, and reliability gaps of trying to build revenue agents from scratch on top of generic AI models. With Forward Deployed Engineers working alongside your team, Oliv helps every app and agent go live, get adopted, and turn AI transformation from a strategy deck into a working revenue motion. Book a 7-minute chat here: https://oliv.ai/book-a-demo


**Average Rating:** 4.8/5.0
**Total Reviews:** 9

**Who Is the Company Behind Oliv AI?**

- **Seller:** [Oliv.ai](https://www.g2.com/sellers/oliv-ai)
- **Company Website:** https://oliv.ai
- **Year Founded:** 2023
- **HQ Location:** San Francisco, US
- **Twitter:** @tryolivai (53 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/oliv-ai (43 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 44% Mid-Market, 33% Small-Business



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

**"[Oliv AI Increased our Sales Team&#39;s Efficiency](https://www.g2.com/survey_responses/oliv-ai-review-13058375)"**

**Rating:** 5.0/5.0 stars
*— Verified User in Marketing and Advertising*

[Read full review](https://www.g2.com/survey_responses/oliv-ai-review-13058375)

---

**"[Oliv AI is a Game-Changer for Sales Productivity](https://www.g2.com/survey_responses/oliv-ai-review-13058346)"**

**Rating:** 5.0/5.0 stars
*— Vijay V.*

[Read full review](https://www.g2.com/survey_responses/oliv-ai-review-13058346)

---



### 24. [Sigil AI](https://www.g2.com/products/sigil-ai/reviews)
Sigil is a secure browser agent that lets AI systems control and automate Chrome without giving up security or control. Sigil runs inside your existing Chrome, preserving your sessions, credentials, bookmarks, and extensions while keeping sensitive data local. It connects to any AI through the Model Context Protocol (MCP), including Claude, Cursor, GitHub Copilot, and ChatGPT, so agents can act in a real browser instead of a sandboxed copy. Security is built in, not bolted on: • Configurable guardrails restrict what an agent can do, enforced at the network level so they can&#39;t be circumvented. • Semantic page snapshots are sent to the agent instead of the full DOM, which dramatically reduces token usage and cost. • Full audit logs give you visibility into every agent action, supporting compliance and oversight. Sigil is free to use during our beta. Try it at usesigil.ai.


**Average Rating:** 5.0/5.0
**Total Reviews:** 2

**Who Is the Company Behind Sigil AI?**

- **Seller:** [Sigil](https://www.g2.com/sellers/sigil-81d3f11d-e26e-4331-8e18-af96300722bc)
- **HQ Location:** N/A
- **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 50% Mid-Market, 50% Small-Business



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

**"[Fast, Reliable Form-Filling in Chrome That Saves Tons of Manual Work](https://www.g2.com/survey_responses/sigil-ai-review-12983169)"**

**Rating:** 5.0/5.0 stars
*— Ipek Y.*

[Read full review](https://www.g2.com/survey_responses/sigil-ai-review-12983169)

---

**"[Sigil: Trusted Local AI Automation That Saves Time and Money](https://www.g2.com/survey_responses/sigil-ai-review-12974680)"**

**Rating:** 5.0/5.0 stars
*— Verified User in Computer Software*

[Read full review](https://www.g2.com/survey_responses/sigil-ai-review-12974680)

