# Best  AI Agent Builders Software - Page 11

*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 (1,160 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 (6,110 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 (1,578 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 | [Databricks](https://www.g2.com/products/databricks/reviews) | 4.6/5.0 (1,285 reviews) | — | "[Powerful Lakehouse for Big Data, Collaboration, and Efficient Pipelines](https://www.g2.com/survey_responses/databricks-review-12946286)" |
| 5 | [ServiceNow AI Agents](https://www.g2.com/products/servicenow-ai-agents/reviews) | 4.3/5.0 (394 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)" |
| 6 | [Zapier](https://www.g2.com/products/zapier/reviews) | 4.5/5.0 (2,058 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 | [CloseBot](https://www.g2.com/products/closebot/reviews) | 4.8/5.0 (175 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)" |
| 8 | [Jotform AI Agents](https://www.g2.com/products/jotform-ai-agents/reviews) | 4.5/5.0 (628 reviews) | No-code conversational agent deployment with trainable knowledge bases | "[Simplistic Design, Needs Better Customization Options](https://www.g2.com/survey_responses/jotform-ai-agents-review-13060056)" |
| 9 | [Asana](https://www.g2.com/products/asana/reviews) | 4.4/5.0 (13,209 reviews) | AI-automated cross-team workflow orchestration | "[Intuitive Dashboards and Seamless AI Integration](https://www.g2.com/survey_responses/asana-review-13045059)" |
| 10 | [Lindy](https://www.g2.com/products/lindy-lindy/reviews) | 4.9/5.0 (171 reviews) | No-code multi-step agent building with natural-language prompting | "[Effortless AI Automation, Perfect for Task Management](https://www.g2.com/survey_responses/lindy-review-12703079)" |

---
## 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=10470&focus%5B%5D=1408919&focus%5B%5D=2629&focus%5B%5D=1442478&focus%5B%5D=1343375)
Highlighted products: Salesforce Agentforce, UiPath Agentic Automation, OutSystems, Databricks, ServiceNow AI Agents, Zapier, CloseBot, and Lindy.
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=databricks&amp;focus%5B%5D=servicenow-ai-agents&amp;focus%5B%5D=zapier&amp;focus%5B%5D=closebot&amp;focus%5B%5D=lindy-lindy)


## How Many  AI Agent Builders Software Products Does G2 Track?
**Total Products under this Category:** 380

### Category Stats (Jul 2026)
- **Average Rating**: 4.64/5 The average rating of products in this category, based on all submitted ratings
- **Top Trending Product**: Abacus.ai (+1.36%) - Among all products in this category, Abacus.ai recorded the largest rating increase compared to last month
*Last updated: July 09, 2026*


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

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

- 30 Analysts and Data Experts
- 83,600+ Authentic Reviews
- 380+ 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=2026-07-09T12%3A02%3A23Z&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%3D11&amp;secure%5Btoken%5D=b8508cf3654569c2f4835b990fb58913e889be88d9924897f037c00e56d3eb73&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. [KnowledgeBot](https://www.g2.com/products/knowledgebot/reviews)
KnowledgeBot is a conversational embodied agent developed by Virginia Tech for the Alexa Prize SimBot Challenge. It is designed to assist users in completing a wide range of daily tasks through natural and interactive dialogue. By integrating neuro-symbolic reasoning, KnowledgeBot effectively processes user instructions and environmental perceptions to perform actions and provide responses. Key Features and Functionality: - Neuro-Symbolic Reasoning: Combines symbolic reasoning with neural-based action planning and prediction modules to interpret and execute complex tasks. - Vision Models: Utilizes semantic segmentation and visual grounding to comprehend and interact with the environment effectively. - Situated Dialogue Module: Facilitates natural and context-aware conversations with users, enhancing the interactive experience. - Task Execution: Capable of carrying out a variety of user-defined tasks by understanding instructions and environmental cues. Primary Value and User Solutions: KnowledgeBot addresses several challenges in the development of intelligent assistive agents, including the vast variety of user-defined tasks, the need for complex reasoning and visual comprehension, and the importance of natural human interaction. By integrating advanced reasoning and vision capabilities, KnowledgeBot offers users an efficient and intuitive assistant for daily task completion, enhancing productivity and user experience.



**Who Is the Company Behind KnowledgeBot?**

- **Seller:** [KnowledgeBot](https://www.g2.com/sellers/knowledgebot)
- **Year Founded:** 2020
- **HQ Location:** Seattle, US
- **LinkedIn® Page:** https://www.linkedin.com/showcase/AmazonScience (1 employees on LinkedIn®)






### 2. [Kodey](https://www.g2.com/products/kodey/reviews)
Kodey.ai is a no-code platform that enables users to build, deploy, and manage autonomous AI agent teams without requiring programming expertise. By transforming complex AI development into intuitive visual workflows, Kodey.ai significantly reduces technical barriers and accelerates time-to-market. This platform is designed for consultants, product teams, and enterprise leaders seeking to implement intelligent automation solutions efficiently. Key Features and Functionality: - Visual No-Code Builder: Create sophisticated AI agents through an intuitive drag-and-drop interface, eliminating the need for coding. - Multi-Agent Orchestration: Deploy multiple AI agents that work together seamlessly to handle complex business processes. - Advanced AI Models: Access to leading AI models such as GPT-4, Claude, and Gemini, as well as the ability to integrate custom models. - Real-Time Deployment: Instantly deploy agents to production with zero downtime, featuring automatic scaling and load balancing. - API Integrations: Connect to hundreds of applications and services, including CRM systems, email platforms, databases, and custom APIs, through visual connectors. - Analytics &amp; Monitoring: Monitor agent performance with real-time metrics and track return on investment. - Team Collaboration: Utilize multi-user workspaces with role-based access to facilitate team collaboration. Primary Value and Solutions Provided: Kodey.ai addresses the challenges of lengthy development cycles and the need for specialized AI engineering resources by offering a no-code solution that empowers users to create and deploy AI agents rapidly. This approach democratizes AI development, allowing business teams to implement intelligent automation without relying on IT departments. By automating tasks such as customer support, sales lead qualification, HR recruitment, data analysis, appointment scheduling, and document processing, Kodey.ai enhances operational efficiency, reduces costs, and enables businesses to scale their AI capabilities effectively.



