  # Best  AI Agent Builders Software - Page 7

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

   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




  
## How Many  AI Agent Builders Software Products Does G2 Track?
**Total Products under this Category:** 275

### Category Stats (May 2026)
- **Average Rating**: 4.63/5
- **New Reviews This Quarter**: 930
- **Buyer Segments**: Small-Business 43% │ Mid-Market 33% │ Enterprise 24%
- **Top Trending Product**: Kuga (+0.042)
*Last updated: May 18, 2026*

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

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

- 30 Analysts and Data Experts
- 78,600+ Authentic Reviews
- 275+ 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.

  
## 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 (1,071 reviews) | Salesforce-native autonomous agent building and deployment | "[Agentforce Makes Enterprise AI with Salesforce Truly Headless](https://www.g2.com/survey_responses/salesforce-agentforce-review-12717613)" |
| 2 | [UiPath Agentic Automation](https://www.g2.com/products/uipath-agentic-automation/reviews) | 4.6/5.0 (6,097 reviews) | RPA-native agentic orchestration with human-in-the-loop | "[Easy to learn &amp; User friendly RPA tool](https://www.g2.com/survey_responses/uipath-agentic-automation-review-2433738)" |
| 3 | [Zapier](https://www.g2.com/products/zapier/reviews) | 4.5/5.0 (2,030 reviews) | No-code agent-building with cross-app workflow automation | "[Seamless Cross-Platform Automation That Scales Marketing Operations](https://www.g2.com/survey_responses/zapier-review-12704192)" |
| 4 | [ServiceNow AI Agents](https://www.g2.com/products/servicenow-ai-agents/reviews) | 4.3/5.0 (361 reviews) | ServiceNow-native agentic ITSM workflow automation | "[ServiceNow AI Agents Streamline Workflows and Reduce Manual Effort](https://www.g2.com/survey_responses/servicenow-ai-agents-review-12617915)" |
| 5 | [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 | "[Lindy.ai is Like Hiring a Virtual Assistant Team for a Fraction of the Cost](https://www.g2.com/survey_responses/lindy-review-11790383)" |
| 6 | [Databricks](https://www.g2.com/products/databricks/reviews) | 4.6/5.0 (750 reviews) | — | "[Databricks in my case: Multiple Integrations, Intuitive UI, and Reliable Performance](https://www.g2.com/survey_responses/databricks-review-12834055)" |
| 7 | [CloseBot](https://www.g2.com/products/closebot/reviews) | 4.8/5.0 (160 reviews) | Goal-based lead qualification and conversational appointment-booking | "[CloseBot Turns Conversations Into Booked Business—A Consistent Sales Assistant](https://www.g2.com/survey_responses/closebot-review-12679782)" |
| 8 | [IBM watsonx.ai](https://www.g2.com/products/ibm-watsonx-ai/reviews) | 4.4/5.0 (133 reviews) | Governed enterprise AI agent development and deployment | "[Comprehensive AI Platform with Steep Learning Curve](https://www.g2.com/survey_responses/ibm-watsonx-ai-review-12555087)" |
| 9 | [Microsoft Copilot Studio](https://www.g2.com/products/microsoft-microsoft-copilot-studio/reviews) | 4.4/5.0 (147 reviews) | Microsoft-365-native AI agent building | "[Easy-to-Customize AI Agents for Sales, Support, and Product Knowledge](https://www.g2.com/survey_responses/microsoft-copilot-studio-review-12725601)" |
| 10 | [Jotform AI Agents](https://www.g2.com/products/jotform-ai-agents/reviews) | 4.5/5.0 (590 reviews) | No-code conversational agent deployment with trainable knowledge bases | "[Intuitive Automation That Streamlines Workflows and Saves Hours](https://www.g2.com/survey_responses/jotform-ai-agents-review-12689359)" |

  
## 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)

  
## Which Type of  AI Agent Builders Software Tools Are You Looking For?
  - [ AI Agent Builders Software](https://www.g2.com/categories/ai-agent-builders) *(current)*
  - [AI Agents For Business Operations](https://www.g2.com/categories/ai-agents-for-business-operations)
  - [AI Chatbots Software](https://www.g2.com/categories/ai-chatbots)
  - [AI Orchestration Software](https://www.g2.com/categories/ai-orchestration)

  
---

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---

  
## Buyer Guide: Key Questions for Choosing  AI Agent Builders Software Software
  ### What does an AI agent builder do?
  I describe AI agent builders as platforms that allow teams to design automated agents capable of performing tasks, handling conversations, and integrating with internal systems. These tools provide a controlled environment to outline an agent’s logic, define triggers, and connect data sources, enabling it to operate reliably. Instead of writing every action from scratch, I can structure workflows, permissions, and knowledge inputs in a single, centralized location.


  ### Why do businesses use AI agent builders?
  I’ve seen most teams seek ways to automate repetitive tasks without compromising quality. AI agent builders support that by managing predictable interactions and routing more complex requests to humans when needed. They help offload work while maintaining consistent responses.