---



### 25. [Wizr AI](https://www.g2.com/products/wizr-ai/reviews)
Wizr AI enables enterprises to build autonomous operations and accelerate software delivery through AI-powered automation and AI-driven software engineering. Powered by Wizr Enterprise AI Platform and delivered as Service as a Software, Wizr helps organizations design, deploy, and govern AI Agents, AI Assistants, and Agentic Workflows that automate business processes and deliver real, production-scale outcomes across business and IT functions. Wizr supports AI-driven transformation across industries including Pharma, Automotive, Manufacturing, Software/SaaS, Higher Education, Immigration, Insurance, Logistics, Finance &amp; Accounting, and MCP. Key Features Enterprise AI Services Wizr delivers end-to-end Enterprise AI Services, helping organizations move from AI strategy to production deployment. Services include AI workflow automation, data engineering, custom AI agent and assistant development, model fine-tuning, and ongoing AI Ops. These services ensure AI is integrated seamlessly into enterprise processes with strong governance, accuracy, and scalability across industry-specific use cases. Enterprise Digital Engineering &amp; Product Engineering Wizr accelerates digital transformation and product development through AI-powered engineering. Enterprises across industries build, modernize, and scale software faster using AI-assisted development, AI-powered test automation, intelligent defect analysis, and AI-driven legacy modernization. Wizr Enterprise AI Platform (Agentic Platform &amp; Agentic Workflows) Wizr Enterprise AI Platform provides a modular, enterprise-grade foundation to build, deploy, and govern AI Agents, AI Assistants, and Agentic Workflows using enterprise data. The platform brings together an Agentic Platform, Agentic Workflows, enterprise-grade Security, and Integrations, enabling rapid and scalable automation across business and IT environments. AI Agents for Core Enterprise Functions Deploy pre-built and configurable AI Agents for: Customer Support (AutoSolve, Agent Assist, Control Room) IT Support Management (ticket triage, knowledge retrieval, resolution workflows) Finance &amp; Accounting (invoice automation, reconciliation, compliance workflows) These AI agents help enterprises across regulated and high-volume industries reduce manual effort, improve productivity, and scale operations efficiently. Solutions: Glidepath AI SDLC, AI Assembly, Oracle AI, Salesforce AI Wizr accelerates software engineering using Glidepath AI SDLC and AI Assembly, enabling 40–50% faster delivery across the software lifecycle. Oracle AI and Salesforce AI solutions extend agentic automation into enterprise ecosystems, supporting industry-specific workflows and compliance needs. Enterprise Security &amp; Integrations With SOC 2 Type 2 and ISO 27001 certifications, Wizr ensures secure and compliant AI adoption. Deep integrations with enterprise systems, applications, and data sources enable rapid deployment and measurable business impact across diverse industries. By leveraging Wizr AI, enterprises across industries can automate workflows at scale, accelerate software engineering, and achieve tangible productivity gains making AI-powered automation real in production environments.


**Average Rating:** 4.5/5.0
**Total Reviews:** 2

**Who Is the Company Behind Wizr AI?**

- **Seller:** [Wizr AI Solutions](https://www.g2.com/sellers/wizr-ai-solutions)
- **Year Founded:** 2023
- **HQ Location:** Pleasanton, US
- **LinkedIn® Page:** https://www.linkedin.com/company/wizr-ai (45 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 100% Mid-Market



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

**"[Best generative AI platform for customer support team](https://www.g2.com/survey_responses/wizr-ai-review-11437564)"**

**Rating:** 4.5/5.0 stars
*— Nishant S.*

[Read full review](https://www.g2.com/survey_responses/wizr-ai-review-11437564)

---

**"[Streamlined my workflow with smart automation.](https://www.g2.com/survey_responses/wizr-ai-review-11172364)"**

**Rating:** 4.5/5.0 stars
*— Pradeep k.*

[Read full review](https://www.g2.com/survey_responses/wizr-ai-review-11172364)

---




## What Is  AI Agent Builders Software?

[ Agentic AI Software](https://www.g2.com/categories/agentic-ai)

## What Software Categories Are Similar to  AI Agent Builders Software?

- [AI Agents For Business Operations](https://www.g2.com/categories/ai-agents-for-business-operations)
- [AI Chatbots Software](https://www.g2.com/categories/ai-chatbots)
- [AI Orchestration Software](https://www.g2.com/categories/ai-orchestration)


---

## How Do You Choose the Right  AI Agent Builders Software?

### 	 What You Should Know About AI Agent Builders Software

### AI Agent Builders buying insights at a glance

[AI Agent Builders Software](https://www.g2.com/categories/ai-agent-builders) helps organizations design, deploy, and manage autonomous AI agents that can execute tasks, retrieve information, and automate workflows across business systems. These platforms allow teams to configure AI-driven agents that interact with internal [knowledge bases](https://www.g2.com/categories/knowledge-base-software), [CRM systems](https://www.g2.com/categories/CRM), support tools, and operational data sources to perform work such as answering questions, routing requests, completing workflows, or generating responses. As businesses increasingly operationalize generative AI, **AI agent builders** are becoming essential infrastructure for teams that want AI to move beyond experimentation and into everyday business processes.

Organizations often adopt **AI agent builder software** to reduce manual work, streamline repetitive workflows, and give employees or customers faster access to accurate information. Across G2 user reviews, buyers frequently highlight benefits such as easier workflow automation, improved access to internal knowledge, and the ability to deploy AI-driven assistants without extensive engineering support. The **best AI agent building tools** stand out when they combine flexible automation logic, strong integrations, and reliable AI responses that support real operational tasks. In practice, the most effective **AI agent builder platforms** function as an automation layer that connects systems, workflows, and AI reasoning within a single environment.