**Who Is the Company Behind Kodey?**

- **Seller:** [Kodey](https://www.g2.com/sellers/kodey)
- **HQ Location:** N/A
- **LinkedIn® Page:** https://www.linkedin.com/company/kodey-ai/ (1 employees on LinkedIn®)






### 3. [Kovotic Agentic AI Solutions Fleet (1,810+ Agents)](https://www.g2.com/products/kovotic-agentic-ai-solutions-fleet-1-810-agents/reviews)
Architected by Rodrick Gary, the Kovotic Labs suite represents the world&#39;s largest unified fleet of 1,810+ autonomous agents. Purpose-built for Shopify, Salesforce, and Zendesk ecosystems, these agents automate complex commerce workflows with &#39;Ferrari-grade&#39; precision. Based in Charlotte, N.C., we provide high-scale agentic infrastructure for modern global merchants.



**Who Is the Company Behind Kovotic Agentic AI Solutions Fleet (1,810+ Agents)?**

- **Seller:** [Kovotic Labs](https://www.g2.com/sellers/kovotic-labs)
- **HQ Location:** N/A
- **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®)






### 4. [Kuverto](https://www.g2.com/products/kuverto/reviews)
AI Agent Builder Platform. Design, Build, and iterate instantly. No code, no waiting—just a pure creative agent building experience.


**Average Rating:** 4.4/5.0
**Total Reviews:** 5

**Who Is the Company Behind Kuverto?**

- **Seller:** [Kuverto](https://www.g2.com/sellers/kuverto)
- **Year Founded:** 2023
- **HQ Location:** Tel Aviv, IL
- **LinkedIn® Page:** https://www.linkedin.com/company/kuverto-com (1 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 80% Mid-Market, 20% Enterprise


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

**Pros:**

- Accuracy (1 reviews)
- AI Integration (1 reviews)
- AI Technology (1 reviews)
- Artificial Intelligence (1 reviews)
- Automation (1 reviews)

**Cons:**

- Improvement Needed (1 reviews)
- Integration Issues (1 reviews)
- Lack of Integration (1 reviews)
- Limited Features (1 reviews)
- Poor Customer Support (1 reviews)


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

**Pros:**

- Users value the **accuracy** of Kuverto, noting its reliable insights and minimal errors in automated tasks.
- Users value the **AI integration** in Kuverto for enhancing decision-making and automating tasks with minimal errors.
- Users value the **no-code AI agent deployment** feature of Kuverto, simplifying their AI integration process.
- Users value the **reliable AI insights** from Kuverto, significantly aiding decision-making and automating tasks effectively.
- Users value the **automation capabilities** of Kuverto, enhancing decision-making with reliable AI insights and minimal errors.

**Cons:**

- Users highlight the need for **improvement in customer service** , particularly in support responsiveness and efficiency.
- Users find the **integration issues** in Kuverto limiting, suggesting that the integration features need improvement.
- Users find the **limited integration features** of Kuverto a drawback, suggesting improvements for better functionality.
- Users find the **integration features limited** , suggesting improvements are necessary for better functionality.
- Users express concerns over the **poor customer support** of Kuverto, impacting overall satisfaction and efficiency.

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

**"[Focus on the creation of quality content](https://www.g2.com/survey_responses/kuverto-review-10007038)"**

**Rating:** 4.0/5.0 stars
*— Anabe R.*

[Read full review](https://www.g2.com/survey_responses/kuverto-review-10007038)

---

**"[A go to tool to build AI agents without much coding language](https://www.g2.com/survey_responses/kuverto-review-11558743)"**

**Rating:** 4.0/5.0 stars
*— Verified User in Oil &amp; Energy*

[Read full review](https://www.g2.com/survey_responses/kuverto-review-11558743)

---



### 5. [Langgrant Agent](https://www.g2.com/products/langgrant-agent/reviews)
LangGrant connects powerful LLMs to your current production databases. Every query runs under column-level access control, and every answer becomes a reusable Agent Workflow your team can run again.



**Who Is the Company Behind Langgrant Agent?**

- **Seller:** [LangGrant](https://www.g2.com/sellers/langgrant)
- **Year Founded:** 2015
- **HQ Location:** Bellevue, US
- **LinkedIn® Page:** https://www.linkedin.com/company/langgrant (11 employees on LinkedIn®)






### 6. [Lavague](https://www.g2.com/products/lavague/reviews)
LaVague is an open-source framework designed to empower developers in creating AI Web Agents that automate complex web interactions. By translating natural language instructions into executable actions, LaVague simplifies tasks such as web navigation, data extraction, and form submission, thereby enhancing productivity and efficiency. Key Features and Functionality: - Natural Language Processing: Interprets user instructions in natural language to perform browser interactions seamlessly. - Integration with Selenium and Playwright: Utilizes industry-standard tools for reliable and efficient web automation. - Customizable and Extensible: Offers flexibility to tailor configurations and extend functionalities to meet specific project requirements. - Support for Local and Cloud-Based Models: Compatible with various Large Language Models (LLMs), including OpenAI, Llama 3, Gemini, and Azure OpenAI, whether hosted locally or in the cloud. - Advanced AI Techniques: Employs Retrieval-Augmented Generation (RAG), few-shot learning, and chain-of-thought prompting to enhance the accuracy and relevance of automated tasks. Primary Value and Problem Solved: LaVague addresses the challenge of automating repetitive and time-consuming web tasks by enabling the development of intelligent agents that can perform these tasks autonomously. This reduces the need for manual intervention, minimizes errors, and allows users to focus on more strategic activities. By leveraging advanced AI models and integrating with established automation tools, LaVague provides a robust solution for developers and organizations seeking to enhance their web automation capabilities.