Based on the G2 review data I’ve analyzed, a few themes appear frequently:

- Users mention that automated workflows reduce the time spent on routine operations.
- Many appreciate visual design tools that simplify building multi-step logic.
- Reviewers highlight integrations that let agents access CRMs, ticketing systems, or internal data.
- Several bring up improvements in customer response time when agents handle first-touch inquiries.

These shared points show how AI agent builders help teams improve efficiency and maintain predictable outcomes.


  ### Who usually uses AI agent builders?
  Based on G2 review insights, the groups that rely heavily on AI agent builders include:

- **Support teams** handle common issues before transferring to an agent.
- **Operations teams** automate internal tasks such as updates, routing, and notifications.
- **Marketing and CX teams** build assistants that guide customers through decisions or troubleshoot questions.
- **Technical teams** design advanced workflows tied to APIs and backend systems.

Each group uses agents differently, but the goal remains the same: to streamline tasks while maintaining a consistent experience.


  ### What types of AI agent builders should I consider?
  G2 reviewers often distinguish agent builders by their complexity and intended users. The types I see most frequently include:

- **No-code builders** that rely on visual editors for non-technical teams.
- **Low-code platforms** that blend visual design with scripting or API calls.
- **Enterprise-focused systems** offering governance, audit trails, and security controls.
- **Function-specific builders** tailored for support, sales, or workflow automation.

The best fit depends on your team’s technical comfort and the sophistication of the tasks you want the agent to handle.


  ### What are the core features to look for in AI agent builders?
  When I sort through G2 feedback in this category, a handful of features consistently show up as make-or-break for successful deployment.

- **Workflow design** for mapping how an agent processes inquiries.
- **Knowledge connectors** that allow agents to reference documents or internal data.
- **Guardrails** that let teams control behavior, permissions, and escalation paths.
- **Performance analytics** showing resolution rates, accuracy, and customer sentiment.
- **Multi-channel deployment** so agents can operate in chat, email, or internal applications.
- **Integrations** with CRMs, support tools, knowledge bases, and custom APIs.

These capabilities shape how dependable and scalable an agent ultimately becomes.


  ### What trends are shaping AI agent builders right now?
  As the market evolves, I’m seeing new features and design philosophies that make AI agent builders far more adaptable than they used to be. Some of the notable trends include:

- **Context-handling improvements** that maintain coherence in interactions over longer sessions.
- **Expanded system access** , allowing agents to complete more hands-on tasks.
- **Simulation environments** that let teams test agent behavior before going live.
- **Governance features** that support enterprise adoption and compliance needs.


  ### How should I choose an AI agent builder?
  For me, the best agent builder is the one that matches team skill level, integrates cleanly with existing systems, and provides enough control to handle complex workflows safely. When those pieces align, the platform becomes a reliable part of how teams automate tasks and deliver consistent, scalable interactions.


  ### What does AI Agent Builders software do?
  I think of AI Agent Builders software as the workspace for creating agents that can understand context, respond to users, and take action across connected systems. These platforms bring prompts, knowledge sources, tools, integrations, testing, guardrails, and deployment controls into one build environment. Across the G2 reviewer accounts I analyzed, the category shows up in customer support, lead intake, voice agents, CRM updates, internal assistants, and workflow automation. It sits beyond basic chatbot setup because the agent is expected to interpret a request, choose the next step, and complete a task inside a business process.


  ### Why do businesses use AI Agent Builders software?
  The clearest adoption pattern I saw in G2 reviews was workload scale. Teams wanted to answer more questions, qualify more leads, book more meetings, and move more routine work forward without adding the same amount of manual effort.

- Reviewers describe customer support automation as a main use case, with agents answering repeated questions and collecting details before a human steps in.
- Sales and agency users use agents for lead qualification, appointment booking, intake forms, and faster response after an inquiry.
- Many users value low-code builders because teams can launch agents without building every workflow from scratch.
- Integrations with CRMs, calendars, forms, APIs, knowledge bases, and workflow tools make agents more useful than standalone chat windows.

Common friction areas include pricing, setup time, testing limits, inconsistent answers, analytics gaps, and learning curves when workflows become more advanced.


  ### Who uses AI Agent Builders software primarily?
  When I reviewed G2 profiles for this category, I saw a mix of support, sales, operations, and technical users building agents for different parts of the business.

- **Customer support teams:** Build agents that answer common questions, collect issue details, and route customers to the right next step.
- **Sales and revenue teams:** Use agents for lead qualification, meeting booking, CRM updates, and follow-up workflows.
- **Operations teams:** Automate repeat tasks, internal requests, approvals, reminders, and handoffs across tools.
- **Developers and automation builders:** Connect agents to APIs, webhooks, databases, model settings, and custom workflows.
- **Agencies and consultants:** Build agents for client intake, booking, customer response, and service delivery workflows.


  ### What types of AI Agent Builders software should I consider?
  The buying patterns I saw in G2 reviews revealed that these platforms are usually distinguished by the task the agent needs to perform.