Pricing varies depending on automation complexity, agent usage volume, integration requirements, and governance features. Many vendors offer tiered subscription plans combined with usage-based pricing tied to messages, [API](https://www.g2.com/categories/api-development) calls, or workflow executions. Organizations evaluating **AI agent builder platforms** often also factor in implementation support, model usage costs, and long-term administration effort when estimating the total cost of ownership.

### **Top 5 FAQs from software buyers:**

- What features should I look for in the best AI agent builders?
- How do AI agent builder tools connect with internal business systems?
- What’s the difference between AI agent builder software and chatbot platforms?
- How do AI agent builder platforms manage automation workflows and decision logic?
- How long does it take to deploy AI agents using modern AI agent builders?

G2&#39;s top-rated AI Agent Builders, based on verified reviews, include [Salesforce Agentforce](https://www.g2.com/products/salesforce-agentforce/reviews), [UiPath Agentic Automation](https://www.g2.com/products/uipath-agentic-automation/reviews), [Lindy](https://www.g2.com/products/lindy-lindy/reviews), [IBM watsonx.ai](https://www.g2.com/products/ibm-watsonx-ai/reviews), and [Workato](https://www.g2.com/products/workato/reviews). [(Source 2)](https://company.g2.com/news/g2-winter-2026-reports)

### What are the top-reviewed AI Agent Builders on G2?

Based on review volume in this category, these are the most-reviewed products:

[Salesforce Agentforce](https://www.g2.com/products/salesforce-agentforce/reviews)

- Reviews: 625 
- Satisfaction: 99 
- Market Presence: 99
- G2 Score: 99

[UiPath Agentic Automation](https://www.g2.com/products/uipath-agentic-automation/reviews)

- Reviews: 98
- Satisfaction: 66
- Market Presence: 69
- G2 Score: 68

[Lindy](https://www.g2.com/products/lindy-lindy/reviews)

- Reviews: 116
- Satisfaction: 79
- Market Presence: 55
- G2 Score: 67

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

- Reviews: 18
- Satisfaction: 53
- Market Presence: 75
- G2 Score: 64

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

- Reviews: 37
- Satisfaction: 64
- Market Presence: 54
- G2 Score: 59

**Satisfaction** reflects user-reported ratings, including ease of use, support, and feature fit. ([Source 2](https://www.g2.com/reports))

**Market Presence** scores combine review and external signals that indicate market momentum and footprint. ([Source 2](https://www.g2.com/reports))

**G2 Score** is a weighted composite of Satisfaction and Market Presence. ([Source 2](https://www.g2.com/reports))

Learn how G2 scores products. ([Source 1](https://documentation.g2.com/docs/research-scoring-methodologies?_gl=1*5vlk6s*_gcl_au*MTAwMzU5MzUxLjE3NjM0MTg0NzYuNjY0NTIxMTY0LjE3NjQ2MTc0NzcuMTc2NDYxNzQ3Nw..*_ga*NzY1MDU0NjE3LjE3NjM0NzQ3ODM.*_ga_MFZ5NDXZ5F*czE3NjYwODk1MTMkbzY3JGcxJHQxNzY2MDkyMjQyJGo1NyRsMCRoMA..))

### What I Often See in AI Agent Building Tools

#### **Feedback Pros: What Users Consistently Appreciate**

- **Low-code workflow builders enable rapid creation of AI-powered agents**
- _&quot;The low-code/no-code platform makes it incredibly easy to build and deploy AI agents without extensive programming knowledge. I really appreciate the pre-built agent frameworks and the seamless integration with our existing CRM and enterprise systems. The enterprise-grade security and built-in responsible AI features give us confidence in deploying these agents in production. The multi-agent automation capabilities have significantly streamlined our workflows, especially for customer support and data analysis tasks.&quot;_ - [Harsh Chaudhari](https://www.g2.com/products/lyzr-lyzr-ai/reviews/lyzr-ai-review-12226428), Lyzr Review
- **Strong integrations with CRM, support platforms, and internal knowledge sources**
- _&quot;Lindy&#39;s flexibility is its biggest flex. Unlike other automation tools that are super clunky and rigid, Lindy lets you build &#39;agents&#39; that actually get the context. I use it to completely automate our new client onboarding process. When a new contract is signed in our CRM, a Lindy is triggered: it sends a welcome email, sets up a Google Drive folder, adds the client to our project tool, and schedules the first kick-off meeting. The integrations are rock solid, and the ability to chain multiple complex actions together is straight-up game-changing.&quot;_ - [Osmar Gonçalves](https://www.g2.com/products/lindy-lindy/reviews/lindy-review-11783253), Lindy Review
- **Automation reduces repetitive support tasks and accelerates internal workflows**
- _&quot;I like using UiPath Agentic Automation because it allows me to build intelligent automation workflows that go beyond simple rule-based RPA. It helps me automate repetitive tasks and handle data and documents more efficiently. I really appreciate how easily it combines RPA with AI-driven decision making, making workflows more flexible and intelligent. It&#39;s powerful but still easy to learn and experiment with. I also like how well everything is integrated into a single platform, making it easy to build, test, and scale automations without much friction. The learning resources and community support are another big plus.&quot;_ - [SUPREETH GOLLAPALLY](https://www.g2.com/products/uipath-agentic-automation/reviews/uipath-agentic-automation-review-12293268), UiPath Agentic Automation Review