**Who Is the Company Behind Lavague?**

- **Seller:** [Lavague](https://www.g2.com/sellers/lavague)
- **HQ Location:** N/A
- **LinkedIn® Page:** https://www.linkedin.com/company/lavague-ai/ (3 employees on LinkedIn®)






### 7. [Leah](https://www.g2.com/products/leah-formerly-contractpodai-leah/reviews)
Leah, formerly ContractPodAi, empowers enterprises to build, orchestrate, and govern intelligent AI agents across legal, procurement, finance, and beyond. Our solution combines advanced AI with deep domain expertise across our core products: Leah Agentic OS and Leah Agentic Contract Lifecycle Management (CLM). Founded on the principle of elevating human judgment rather than replacing it, Leah automates complex workflows, connects data silos, and drives measurable ROI at scale. Trusted by global enterprises, Leah gives organizations a competitive advantage through AI-driven automation and operational excellence. Leah&#39;s strategy reflects four core principles that define our operational philosophy: Lead - Always one step ahead, we bring our customers along with us. We are not followers. Empower - Leah is built from the ground up to empower your employees to do their very best and never get bogged down. Accelerate – With your people and our adaptive platform, Leah doesn&#39;t just streamline, it accelerates your enterprise&#39;s most desirable outcomes. Harmonize – Leah is constantly evolving to bring your people and processes into perfect harmony, ensuring your enterprise moves forward as a unified, unstoppable force. Built on commitment to customer success, Leah combines enterprise-grade security with comprehensive support, ensuring organizations unlock their full potential. Partnerships with leading AI providers including OpenAI, Anthropic, Google, Microsoft, Meta, Cohere, and Mistral strengthen Leah’s technological foundation and market position. With offices spanning London, New York, Dubai, Sydney, Glasgow, Mumbai and Singapore, Leah continues expanding its impact globally. Recognized as an industry innovator, Leah empowers organizations to achieve competitive advantage in an AI-native world through intelligent solutions that enable people and processes to work in harmony.


**Average Rating:** 4.6/5.0
**Total Reviews:** 48

**Who Is the Company Behind Leah?**

- **Seller:** [Leah, formerly ContractPodAi](https://www.g2.com/sellers/leah-formerly-contractpodai)
- **Company Website:** https://contractpodai.com/
- **Year Founded:** 2015
- **HQ Location:** London
- **LinkedIn® Page:** https://www.linkedin.com/company/contractpod/about (127 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Legal Services, Hospital &amp; Health Care
- **Company Size:** 54% Enterprise, 42% Mid-Market


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

**Pros:**

- Ease of Use (10 reviews)
- Customer Support (8 reviews)
- User Interface (7 reviews)
- AI Features (5 reviews)
- Efficiency (5 reviews)

**Cons:**

- Steep Learning Curve (3 reviews)
- Ineffective AI (2 reviews)
- Initial Difficulty (2 reviews)
- Limited Reporting (2 reviews)
- Missing Features (2 reviews)


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

**Pros:**

- Users commend the **ease of use** of ContractPodAI, praising its intuitive interface and seamless integration with other tools.
- Users commend the **responsive customer support** of ContractPodAi, enhancing overall satisfaction and contract management efficiency.
- Users admire the **user-friendly interface** of ContractPodAi, valuing its efficiency and integration capabilities in contract management.
- Users appreciate the **intuitive AI functionalities** of ContractPodAI, enhancing contract management with ease and efficiency.
- Users praise the **efficiency** of ContractPodAi, streamlining contract management and facilitating daily tasks with ease.

**Cons:**

- Users find a **steep learning curve** with ContractPodAI, making it challenging to fully utilize its capabilities quickly.
- Users find Leah&#39;s **ineffective AI** capabilities limited, hindering its potential for managing contracts effectively.
- Users find **initial implementation challenging** as adjustments to existing processes may be needed for optimal use.
- Users find the **limited reporting flexibility** of Leah restrictive, affecting their ability to utilize custom legal KPIs.
- Users find **missing features** in Leah that hinder unlocking its full value without dedicated support or enhanced AI capabilities.

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

**"[A powerful CLM platform that streamlines legal workflows with smart automation](https://www.g2.com/survey_responses/leah-review-11286674)"**

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

[Read full review](https://www.g2.com/survey_responses/leah-review-11286674)

---

**"[Regular User of the Standalone LeahAI tool from ContractPodAI](https://www.g2.com/survey_responses/leah-review-11506296)"**

**Rating:** 4.0/5.0 stars
*— Verified User in Legal Services*

[Read full review](https://www.g2.com/survey_responses/leah-review-11506296)

---


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

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

### 8. [Lety.ai](https://www.g2.com/products/lety-ai/reviews)
Lety.ai is a white-label platform that empowers agencies to build, brand, and sell AI agents tailored to various industries without the need for backend development. Designed to streamline the deployment of AI solutions, Lety.ai enables agencies to offer customized AI services under their own brand, facilitating the creation of recurring revenue streams. With a focus on ease of use and scalability, the platform supports the rapid launch of AI agents across multiple channels, ensuring seamless integration with clients&#39; existing systems. Key Features and Functionality: - Pre-Configured Industry Templates: Offers 12 verticals and 46 niches, providing ready-made configurations for sectors such as healthcare, real estate, legal, and hospitality. - AI-Powered Prompt Generation: Transforms brief descriptions into full production prompts, eliminating the need for extensive engineering or manual setup. - Comprehensive Knowledge Integration: Allows embedding and indexing of various file types, including PDFs, URLs, and Google Drive documents, making information readily accessible. - Multi-Channel Deployment: Supports deployment across platforms like WhatsApp, Instagram, web, email, SMS, and integrates with tools such as HubSpot and GoHighLevel with a single click. - Complete White-Label Branding: Enables agencies to use custom domains, logos, and branding, ensuring the platform reflects their identity without any mention of Lety.ai. - Integrated Billing System: Automates client billing through subscription models, token markups, MCP calls, and setup fees, consolidating all charges into a single invoice. - Scalable Multi-Tenant Architecture: Facilitates the management of multiple clients with isolated workspaces, allowing agencies to scale from a single client to thousands without additional infrastructure concerns. Primary Value and User Solutions: Lety.ai addresses the challenges agencies face in developing and deploying AI solutions by providing a comprehensive, no-code platform that simplifies the creation and management of AI agents. By offering pre-configured templates and seamless integrations, it reduces the time and technical expertise required to launch AI services. The white-label nature of the platform ensures that agencies can maintain their brand identity while delivering sophisticated AI solutions. Additionally, the integrated billing and multi-tenant management features enable agencies to build scalable, recurring revenue models, transforming their AI offerings into sustainable business ventures.