- **Customer service agent builders:** Best for support questions, knowledge-base answers, ticket intake, and escalation.
- **Voice agent platforms:** Best for phone calls, appointment booking, lead response, call routing, and live conversation handling.
- **Workflow automation agent builders:** Best when agents need to trigger actions, move data, and coordinate steps across systems.
- **CRM-native agent builders:** Best when customer records, sales activity, service cases, and follow-up need to stay in the same platform.
- **Developer-first agent frameworks:** Best for teams that need deeper control over APIs, tools, model choice, routing, and guardrails.


  ### What are the core features to look for in AI Agent Builders software?
  When I evaluate AI Agent Builders, the features that show up most consistently include:

- **Knowledge and context setup:** Agents should connect to documents, websites, CRMs, forms, databases, and internal knowledge sources that keep answers grounded.
- **Tool and action controls:** APIs, webhooks, calendars, tickets, forms, and workflow triggers determine whether the agent can complete work after the conversation starts.
- **Agent instruction design:** Builders need clear controls for prompts, branching, handoffs, fallback behavior, memory, and user inputs.
- **Testing and performance review:** Teams need transcripts, test environments, success tracking, error visibility, and analytics before agents scale.
- **Guardrails and admin control:** Permissions, approval rules, brand controls, compliance settings, and escalation paths matter once agents can act on business data.


  ### What trends are shaping AI Agent Builders software right now?
  My analysis of G2 data and recent market signals shows several shifts in this category:

- **Task-specific agents being embedded into enterprise tools** across sales, service, operations, and productivity workflows.
- **Multi-agent coordination emerging as a design pattern** as teams distribute work across specialized agents.
- **Builder platforms converging on no-code setup** paired with developer-grade APIs, versioning, and deployment controls.
- **Governance moving into the agent layer** as security, permissions, and compliance boundaries become prerequisites for cross-system action.
- **Tracing and guardrails becoming production requirements** as teams demand visibility into tool calls, handoffs, and blocked actions before deploying agents in live workflows.


  ### How should I choose AI Agent Builders software?
  I suggest choosing around the task the agent must complete. Customer-facing teams should place the most weight on answer accuracy, escalation paths, conversation quality, and analytics. Voice-heavy use cases call for latency checks, interruption handling, call flow setup, and cost controls. For workflow automation, I advise reviewing integrations, API access, error handling, testing depth, and admin permissions. The strongest fit is the platform that lets teams build quickly while still controlling what the agent knows, what it can access, and what actions it can take.



---

  ## What Are the Top-Rated  AI Agent Builders Software Products in 2026?
### 1. [Deforge](https://www.g2.com/products/deforge/reviews)
  **Product Description:** Deforge.io is a no-code platform that enables users to visually or conversationally build and deploy AI agents. Its unique “Chat to Build” feature allows users to describe agent logic in natural language chats, which automatically generates workflows, nodes, prompts, and connections for quick setup.


### 2. [DeltaMemory](https://www.g2.com/products/deltamemory/reviews)
  **Product Description:** DeltaMemory is a cognitive memory layer designed to enhance AI agents by providing persistent recall, automatic fact extraction, and contextual intelligence that improves over time. It addresses the common issue of AI agents forgetting previous interactions, enabling them to remember and learn from past conversations, thereby delivering more relevant and personalized responses. Key Features and Functionality: - Automatic Fact Extraction: Transforms raw conversations into structured facts and knowledge graphs, achieving significant data compression and improving recall efficiency. - Knowledge Graph Building: Automatically connects facts and understands relationships, facilitating complex reasoning and multi-hop queries. - Intelligent Recall: Retrieves relevant memories based on meaning, not just keywords, with a median query latency of 50 milliseconds. - Temporal Understanding: Maintains temporal context, understanding time-based references and the sequence of events. - Easy Integration: Integrates seamlessly with popular AI frameworks like Vercel AI SDK, LangChain, CrewAI, and n8n through a simple SDK call, requiring no schema design or infrastructure management. - Built-in Observability: Provides full visibility into memory operations, including fact extraction and recall processes, aiding in debugging and performance monitoring. - Security and Compliance: Offers SOC 2 and HIPAA readiness, with cryptographic ownership of memory graphs and fine-grained consent controls, ensuring data security and compliance. - Deployment Flexibility: Allows deployment as a managed cloud service or on-premise within your own VPC, catering to various enterprise needs. Primary Value and User Solutions: DeltaMemory empowers AI agents to retain and utilize past interactions, leading to more accurate, efficient, and personalized user experiences. By compressing context into a high-speed knowledge graph, it reduces latency and operational costs by 97%, making AI applications more scalable and cost-effective. This persistent memory capability is particularly beneficial in industries like healthcare, education, e-commerce, customer support, and sales, where understanding and recalling user-specific information across sessions is crucial for delivering high-quality service.