#### **Cons: Where Many Platforms Fall Short**

- **Advanced workflow configuration can require technical knowledge or experimentation**
- _&quot;While it promises low-code automation, creating advanced workflows often requires a deeper understanding of the platform, leading to a steep learning curve.&quot;_ - [Sumit Kumar&amp;nbsp;Shukla](https://www.g2.com/products/ibm-watsonx-orchestrate/reviews/ibm-watsonx-orchestrate-review-11965989), IBM watsonx Orchestrate Review
- **Initial setup and integration planning may take longer than expected**
- _&quot;The main thing to be aware of is that while the basic functionality is very straightforward, there&#39;s a bit of a steep learning curve for the more advanced features and custom integrations. The platform is incredibly powerful, which also means it can be a little overwhelming at first. For someone who isn&#39;t very technical, creating a more complex &quot;skill flow&quot; can take some time to get the hang of. Also, while the integrations are a big selling point, the initial setup process for some of our non-IBM applications was a bit more complex than we anticipated. It&#39;s nothing that can&#39;t be figured out, but it&#39;s worth noting.&quot;_ - [Shubham Verma](https://www.g2.com/products/ibm-watsonx-orchestrate/reviews/ibm-watsonx-orchestrate-review-11521587), IBM watsonx Orchestrate
- **Prompt tuning and agent logic refinement require ongoing monitoring**
- _&quot;Prompts need a lot of tuning, especially when agents are exposed via customer-facing portals, which can expect any kind of open questions.&amp;nbsp;But once turned, it works great.&quot;_ - [Verified User](https://www.g2.com/products/salesforce-agentforce/reviews/salesforce-agentforce-review-12213295), Salesforce Agentforce Review

### Expert Takeaway

AI agent builders deliver the most value when organizations treat them as workflow orchestration platforms rather than simple conversational tools. The strongest implementations combine AI reasoning with structured automation logic, allowing teams to route requests, trigger actions, retrieve data, and complete tasks without manual intervention.

Review sentiment reflects strong overall adoption. The category maintains a high average star rating above 4.5, alongside strong usability signals, including high scores for ease of use, ease of setup, and quality of support. Likelihood to recommend also trends high, suggesting that many buyers see clear productivity gains once agents are deployed successfully.

Friction typically occurs during the transition from pilot use cases to production-scale automation. Teams that struggle often underestimate the effort required to structure workflows, define agent responsibilities, and maintain prompt or knowledge configurations. High-performing teams approach **AI agent builder software** with clear automation goals, defined data sources, and governance rules that keep agents reliable as usage grows.

The **best AI agent builders** tend to succeed when they balance flexibility with operational reliability. Strong **AI agent-building tools** enable teams to iterate quickly while maintaining control over workflows, integrations, and response quality. As adoption grows across IT, operations, customer support, and revenue teams, **AI agent builder platforms** are increasingly becoming foundational infrastructure for organizations looking to operationalize AI-driven automation.

### AI Agent Builders Software FAQs

#### Can I build an AI agent on my own?

Yes, you can build an AI agent on your own using modern AI agent builder platforms. Many tools now provide visual workflows, prebuilt integrations, and natural-language configuration that allow teams to design and deploy agents without writing extensive code.

Most platforms include features such as prompt configuration, workflow logic, API integrations, and deployment tools for chat interfaces or internal automation. This allows teams to create agents that answer questions, automate tasks, retrieve knowledge, or trigger workflows across business systems.

However, building reliable agents usually requires planning around data sources, integrations, and workflow logic. Many organizations still rely on **ai agent builder software** to simplify deployment, manage integrations, and maintain governance as usage grows.