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

- **Seller:** [Lety.ai](https://www.g2.com/sellers/lety-ai)
- **Year Founded:** 2024
- **HQ Location:** Miami, US
- **LinkedIn® Page:** https://www.linkedin.com/company/lety (14 employees on LinkedIn®)






### 9. [LLM Flow Designer](https://www.g2.com/products/llm-flow-designer/reviews)
LLM Flow Designer is a visual tool that simplifies the creation and management of deterministic AI agent networks, eliminating the complexities associated with traditional frameworks. By offering a 100% visual builder, it enables users to design, execute, and monitor AI workflows without writing any code, thereby enhancing productivity and reducing development time. Key Features and Functionality: - Visual Flow and Graph Execution: Provides a clear, visual representation of each prompt&#39;s path, allowing for precise control and easy debugging. - Execution Control and Determinism: Offers real-time tracking of every step in the workflow, enabling immediate adjustments and ensuring predictable outcomes. - Integration Capabilities: Includes connectors for REST APIs and Google Drive, facilitating seamless integration with external data sources and tools. - Tools Editor: Allows for the creation and management of custom tools within workflows, with AI-assisted flow generation and execution tracking. - Automated Prompt Testing: Incorporates verification loops to ensure the reliability and accuracy of AI agents. Primary Value and User Solutions: LLM Flow Designer addresses the challenges of building deterministic AI agents by providing a user-friendly, visual interface that eliminates the need for complex coding and framework management. It empowers developers, designers, and builders to create precise and reliable AI workflows efficiently, thereby accelerating development cycles and improving overall productivity.



**Who Is the Company Behind LLM Flow Designer?**

- **Seller:** [LLM Flow Designer](https://www.g2.com/sellers/llm-flow-designer)
- **HQ Location:** N/A
- **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®)






### 10. [Loomr](https://www.g2.com/products/loomr/reviews)
Loomr is an innovative platform that enables users to create standalone AI Agents in minutes, designed to automate initial interactions, handle inquiries, engage audiences, answer questions, and qualify leads through a simple, shareable link. This solution is particularly beneficial for solo professionals such as content creators, recruiters, freelancers, and consultants, allowing them to efficiently manage repetitive conversations and focus on core business activities. Key Features and Functionality: - 24/7 Availability: The AI Agent operates around the clock, ensuring that inquiries are addressed promptly, even outside of regular business hours. - Frictionless Lead Capture: It collects essential information like contact details and resumes through natural chat interactions, eliminating the need for traditional forms. - No Website Required: Each AI Agent is accessible via a unique link, removing the necessity for a dedicated website or complex technical setup. - Real-Time Insights: Users can monitor conversations as they occur, gaining visibility into user interactions and maintaining control over lead management. - Customization: The platform allows for personalization of the AI Agent&#39;s appearance and behavior to align with the user&#39;s brand identity. - Code-Free Deployment: Users can build and launch their AI Agents without any coding knowledge, streamlining the setup process. Primary Value and User Solutions: Loomr addresses the challenge of managing repetitive inquiries and lead qualification by providing an AI-driven solution that automates these processes. By deploying a customizable AI Agent, users can ensure consistent and professional engagement with their audience, capture and qualify leads efficiently, and maintain a continuous online presence. This automation allows professionals to allocate more time to strategic tasks, enhancing productivity and business growth.



**Who Is the Company Behind Loomr?**

- **Seller:** [Loomr](https://www.g2.com/sellers/loomr)
- **HQ Location:** N/A
- **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®)






### 11. [LoopMind](https://www.g2.com/products/loopmind/reviews)
LoopMind is a pioneering platform dedicated to empowering individuals and organizations to train their own embodied AI agents. By developing foundational models for autonomous systems, LoopMind enables these agents to take actions natively and responsibly, aligning with user-specific workflows and objectives. Key Features and Functionality: - Custom AI Development: LoopMind specializes in building AI agents tailored to unique business processes, ensuring seamless integration and optimal performance. - Adaptive Learning: The platform&#39;s AI agents continuously learn from interactions, enhancing their decision-making capabilities over time. - Human-in-the-Loop Approach: LoopMind emphasizes human oversight, allowing users to set guardrails, review decisions, and maintain control over AI operations. - Enterprise-Grade Security: With a focus on data privacy, LoopMind ensures that user data remains confidential and is not used to train external models. - Seamless Integration: The platform supports integration with various tools and systems, including CRM, ERP, and communication platforms, facilitating smooth adoption into existing workflows. Primary Value and Solutions Provided: LoopMind addresses the challenge of automating complex, repetitive tasks within organizations by providing AI agents that understand and adapt to specific workflows. This automation allows teams to focus on strategic initiatives, enhances operational efficiency, and scales operations without proportional increases in resources. By maintaining human oversight and ensuring data security, LoopMind offers a reliable and responsible AI solution that aligns with organizational goals and compliance standards.



**Who Is the Company Behind LoopMind?**

- **Seller:** [Loopmind](https://www.g2.com/sellers/loopmind)
- **HQ Location:** N/A
- **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®)






### 12. [Lowtouch.ai](https://www.g2.com/products/lowtouch-ai/reviews)
Lowtouch.ai is an advanced AI-driven platform designed to streamline and automate customer engagement processes for businesses. By leveraging cutting-edge artificial intelligence technologies, Lowtouch.ai enables companies to deliver personalized and efficient interactions with their customers, enhancing overall satisfaction and loyalty. Key Features and Functionality: - Automated Customer Support: Provides intelligent chatbots capable of handling a wide range of customer inquiries, reducing the need for human intervention and ensuring 24/7 support availability. - Personalized Communication: Utilizes machine learning algorithms to analyze customer data and deliver tailored messages, promotions, and recommendations, fostering a more personalized customer experience. - Seamless Integration: Easily integrates with existing CRM systems, social media platforms, and other communication channels, ensuring a cohesive and unified customer engagement strategy. - Analytics and Reporting: Offers comprehensive analytics tools that track customer interactions, providing valuable insights to optimize engagement strategies and improve service delivery. Primary Value and Solutions: Lowtouch.ai addresses the challenge of maintaining consistent and personalized customer engagement at scale. By automating routine interactions and providing data-driven insights, it allows businesses to enhance customer satisfaction, increase operational efficiency, and drive revenue growth. The platform&#39;s ability to integrate seamlessly with existing systems ensures a smooth implementation process, enabling companies to quickly realize the benefits of AI-driven customer engagement.