### 3. [DocketAI](https://www.g2.com/products/docketai/reviews)
  **Average Rating:** 4.8/5.0
  **Total Reviews:** 55
  **Product Description:** Docket is an Agentic Marketing platform designed specifically for modern B2B teams, enabling them to transform their websites into dynamic, on-brand sales engines that operate around the clock. This innovative solution is engineered to engage every visitor, comprehend their intent, qualify leads, and automatically schedule meetings, streamlining the sales process and enhancing overall efficiency. Targeted primarily at B2B marketing and sales teams, DocketAI addresses the challenges of lead generation and customer engagement in a fast-paced digital landscape. With its advanced AI capabilities, the platform not only captures visitor interactions but also analyzes behaviors to provide insights that help teams tailor their outreach strategies. This is particularly beneficial for organizations looking to optimize their sales funnels and maximize conversion rates, as it allows for real-time engagement with potential clients. Key features of DocketAI include seamless integration with various Customer Relationship Management (CRM) systems, which ensures that all lead data is automatically captured and organized for easy access. The platform supports over 40 languages, making it a versatile choice for global teams aiming to connect with diverse audiences. Additionally, DocketAI prioritizes enterprise-grade security, ensuring that sensitive customer information is protected while maintaining compliance with industry standards. One of the standout benefits of DocketAI is its ability to engage buyers the moment they land on a website. By understanding visitor intent and qualifying leads in real-time, the platform enables sales teams to act swiftly, converting potential interest into actionable opportunities before visitors leave the site. This proactive approach not only enhances the customer experience but also drives high-quality pipeline growth. Overall, Docket represents a significant advancement in the realm of B2B marketing solutions, combining cutting-edge AI technology with a user-friendly interface. By automating key aspects of the sales process and providing valuable insights into customer behavior, Docket empowers teams to work more efficiently and effectively, ultimately leading to increased revenue and business growth.



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

**Pros:**

- Users appreciate the **accuracy of DocketAI** , delivering quick and precise answers to sales inquiries effortlessly.
- Users value the **time-saving capabilities** of DocketAI, enhancing productivity through quick and accurate responses to inquiries.
- Users value the **ease of use** of DocketAI, praising its straightforward integration and quick access to accurate information.
- Users value the **time-saving benefits** of DocketAI, enabling them to focus on more strategic tasks efficiently.
- Users appreciate the **efficiency** of DocketAI, seamlessly answering queries and saving time in their workflows.

**Cons:**

- Users experience **inaccuracy** with DocketAI, often requiring double-checking, which complicates decision-making and adds frustration.
- Users note that the AI has **limitations in accuracy** and sometimes needs manual intervention for improved responses.
- Users express frustration over the **lack of information** , leading to outdated and inaccurate responses from DocketAI.
- Users find that the AI&#39;s **response accuracy can vary with complex queries** , impacting their overall experience.
- Users find the **learning curve challenging** , requiring better features for conversational interaction and data management.
  #### What Are Recent G2 Reviews of DocketAI?

**"[Great Tool for Streamlining Lead Qualification](https://www.g2.com/survey_responses/docketai-review-12627713)"**

**Rating:** 5.0/5.0 stars
*— Scott H.*

[Read full review](https://www.g2.com/survey_responses/docketai-review-12627713)

---

**"[DocketAI Helped Us Turn Website Visits into Real Conversations &amp; It Runs as Smoothly as Our Own Tech](https://www.g2.com/survey_responses/docketai-review-11935419)"**

**Rating:** 4.5/5.0 stars
*— Georgey J.*

[Read full review](https://www.g2.com/survey_responses/docketai-review-11935419)

---

### 4. [Docy AI](https://www.g2.com/products/docy-ai/reviews)
  **Product Description:** HubDocs AI is the Agentic AI Marketplace for Smarter Document Ops, built to help SMEs automate and scale their document workflows without expensive BPOs or complex software.


### 5. [Doczen](https://www.g2.com/products/doczen/reviews)
  **Product Description:** Doczen (www.doczen.com) acts as a plug-in Chief AI Transformation Officer for legacy enterprises — giving leadership immediate visibility into how work actually gets done, what to action first and how. By engaging employees through seamless AI-driven conversations, Doczen’s agents capture real workflow intelligence whilst combining insights across communication channels, past research, and operating systems. The result: a clear, dynamic and evidence-backed view of bottlenecks and opportunities across the entire organization — translated into a prioritized, executable AI roadmap, with full support from discovery through to implementation.


### 6. [doQment](https://www.g2.com/products/doqment/reviews)
  **Product Description:** doQment is an innovative tool designed to transform any website into an ephemeral Model Context Processing (MCP) server, facilitating seamless information retrieval for AI coding agents. By automating the conversion of web content into structured, agent-ready knowledge, doQment eliminates the need for manual data extraction and integration, streamlining the development process for AI applications. Key Features and Functionality: - Agent-Ready Knowledge: Provides clean, structured corpora from real websites, optimized for direct use by AI agents. - Instant MCP Endpoints: Generates scoped MCP connections upon crawling, ready for immediate integration into coding environments. - Simple REST Integration: Utilizes straightforward RESTful APIs to initiate crawls and retrieve data, ensuring ease of use without the need for additional SDKs or complex code. - Ephemeral by Default: Creates temporary, auto-expiring servers with scoped keys, enhancing security and resource efficiency. - Comprehensive Crawls: Captures all elements of a website, including pages, images, buttons, forms, and tables, ensuring a rich dataset for AI agents. - Predictable Billing: Operates on a pay-per-use model with prepaid credits, offering cost transparency and control. Primary Value and Problem Solved: doQment addresses the challenge of integrating dynamic web content into AI coding agents by automating the process of converting websites into MCP servers. This automation reduces the time and technical complexity associated with manual data extraction and server setup, allowing developers and AI engineers to focus on building and refining their applications. By providing ephemeral, domain-specific MCP servers, doQment ensures that AI agents have access to up-to-date, structured information, enhancing their performance and reliability.