#### Which AI tool is best for building AI agents and automation projects?

Some of the strongest platforms for building AI agents and automation workflows include:

- [Salesforce Agentforce](https://www.g2.com/products/salesforce-agentforce/reviews) – Designed for enterprise automation and AI-powered agents that connect deeply with Salesforce data and business processes.
- [UiPath Agentic Automation](https://www.g2.com/products/uipath-agentic-automation/reviews) – Combines AI agents with robotic process automation (RPA) to automate complex enterprise workflows.
- [Lindy](https://www.g2.com/products/lindy-lindy/reviews) – Focused on building task-oriented AI assistants that automate operational workflows and productivity tasks.
- [IBM watsonx.ai](https://www.g2.com/products/ibm-watsonx-ai/reviews) – Enterprise AI development platform for building and deploying AI agents, models, and automation pipelines.
- [Workato](https://www.g2.com/products/workato/reviews) – Integration-led automation platform that allows teams to orchestrate AI-driven workflows across business applications.
- [Zapier](https://www.g2.com/products/zapier/reviews) – Popular no-code automation platform used to connect thousands of applications and automate tasks without coding.

The best option typically depends on your environment, integration requirements, and whether you need enterprise-scale automation or lightweight workflow orchestration.

#### What’s the best no-code AI agent builder software for website chatbots?

Several platforms allow teams to build conversational AI agents and deploy them to websites without coding.

Here are some widely used options:

- [Voiceflow](https://www.g2.com/products/voiceflow/reviews) – Popular for building conversational AI assistants and deploying chat or voice agents across websites and digital channels.
- [CloseBot](https://www.g2.com/products/closebot/reviews) – Designed for creating AI-powered chat agents for websites and customer support automation.
- [Stack AI](https://www.g2.com/products/stack-ai/reviews) – Visual builder that helps teams design AI workflows and deploy AI-powered assistants without code.
- [SmythOS](https://www.g2.com/products/smythos/reviews) – Platform focused on building autonomous AI agents with visual workflows and automation logic.
- [Lindy](https://www.g2.com/products/lindy-lindy/reviews) – Enables teams to create task-based AI assistants that automate operational processes and messaging workflows.

These tools focus on **visual workflow builders, prompt configuration, and easy chatbot deployment** , which makes them suitable for teams that want to launch AI agents without writing code.

#### Which AI agent builder tools integrate with Slack and HubSpot?

Some AI agent builder platforms are specifically designed to integrate with communication and CRM tools such as Slack and HubSpot.

Examples include:

- [Zapier](https://www.g2.com/products/zapier/reviews) – Connects Slack, HubSpot, and thousands of other applications to automate workflows and data synchronization.
- [Workato](https://www.g2.com/products/workato/reviews) – Enterprise integration platform used to automate processes across applications like CRMs, messaging tools, and operational systems.
- [Salesforce Agentforce](https://www.g2.com/products/salesforce-agentforce/reviews) – Supports deploying AI agents within Slack to interact with teams directly in their collaboration environment.

These platforms work well for organizations that want AI agents to trigger workflows, update CRM records, or respond to internal requests directly inside collaboration tools.

#### Which AI agent builder platforms are best for workflow automation?

Several AI agent builder platforms are designed specifically for workflow automation and process orchestration.

Here are some of the most commonly used options:

- [UiPath Agentic Automation](https://www.g2.com/products/uipath-agentic-automation/reviews) – An Enterprise automation platform that combines AI agents with robotic process automation to manage complex business workflows.
- [Workato](https://www.g2.com/products/workato/reviews) – Known for orchestrating cross-application workflows and integrating automation across large enterprise tech stacks.
- [Zapier](https://www.g2.com/products/zapier/reviews) – No-code automation platform that connects thousands of apps to automate repetitive tasks and workflows.
- [Salesforce Agentforce](https://www.g2.com/products/salesforce-agentforce/reviews) – Designed to automate workflows across CRM, support, and operational processes using AI agents.

These platforms are typically used to automate tasks such as customer support routing, sales follow-ups, internal approvals, onboarding workflows, and operational task automation.

### Sources

1. [G2 Scoring Methodologies](https://documentation.g2.com/docs/research-scoring-methodologies?_gl=1*5ky9es*_gcl_au*MTY2NDg2MDY3Ny4xNzU1MDQxMDU4*_ga*MTMwMTMzNzE1MS4xNzQ5MjMyMzg1*_ga_MFZ5NDXZ5F*czE3NTUwOTkzMjgkbzQkZzEkdDE3NTUwOTk3NzYkajU3JGwwJGgw)
2. [G2 Winter 2026 Reports](https://company.g2.com/news/g2-winter-2026-reports)

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

Last updated on March 16, 2026