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

- **Seller:** [CloudControl](https://www.g2.com/sellers/cloudcontrol-7e8ca104-f9f6-411b-9271-ca437928db9a)
- **Year Founded:** 2018
- **HQ Location:** Boston, US
- **LinkedIn® Page:** https://www.linkedin.com/company/ecloudcontrol/ (60 employees on LinkedIn®)






### 13. [Lua Global Inc](https://www.g2.com/products/lua-global-inc/reviews)
Lua AI, developed by Lua Global Inc., is a comprehensive platform designed to build and deploy enterprise-grade AI agents that address real-world business challenges. By abstracting technical complexities, Lua AI enables organizations to focus on creating AI solutions that deliver tangible returns on investment within days. Key Features and Functionality: - Multi-Channel Deployment: Deploy AI agents across various platforms, including mobile, Slack, Instagram, Facebook Messenger, email, and web, all managed from a single interface. - Developer-Friendly Environment: Utilize real TypeScript with Zod validation, proper testing, and a modern development workflow, eliminating the need for configuration languages like YAML. - Infrastructure Management: Lua AI handles hosting, auto-scaling, load balancing, CDN delivery, and uptime monitoring, allowing developers to concentrate on business logic without worrying about infrastructure. - Enterprise Security: The platform is SOC 2 compliant and adheres to GDPR, CCPA, and other industry-specific regulations, ensuring robust data protection. - Event-Driven Automation: Integrate with external services through HTTP endpoints for platforms like Stripe, Shopify, and GitHub, and schedule tasks using cron patterns to react in real-time. - Starter Templates: Access over 30 pre-built tools and examples, ranging from weather APIs to full e-commerce workflows, to accelerate development. Primary Value and Solutions: Lua AI empowers businesses to automate critical workflows, enhancing efficiency and customer engagement. By providing a unified platform for developing AI agents, it addresses challenges such as customer support, lead qualification, appointment scheduling, data analysis, content generation, and research. The platform&#39;s multi-channel deployment ensures that businesses can meet customers on their preferred platforms, delivering consistent and personalized experiences. With its developer-friendly environment and comprehensive infrastructure management, Lua AI reduces the time and resources required to bring AI solutions to market, enabling organizations to achieve significant cost reductions and improved operational outcomes.



**Who Is the Company Behind Lua Global Inc?**

- **Seller:** [Lua Global Inc](https://www.g2.com/sellers/lua-global-inc)
- **Year Founded:** 2024
- **HQ Location:** N/A
- **LinkedIn® Page:** https://www.linkedin.com/company/lua-ai (1,626 employees on LinkedIn®)






### 14. [Machinity](https://www.g2.com/products/machinity/reviews)
Machinity is an AI-driven platform designed to transform existing B2B software into proactive digital employees. By integrating seamlessly with CRM, ERP, and vertical SaaS systems, Machinity enables these platforms to autonomously plan and execute tasks, effectively acting as always-on teammates that manage end-to-end workflows. Key Features and Functionality: - Digital Employee Layer: Machinity overlays existing B2B software, utilizing interfaces and APIs to perform tasks on behalf of users. - Planning &amp; Action Loop: The platform comprehends natural language objectives, devises multi-step workflows, selects appropriate tools, and completes processes from start to finish. - Vertical AI Agents: Machinity offers specialized agents tailored for industries with stringent regulations, such as construction, ERP/accounting, healthcare, and customs brokerage. - Safe Human-in-the-Loop: For high-risk decisions, the system seeks expert approval and transparently presents its reasoning to mitigate legal and financial risks. Primary Value and User Solutions: Machinity addresses the challenge many B2B software companies face in deriving tangible value from AI investments. While a significant number of enterprises experiment with AI, only a small fraction achieve substantial business benefits. Machinity bridges this gap by providing an agentic, outcome-focused architecture that enhances revenue and operational efficiency. By automating routine and complex tasks, it reduces manual data entry, ensures compliance, and optimizes workflows, allowing businesses to focus on strategic initiatives and achieve measurable improvements in productivity and profitability.



**Who Is the Company Behind Machinity?**

- **Seller:** [Machinity](https://www.g2.com/sellers/machinity)
- **HQ Location:** Ljubljana, SI
- **LinkedIn® Page:** https://www.linkedin.com/company/machinity (1 employees on LinkedIn®)






### 15. [Magick](https://www.g2.com/products/magick/reviews)
Magick is an open-source, no-code Artificial Intelligence Development Environment (AIDE) that empowers users to design, develop, and deploy AI agents effortlessly. Its intuitive visual node-based interface allows both beginners and experienced developers to create sophisticated AI behaviors without writing code. Magick supports seamless integration with various large language models (LLMs) like GPT-4 and Claude, offering flexibility to optimize AI performance for diverse tasks. The platform&#39;s scalability ensures that AI agents can handle growing user bases and increasing workloads, making it suitable for applications across industries such as gaming, media, and customer service. Key Features: - Visual Node Builder: Create complex AI logic through an intuitive drag-and-drop interface, eliminating the need for coding. - Platform Agnostic: Integrate and compare various LLMs, including GPT-4, Claude, and open-source alternatives, to select the best model for each task. - Open-Source Flexibility: Customize and extend Magick&#39;s capabilities, benefiting from continuous improvements from a passionate developer community. - Powerful Document Processing: Handle and analyze complex documents and datasets, extracting insights and generating responses based on embedded knowledge. - Rapid Prototyping: Quickly test ideas, iterate on designs, and refine agents&#39; behavior in real-time, accelerating the AI development cycle. - Real-Time &amp; Event-Driven: Develop responsive AI agents that react instantly to events and user interactions, ensuring smooth and natural interactions in production. - Scalable Deployment: Build AI agents that can effortlessly scale to meet growing user demands and increasing workloads. - Multi-Platform Integrations: Connect AI agents to popular platforms and tools, including Discord bots, Unreal Engine NPCs, Google AI services, and custom APIs. Primary Value: Magick democratizes AI development by providing a no-code, visual interface that simplifies the creation and deployment of AI agents. It addresses the challenge of requiring significant coding expertise in AI development, making it accessible to non-technical users. By supporting integration with various LLMs and offering scalability, Magick enables rapid prototyping and customization of AI applications across diverse industries, enhancing efficiency and fostering innovation.