### 7. [Draft&#39;n Run](https://www.g2.com/products/draft-n-run/reviews)
  **Product Description:** Draft&#39;n Run is an open-source, no-code platform that enables teams to design, test, and deploy production-ready AI workflows efficiently. It offers a visual interface for building complex AI agents without coding, real-time testing environments, and comprehensive monitoring tools to ensure transparency and control throughout the AI development lifecycle. Key Features and Functionality: - Visual Workflow Builder: Utilize a drag-and-drop interface to create sophisticated AI agents and workflows without writing code. - Real-time Testing: Test AI workflows in an interactive sandbox environment, allowing for immediate validation and iteration. - Comprehensive Observability: Monitor AI operations with detailed execution tracing, performance analytics, and cost optimization recommendations. - Open-Source and Self-Hosting Options: Deploy on-premise or use managed cloud services, ensuring full data ownership and compliance with security requirements. - Integration with Major LLM Providers: Connect seamlessly with leading language model providers such as OpenAI, Anthropic, Google Gemini, and Mistral, as well as custom models. Primary Value and Solutions Provided: Draft&#39;n Run democratizes AI development by eliminating the need for extensive coding, enabling rapid deployment of AI features. It addresses common challenges in AI integration by providing tools for observability, compliance, and budget control, ensuring reliable and scalable AI operations. Organizations can accelerate their AI initiatives, reduce development time, and maintain full control over their AI workflows without vendor lock-in.


### 8. [DronaHQ](https://www.g2.com/products/dronahq/reviews)
  **Average Rating:** 4.4/5.0
  **Total Reviews:** 34
  **Product Description:** DronaHQ is an AI-powered platform that helps organisations build apps and AI agents on top of their existing data and systems. It is designed for teams that need to move faster on internal tools and process automation, while still keeping structure, visibility, and control over what gets built. At the core of DronaHQ is its low-code app builder, which allows teams to create internal tools such as dashboards, admin panels, approval flows, and data management interfaces using prebuilt components and configurable layouts. Applications can connect directly to databases, APIs, and internal services, and can be updated as business needs change without rebuilding from scratch. Alongside application building, you can also create AI agents that carry out defined tasks across systems. These agents can retrieve information, update records, trigger workflows, and assist with operational processes using controlled access to tools and data. Agents are designed to operate within clear boundaries, making them suitable for real business workflows. Teams can also vibe code to quickly produce functional apps from simple language prompts. Instead of generating one-off outputs, the platform keeps everything within a structured system. You get a React code, a UI layout, and a list of all UI components you can visually bind data and actions to. Any changes made visually update in the code, instantly. All apps and agents are powered by a centralised connectors hub that manages integrations with databases, APIs, and third-party services. This enables teams to reuse connections across multiple tools and workflows, thereby reducing duplication and maintaining consistent data access. DronaHQ also includes enterprise-grade security and governance features. Manage authentication, role-based access, audit visibility, and environments from a single workspace. Ensure that internal applications and AI-driven workflows align with organisational policies and can be safely operated at scale.


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

**"[Amazing low code platform with lots of flexibility](https://www.g2.com/survey_responses/dronahq-review-8346884)"**

**Rating:** 4.0/5.0 stars
*— Kavita K.*

[Read full review](https://www.g2.com/survey_responses/dronahq-review-8346884)

---

**"[Very versatile and reliable low-code platform with great customer support](https://www.g2.com/survey_responses/dronahq-review-9706118)"**

**Rating:** 4.5/5.0 stars
*— Christian U.*

[Read full review](https://www.g2.com/survey_responses/dronahq-review-9706118)

---

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

- [How do you use Dronahq?](https://www.g2.com/discussions/how-do-you-use-dronahq) - 1 comment
- [What is the use of Dronahq?](https://www.g2.com/discussions/what-is-the-use-of-dronahq) - 1 comment
- [How does no code work?](https://www.g2.com/discussions/how-does-no-code-work)
### 9. [EasyClaw](https://www.g2.com/products/easyclaw/reviews)
  **Product Description:** EasyClaw is a zero-config desktop AI agent that runs 24/7 on Windows &amp; Mac. Download, login, done — it starts working immediately. Control it remotely via Feishu, Telegram, or WhatsApp. It handles parallel tasks, supports multiple AI models (Claude, Gemini, etc.), and extends with plug-and-play Skills for PDFs, spreadsheets, emails, and more. While you sleep, it&#39;s shipping.


### 10. [Expedify](https://www.g2.com/products/expedify/reviews)
  **Average Rating:** 5.0/5.0
  **Total Reviews:** 1
  **Product Description:** Expedify — the CRM that thinks, talks, and acts Your CRM shouldn’t need a babysitter. Expedify is an AI-first, chat-native system that does the work for your team—following up, personalizing outreach, and turning data into decisions in real time. It connects sales and marketing in one living workspace so your pipeline moves without nudges or spreadsheets. What Expedify does (so you don’t have to) Unifies sales + marketing: One source of truth across leads, interactions, and journeys; cross-channel analytics marry your CRM data with campaign performance for immediate clarity. Launches journeys that run themselves: Orchestrate WhatsApp, SMS, email, and calls from a single visual builder—spin up outreach in minutes and let it run on autopilot. Agentix, your AI teammate: Context-aware agents make calls, send tailored follow-ups, draft smart copy from buyer history, and can be customized for any use case. There’s genuinely an agent for that. Chat with your data: Ask “plain-English” questions about your pipeline and act instantly—no dashboards to hunt, no reports to wait on. Simple, chat-first UI: Recruit or build agents in a visual agent builder; most work can happen in chat so teams ramp fast without heavy training. Why it’s different No CRM chores: Expedify removes manual logging and reminder-hunting. Follow-ups fire before your reps think to ask, and content adapts on the fly. The result: speed, consistency, and fewer dropped balls. Automation without the headache: Classic “if-this-then-that” rules evolve into agentic workflows that reason about the next best action—so you automate what should be automated and keep humans on high-leverage decisions. Proven by teams that scale: 9+ years, 300+ clients, 100+ experts across BFSI, education, healthcare, real estate, auto, and FMCG means battle-tested foundations with modern AI on top. The vibe (and the value) No fluff, no tool sprawl, no “please update the CRM.” Just answers when you ask, campaigns when you need them, and a system that quietly keeps your pipeline warm. If you’ve ever wished your CRM worked for you—not the other way around—this is that moment. Book a quick walkthrough and feel the AI do the heavy lifting.


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

**"[Expedify Simplifies Workflows and Keeps Projects Perfectly Organized](https://www.g2.com/survey_responses/expedify-review-12446139)"**

**Rating:** 5.0/5.0 stars
*— Katherine Z.*

[Read full review](https://www.g2.com/survey_responses/expedify-review-12446139)

---

### 11. [Faktory](https://www.g2.com/products/faktory/reviews)
  **Product Description:** Faktory is an innovative platform designed to streamline the creation and deployment of custom AI agents tailored to specific business needs. By offering a no-code infrastructure, it enables organizations to integrate AI co-workers seamlessly into their existing workflows, enhancing productivity and decision-making processes. Key Features and Functionality: - Customizable AI Agents: Develop AI co-workers that align with your company&#39;s unique operational requirements, ensuring a personalized and efficient experience. - Data Handling: Manage large volumes of documents, images, and videos effortlessly, facilitating comprehensive data analysis and utilization. - Versatile Integrations: Connect to any API, public source, or third-party platform without the need for coding, allowing for flexible and extensive data sourcing. - Advanced Language Models: Utilize up-to-date language models and specialized transformers for processing text, image, audio, and narration data, ensuring accurate and context-aware outputs. - Multi-Channel Communication: Engage with AI co-workers across various platforms, including collaboration tools like Slack and Discord, promoting seamless interaction within your team. Primary Value and Solutions Provided: Faktory addresses the growing demand for efficient AI integration in business environments by offering a user-friendly platform that eliminates the complexities of traditional AI development. It empowers companies to harness the power of artificial intelligence without requiring extensive technical expertise, thereby accelerating innovation and maintaining a competitive edge in the market.


### 12. [Fiction.com](https://www.g2.com/products/fiction-com/reviews)
  **Product Description:** Fiction Inc is a company that operates in the Information &amp; Document Management industry. It employs 10to19 people and has 1Mto5M of revenue. The company is headquartered in Laguna Beach, California.


### 13. [FlowHunt](https://www.g2.com/products/flowhunt/reviews)
  **Product Description:** FlowHunt is an AI workflow automation platform that enables you to build custom AI agents and tools in a no-code visual builder. It supports all major LLM and image generation models, as well as a myriad of integrations and MCP servers to connect to your favourite tools. At the core of FlowHunt are the modular components, allowing businesses and individuals to connect knowledge sources, integrate with existing tools, and build both simple AI assistants and robust multi-agentic systems to handle complex tasks. Thanks to the extensive library of ready-made templates for customer support, sales, SEO, business automation, research, and more, FlowHunt allows you to easily build, deploy, and train all the AI solutions you need in one place. Key features: • No-Code Visual Builder – build workflows by connecting modular blocks—each representing a task, integration, or AI capability. • AI Agents Teams – Build entire teams of AI agents and have them work together to achieve complex tasks. • Hundreds of Integrations and MCPs – Connect to all your favourite tools and easily automate existing processes. • Template library – Browse hundreds of templates across various use cases, including customer support, sales, SEO and content, research, and more. • Wide selection of AI models – Access all LLM and image generation models from the leading providers in a single dashboard, ensuring you always have the right model for the task. • Custom knowledge bases – Give AI fresh and relevant information by uploading documents, fetching entire websites, or enabling real-time internet access.