**Who Is the Company Behind Magick?**

- **Seller:** [Magick](https://www.g2.com/sellers/magick)
- **Year Founded:** 2022
- **HQ Location:** Nelson, CA
- **LinkedIn® Page:** https://www.linkedin.com/company/magickml/ (2 employees on LinkedIn®)






### 16. [Magif.ai](https://www.g2.com/products/magif-ai/reviews)
Magif.ai is an AI agent builder for coaches, trainers, consultants, academies, and expert-led businesses. It helps professionals turn their methodology, content, and client journey into a client-ready AI agent that can answer from their knowledge, support clients between sessions, capture leads, and create new revenue streams. Users can start from a simple description, upload their knowledge through PDFs, documents, videos, or written methodology, then structure the agent around their frameworks, tone, and way of guiding clients. MAX, Magif&#39;s setup assistant, helps draft the agent plan, configure the experience, test quality, create offers, connect payments, and prepare the agent for launch. Unlike generic chatbot tools, Magif.ai is built around expert-led client experiences. AI agents are grounded in the creator&#39;s own materials using instructions, prompt design, and retrieval-augmented generation, so responses stay closer to the expert&#39;s method instead of giving generic advice. The platform also includes long-term conversation context, automated quality tests, smart follow-ups, media delivery inside conversations, analytics, and monetization tools. Magif.ai agents can be deployed through web links, website widgets, Telegram, or API integrations. For organizations, Magif.ai also supports white-label solutions, multi-coach management, client analytics, custom integrations, dedicated onboarding, and European data compliance.



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

- **Seller:** [Magif AI](https://www.g2.com/sellers/magif-ai)
- **HQ Location:** Paris, FR
- **LinkedIn® Page:** https://www.linkedin.com/company/magify-fun (3 employees on LinkedIn®)






### 17. [Magma](https://www.g2.com/products/magma-magma/reviews)
Magma is an extensible, low-opinion TypeScript framework designed to streamline the development of enterprise-grade AI agents. It allows developers to customize every aspect of an agentic workflow, focusing on agent logic without unnecessary abstractions. Magma supports multiple AI providers, including OpenAI and Anthropic, and offers flexible tool systems and middleware support for tailored agent behavior. Its TypeScript-first approach ensures robust state management and debugging tools, facilitating rapid deployment and scaling of AI agents. By eliminating infrastructure complexities, Magma enables teams to build sophisticated AI solutions efficiently, reducing development cycles and technical debt.



**Who Is the Company Behind Magma?**

- **Seller:** [Magma](https://www.g2.com/sellers/magma)
- **HQ Location:** Austin, US
- **Twitter:** @magma_com (2,562 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/magmaplatform (38 employees on LinkedIn®)






### 18. [Maisa](https://www.g2.com/products/maisa/reviews)
Maisa Studio helps enterprise teams scale AI-powered automation with Digital Workers that are hallucination-resitant, reliable, auditable and aligned with how your business actually operates. Maisa turns unreliable pilots and rigid scripts into trustworthy automation, accelerating time-to-value, reducing manual work, and preserving organizational know-how.



**Who Is the Company Behind Maisa?**

- **Seller:** [Maisa](https://www.g2.com/sellers/maisa)
- **Year Founded:** 2024
- **HQ Location:** San Francisco, US
- **LinkedIn® Page:** https://www.linkedin.com/company/101654696 (36 employees on LinkedIn®)






### 19. [MaxClaw](https://www.g2.com/products/maxclaw/reviews)
MaxClaw is a fully managed cloud-based AI agent platform developed by MiniMax, launched on February 25, 2026. It leverages the MiniMax M2.5 model, a 229-billion parameter Mixture of Experts (MoE) model, to deliver high-level reasoning capabilities comparable to Claude 4.6, but at approximately 10% of the cost. Designed for rapid deployment, MaxClaw enables users to set up a fully configured AI agent in under 10 seconds, eliminating the need for server maintenance or DevOps expertise. The platform boasts a vast library of over 10,000 pre-configured Experts, facilitating a wide range of specialized tasks. Additionally, MaxClaw integrates seamlessly with popular messaging platforms such as Telegram, Discord, and Slack, enhancing communication and collaboration. Users benefit from 200 free daily credits upon login, making it a cost-effective solution for businesses seeking to implement AI agents without significant infrastructure investment. Key Features: - One-click deployment in under 10 seconds - Powered by MiniMax M2.5 (229B parameter MoE model) - Access to over 10,000 pre-configured Experts - Integration with Telegram, Discord, and Slack - Fully managed service with no server maintenance required - 200 free daily credits upon login Primary Value: MaxClaw addresses the need for businesses to deploy advanced AI agents swiftly and cost-effectively. By offering a fully managed platform with rapid setup, extensive pre-configured expertise, and seamless integration with existing communication tools, MaxClaw enables organizations to enhance productivity and decision-making without the complexities of infrastructure management.



**Who Is the Company Behind MaxClaw?**

- **Seller:** [Clawverse](https://www.g2.com/sellers/clawverse)
- **HQ Location:** N/A
- **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®)