### 14. [FlowiseAI](https://www.g2.com/products/flowiseai/reviews)
  **Product Description:** Flowise is an open-source, low-code platform designed to simplify the development of AI agents and Large Language Model (LLM) applications. It offers a visual interface that enables users to construct customized LLM workflows and AI agents without extensive coding knowledge. By providing modular building blocks, Flowise facilitates the creation of a wide range of agentic systems, from simple compositional workflows to complex multi-agent systems. Key Features and Functionality: - Visual Builder: A user-friendly interface that allows for the drag-and-drop assembly of AI workflows, making the development process intuitive and efficient. - Modular Components: Offers a variety of pre-built modules, including Assistants, Chatflows, and Agentflows, enabling the creation of diverse AI applications tailored to specific needs. - Integration Capabilities: Supports connections to over 100 data sources, tools, vector databases, and memory systems, enhancing the versatility and functionality of AI agents. - Observability Tools: Provides execution traces and supports integration with observability tools like Prometheus and OpenTelemetry, ensuring transparency and ease of debugging. - Deployment Flexibility: Offers options for both cloud and on-premises deployments, catering to various organizational requirements and ensuring scalability. Primary Value and User Solutions: Flowise addresses the complexities associated with developing AI applications by offering a low-code, visual platform that accelerates the creation and deployment of AI agents and LLM workflows. It empowers users to build sophisticated AI systems without deep programming expertise, thereby reducing development time and costs. By providing modular components and extensive integration options, Flowise enables organizations to tailor AI solutions to their specific needs, enhancing operational efficiency and innovation. Its support for both cloud and on-premises deployments ensures that businesses can scale their AI applications securely and effectively.


### 15. [Frontier](https://www.g2.com/products/openai-frontier/reviews)
  **Product Description:** Frontier is a new enterprise AI platform from OpenAI for building, deploying, and managing autonomous AI agents across a company’s tech stack. It’s basically a centralized place to run “AI coworkers” that can interact with real systems and workloads, not just chat.


### 16. [Fwdslash](https://www.g2.com/products/fwdslash/reviews)
  **Product Description:** Fwdslash is a no-code AI agent builder that lets users create, train, and deploy intelligent conversational agents in under 4 minutes. It automates customer interactions, lead qualification, meeting scheduling, and follow-up communications across multiple channels. The platform analyzes uploaded documents, URLs, and knowledge bases to train AI agents instantly. Users can choose from multiple AI models including OpenAI, Claude, Gemini, and Grok to optimize for quality or cost. It integrates seamlessly with 6,000+ applications through Zapier, including CRMs, Slack, WhatsApp, and Notion. All core features are available on the free plan with deployment options including website widgets and shareable demo links.


### 17. [GanixAI](https://www.g2.com/products/ganixai/reviews)
  **Product Description:** GanixAI – The All-in-One Agentic AI Business Operations Platform Transform your business into an intelligent, automated powerhouse with GanixAI — the next-generation Agentic AI platform built to simplify, automate, and scale every operation across your enterprise. GanixAI is a cutting-edge, all-in-one AI-powered business operations platform that brings together the power of Generative AI, Automation, and Analytics into a single, unified workspace. Whether you’re running a startup or managing multiple enterprises, GanixAI helps you streamline processes, reduce manual effort, and make faster, smarter decisions — all powered by your own intelligent AI agents. Key Features 🧠 Agentic AI Workflows: Create custom AI agents that can think, decide, and act autonomously. GanixAI allows you to design intelligent workflows that automate repetitive business tasks — from report generation and data extraction to project tracking and CRM operations — with zero code. 📊 Unified Business Modules: GanixAI covers every critical area of business — CRM, HRMS, Project &amp; Program Management, Legal, Finance, Manufacturing, and Analytics — all integrated in one seamless platform. Manage everything from customer interactions to payroll, contracts, and production schedules without switching tools. 💡 Intelligent Analytics &amp; Insights: (coming soon) GanixAI connects with your internal databases, Google Drive, YouTube, and other data sources to generate real-time insights. Its advanced analytics engine transforms raw data into beautiful, interactive charts, dashboards, and summaries that help you make informed decisions instantly. ⚙️ No-Code Automation Builder: Empower your team to build AI-driven workflows and automations without writing a single line of code. With a simple drag-and-drop interface, you can connect data sources, trigger AI actions, and deploy intelligent assistants within minutes. 🗂️ Knowledge-Driven AI Answers: GanixAI’s built-in Knowledge Engine converts all your business documents, project data, and reports into searchable AI memory. Ask natural language questions like “What were last quarter’s top sales regions?” or “Show me pending HR approvals,” and get instant, accurate answers with charts and summaries. 🌐 Multi-Company, Multi-Project Management: Manage multiple companies, business units, or projects from a single dashboard. GanixAI’s secure multi-tenant architecture ensures complete data isolation while allowing centralized control for business owners and administrators. 🔒 Enterprise-Grade Security: Your data privacy is our top priority. GanixAI uses advanced encryption, role-based access control, and secure cloud storage to protect every piece of your business information. Why Choose GanixAI? GanixAI is not just another AI tool — it’s your virtual operations team. Designed for modern organizations seeking agility and efficiency, GanixAI saves hundreds of work hours every month by automating administrative and analytical workflows. From generating reports and managing customers to tracking projects and forecasting sales, GanixAI empowers you to focus on what matters most — innovation and growth. Whether you’re a startup founder, a business consultant, or an enterprise leader, GanixAI adapts to your needs with its flexible AI architecture and modular design. Reimagine Your Business with GanixAI Join thousands of forward-thinking professionals using GanixAI to power their digital transformation journey. Automate. Analyze. Act — with GanixAI.