### 20. [MaxContact](https://www.g2.com/products/maxcontact/reviews)
Make every conversation count – for acquisition, retention &amp; recovery. MaxContact is the AI-powered customer engagement software that helps you turn every customer conversation into a high-impact, revenue-driving moment. We empower your teams to connect smarter, perform better, and scale faster - without losing the human touch. Our cloud-based contact centre platform delivers three core benefits: Revenue-driving performance everywhere it matters. Give your team the power to turn conversations into outcomes with AI automation and insights, intelligent targeting, and predictive dialling that drive scalable revenue. MaxContact helps your agents perform at their best with smarter targeting, automation tools, and AI insights. Move beyond gut feel and make performance scalable with results you can repeat. Our customers achieve 200-300% increases in contact rates, campaign conversion rates that double, and team productivity improvements of +25%. We&#39;re so confident in these results that we guarantee measurable performance improvements with the MaxContact Performance Promise. CX that fuels growth. Create customer experiences that boost loyalty, increase conversion, and drive long-term value. Better experiences build better business outcomes, turning service into a revenue stream. Our omnichannel features - covering SMS, WhatsApp, email, web chat, and social - ensures every interaction becomes a value-creating moment. With AI agents handling routine tasks and speech analytics providing intelligence, your team focuses on high-impact customer conversations. Scale with confidence, not compromise. Handle more with less without losing the human touch. Automate intelligently, reduce cost-to-serve, and scale confidently even as volumes rise. Our AI works alongside your team - AI does the heavy lifting while your team focuses on what matters most. From automated dialling to intelligent targeting and AI call summaries, MaxContact future-proofs your operations. What can it do for you? • Drive revenue-driving performance with automated dialling and intelligent targeting • Elevate CX as a commercial lever with omnichannel engagement and AI-powered insights • Scale efficiently with inbound and outbound AI agents that handle the heavy lifting • Ensure OFCOM, GDPR &amp; PCI compliance and security across all customer interactions • Transform operations with real-time dashboards, reporting, conversation intelligence and business insights. You&#39;re backed by industry experts &amp; 5-star UK-based support. Ready to make every conversation count? Get in touch to find out more - info@maxcontact.com


**Average Rating:** 4.6/5.0
**Total Reviews:** 60

**Who Is the Company Behind MaxContact?**

- **Seller:** [MaxContact](https://www.g2.com/sellers/maxcontact)
- **HQ Location:** Manchester, England, United Kingdom
- **LinkedIn® Page:** https://www.linkedin.com/company/max-contact (66 employees on LinkedIn®)

**Who Uses This Product?**
- **Top Industries:** Financial Services, Insurance
- **Company Size:** 52% Mid-Market, 40% Small-Business


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

**Pros:**

- Customer Support (45 reviews)
- Helpful (36 reviews)
- Ease of Use (34 reviews)
- Efficiency (29 reviews)
- Reliability (22 reviews)

**Cons:**

- Complex Reporting (7 reviews)
- Missing Features (7 reviews)
- Customization Difficulty (6 reviews)
- Poor Reporting (6 reviews)
- Difficult Reporting (5 reviews)


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

**Pros:**

- Users value the **attentive and fast customer support** of MaxContact, enhancing their overall experience and satisfaction.
- Users value the **responsive customer support** of MaxContact, appreciating the timely and thorough assistance provided.
- Users appreciate the **ease of use** of MaxContact, noting its user-friendly interface and excellent customer support.
- Users praise the **efficiency** of MaxContact, noting its reliability and excellent support, enhancing their operational processes.
- Users commend the **reliability** of MaxContact, noting exceptional support and a user-friendly interface that boosts productivity.

**Cons:**

- Users find the **complex reporting** in MaxContact overwhelming and desire simpler and more customizable options.
- Users note the **missing features** in MaxContact, including webchat and flexibility in reporting, limiting functionality.
- Users find **customization difficult** due to complexities in scripting and non-intuitive personalization tools.
- Users find the **poor reporting** of MaxContact convoluted and challenging to navigate, limiting data accessibility.
- Users struggle with **difficult reporting** , finding the extensive data and navigation overwhelming and complex.

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

**"[Powerful Support, User Friendly - But Sluggish at Times](https://www.g2.com/survey_responses/maxcontact-review-10821172)"**

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

[Read full review](https://www.g2.com/survey_responses/maxcontact-review-10821172)

---

**"[Powerful Platform for Managing Data and Campaigns](https://www.g2.com/survey_responses/maxcontact-review-10834530)"**

**Rating:** 5.0/5.0 stars
*— Lucy .*

[Read full review](https://www.g2.com/survey_responses/maxcontact-review-10834530)

---



### 21. [MemMachine](https://www.g2.com/products/memmachine/reviews)
MemMachine is an open-source memory layer designed to enhance AI agents by enabling them to learn, store, and recall information across multiple sessions. This capability allows AI applications to deliver personalized, context-aware interactions, transforming generic chatbots into intelligent assistants that understand and adapt to user preferences over time. Key Features and Functionality: - Persistent Memory: MemMachine maintains memory across sessions, agents, and large language models (LLMs), building evolving user profiles that enrich future interactions. - Multi-Layered Memory Architecture: It integrates short-term (episodic), long-term (profile), and personalization memory, allowing agents to retain conversational context, user preferences, and procedural knowledge. - Model-Agnostic Integration: MemMachine supports various AI models, including OpenAI, AWS Bedrock, and Ollama, through its MCP server capability, ensuring flexibility and avoiding vendor lock-in. - Flexible Deployment: Users can deploy MemMachine locally, in the cloud, or install it via pip, maintaining full control over their data and ensuring compliance with security standards. - Open-Source Community Support: With comprehensive documentation and an active community, developers can easily integrate MemMachine into their applications and contribute to its ongoing development. Primary Value and User Solutions: MemMachine addresses the common limitation of &quot;stateless amnesia&quot; in AI agents, where they fail to retain information between interactions. By providing a persistent memory layer, it enables AI agents to: - Deliver True Personalization: Agents can remember key facts about users, such as preferences and history, leading to tailored responses that build trust and long-term engagement. - Manage Complex Workflows: With memory capabilities, agents can handle intricate, long-running tasks that require recalling previous steps, user feedback, and evolving goals, enhancing automation in areas like CRM management and healthcare support. - Enhance Contextual Understanding: By retaining and recalling information across sessions, agents can understand the full context of conversations, resulting in more relevant, intelligent, and human-like interactions. In summary, MemMachine empowers AI agents to move beyond simple question-and-answer interactions, enabling them to learn from past experiences, adapt to individual users, and manage complex tasks with a high degree of personalization and context awareness.



**Who Is the Company Behind MemMachine?**

- **Seller:** [MemMachine](https://www.g2.com/sellers/memmachine)
- **HQ Location:** N/A
- **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®)






### 22. [Memori](https://www.g2.com/products/gibsonai-memori/reviews)
GibsonAI is an AI backend engineer, writing production-ready code. GibsonAI builds world-class data models, creates database schemas and tables, writes consistent and standardized code, writes unit tests, deploys restful APIs, and fully automates infrastructure creation and management. GibsonAI is built for software developers, and their teams to build and deploy high quality backend software at rapid pace with just a fraction of the cost.



**Who Is the Company Behind Memori?**

- **Seller:** [GibsonAI](https://www.g2.com/sellers/gibsonai)
- **Year Founded:** 2024
- **HQ Location:** New York, New York, United States
- **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (10 employees on LinkedIn®)






### 23. [Mengram](https://www.g2.com/products/mengram/reviews)
Mengram is an open-source AI memory API designed to provide artificial intelligence agents with human-like memory capabilities. By integrating semantic (facts and preferences), episodic (events and discussions), and procedural (workflows and processes) memory types, Mengram enables AI systems to remember facts, recall past events, and learn complex workflows across different sessions and platforms. This comprehensive memory architecture allows AI agents to deliver more personalized and context-aware interactions, enhancing their efficiency and effectiveness. Key Features and Functionality: - Three-Layer Memory Architecture: Mengram categorizes data into semantic, episodic, and procedural memory, ensuring AI agents understand not just the information but also the context and processes associated with it. - Instant Cognitive Profiles: With a single API call, Mengram generates a &quot;Cognitive Profile,&quot; synthesizing all three memory types into a ready-to-use system prompt. This facilitates deep personalization without the need for complex retrieval-augmented generation (RAG) pipelines. - Experience-Driven Procedural Learning: Mengram tracks the success rates of specific procedures, allowing AI agents to prioritize proven workflows and automatically evolve processes based on past performance. - Unified Search &amp; Knowledge Graph: The API enables simultaneous searches across all memory types using a combination of vector search, BM25, and graph expansion, providing a comprehensive representation of user data. - Seamless Framework Integrations: Mengram offers support for major AI ecosystems, including LangChain, CrewAI, and OpenClaw, and features an MCP server for instant persistent memory in platforms like Claude Desktop, Cursor, and Windsurf. Primary Value and User Solutions: Mengram addresses the challenge of &quot;agent amnesia,&quot; where AI systems forget previous interactions and learned procedures between sessions. By providing persistent memory, Mengram empowers AI agents to: - Enhance Personalization: Remember user preferences and past interactions, leading to more tailored and relevant responses. - Improve Efficiency: Recall successful workflows and avoid past mistakes, reducing the need to relearn procedures and decreasing task completion times. - Foster Autonomy: Learn from experiences, adapt to new information, and proactively suggest improvements, thereby increasing their autonomy and reliability. By integrating Mengram, developers can create AI agents that not only process information but also learn and evolve over time, delivering more intelligent and user-centric solutions.



**Who Is the Company Behind Mengram?**

- **Seller:** [Mengram](https://www.g2.com/sellers/mengram)
- **Year Founded:** 2025
- **HQ Location:** N/A
- **LinkedIn® Page:** https://www.linkedin.com/company/mengram-ai/ (1 employees on LinkedIn®)






### 24. [Metis](https://www.g2.com/products/metis-2026-04-29/reviews)
Metis is an applied-research and product lab dedicated to enhancing the reliability of enterprise agents through proprietary intelligence. Their flagship product, Insight, transforms a company&#39;s first-party data, tools, and environments into a continuously learning agent stack. By leveraging real-world data, Insight enables agents to adapt and improve over time, ensuring they can handle complex, multi-step workflows with higher reliability and throughput. This approach addresses the limitations of static software and generic models, providing a robust solution for businesses seeking dependable automation at scale. Key Features and Functionality: - Learns from Your Reality: Insight utilizes a company&#39;s unique data, tools, and environments to tailor agent capabilities, ensuring relevance and effectiveness. - Improves Through Practice: By generating training signals and implementing offline and online reinforcement learning, Insight enables agents to enhance their performance continuously. - Validates Before Production: The platform evaluates agents against real tasks, ensuring they select appropriate tools, maintain context, and successfully complete complex workflows before deployment. Primary Value and Problem Solved: Metis addresses the challenges of brittle agents, endless pilot programs, and low trust in automation by providing a learning and evaluation layer that makes agentic computing dependable at scale. By enabling agents to learn from every interaction while remaining observable, auditable, and safe, Metis empowers businesses to implement reliable and efficient autonomous systems, fostering greater trust and adoption of automation technologies.



**Who Is the Company Behind Metis?**

- **Seller:** [Metis](https://www.g2.com/sellers/metis-1380e490-4f59-4e3a-b9ab-c186dac51a32)
- **HQ Location:** San Francisco, US
- **LinkedIn® Page:** https://www.linkedin.com/company/withmetisai/ (2,037 employees on LinkedIn®)






### 25. [Minded](https://www.g2.com/products/minded/reviews)
Minded is the AI agent platform trained by recording how you work. Record your workflow once and Minded&#39;s agents watch every click, copy-paste and decision, then replicate the process across your SaaS stack on autopilot. No code, no brittle RPA scripts, no prompt engineering. Finance teams automate month-end close, bank reconciliation, invoice processing, AP/AR and financial reporting across QuickBooks, NetSuite and Xero. Marketing automates campaign reporting, lead enrichment, competitor research, SEO audits and content ops. HR automates onboarding, offboarding, payroll prep and recruiting outreach. Sales and RevOps automate pipeline updates, account research and CRM hygiene. Support and operations automate ticket triage, data entry and cross-system reconciliation. Works on any browser app - Salesforce, HubSpot, Workday, Zendesk, Jira, Google Workspace, Slack, Notion. Human-in-the-loop controls, full audit trail, SOC 2 Type II and GDPR compliant. Trusted by teams at Y Combinator, DoorDash, eToro, Deloitte and Just Eat.



**Who Is the Company Behind Minded?**

- **Seller:** [Minded AI](https://www.g2.com/sellers/minded-ai)
- **HQ Location:** N/A
- **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®)







## 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?

- [iPaaS Software](https://www.g2.com/categories/ipaas)
- [Chatbots Software](https://www.g2.com/categories/chatbots)
- [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)
- [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure)
- [AI Customer Support Agents Software](https://www.g2.com/categories/ai-customer-support-agents)
- [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