### 18. [Generative Studio X by OneReach.ai](https://www.g2.com/products/generative-studio-x-by-onereach-ai/reviews)
  **Average Rating:** 5.0/5.0
  **Total Reviews:** 1
  **Product Description:** Generative Studio X from OneReach.ai is the only conversational AI platform to be named a leader by all of the top analyst groups—including Gartner, Forrester, and IDC. GSX powers over 1 billion conversations per year and is trusted by leading brands like Deloitte, athenahealth, Pepsico, and McGraw Hill. Our CEO and co-founder Robb Wilson also wrote the first bestselling book about conversational AI for business, Age of Invisible Machines (Wiley) and hosts the Invisible Machines podcast. OneReach.ai was founded more than a decade ago as a research and development project focused on the idea that conversational AI would change every job at every organization. Our team identified the key requirements for hyperautomation and created a platform specifically to support these unique needs. Using GSX global organizations are creating digital workforces composed of AI agents, or Intelligent Digital Workers (IDWs), that standardize communications and orchestrate existing software to automate real work. OneReach.ai offers new tools and architecture for a new era in software development.


  #### What Are Recent G2 Reviews of Generative Studio X by OneReach.ai?

**"[Easier to use](https://www.g2.com/survey_responses/generative-studio-x-by-onereach-ai-review-9635328)"**

**Rating:** 5.0/5.0 stars
*— Raziya S.*

[Read full review](https://www.g2.com/survey_responses/generative-studio-x-by-onereach-ai-review-9635328)

---

### 19. [Gyde](https://www.g2.com/products/gyde/reviews)
  **Average Rating:** 4.4/5.0
  **Total Reviews:** 4
  **Product Description:** Gyde is an enterprise AI agent platform that helps organizations build and deploy AI agents grounded in their proprietary data, business nuances, and workflow heuristics. These agents operate directly within business applications to guide action and ensure compliance with company rules and processes. It enables enterprises to move from AI experimentation to reliable, workflow-embedded intelligence. Who Uses Gyde? Common users include: - Enterprise IT teams deploying AI responsibly - Operations leaders automating complex processes - Compliance teams enforcing policies across workflows - Sales and customer-facing teams receiving real-time guidance - Organizations building domain-specific AI agents for internal systems



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

**Pros:**

- Users praise Gyde for its **ease of use** , allowing quick documentation and guidance for non-technical team members.
- Users love the **easy creation** process with Gyde, allowing quick and efficient documentation without extensive training.
- Users praise Gyde for its **easy documentation creation** , allowing seamless onboarding and workflow capture with minimal effort.
- Users find the **initial setup easy** , simplifying the onboarding process for field executives and enhancing their experience.
- Users value the **real-time accurate solutions** of Gyde, enhancing support for Field Executives during their login journey.

**Cons:**

- Users find the **linear solution approach problematic** in Gyde, especially when selectors are missing, hindering usability.
- Users find the setup process with elements **time-consuming** , suggesting improvements for a more efficient experience.
  #### What Are Recent G2 Reviews of Gyde?

**"[Streamlines Onboarding with Intuitive Walkthroughs](https://www.g2.com/survey_responses/gyde-review-12354004)"**

**Rating:** 4.0/5.0 stars
*— Taru R.*

[Read full review](https://www.g2.com/survey_responses/gyde-review-12354004)

---

**"[Effortless Process Documentation with Gyde’s Auto-Capture Magic](https://www.g2.com/survey_responses/gyde-review-12058513)"**

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

[Read full review](https://www.g2.com/survey_responses/gyde-review-12058513)

---

### 20. [Halk](https://www.g2.com/products/halk/reviews)
  **Product Description:** Platform for creating highly skilled AI agents for business.


### 21. [Hebbia AI](https://www.g2.com/products/hebbia-ai-2026-02-24/reviews)
  **Average Rating:** 4.3/5.0
  **Total Reviews:** 11
  **Product Description:** Hebbia is an advanced AI platform purpose-built for financial institutions to transform how analysts, bankers, and investors handle document-intensive workflows. Its flagship product, Matrix, serves as a co-pilot for finance, automating processes that rely on parsing and analyzing vast sets of PDFs, spreadsheets, and data rooms. How Matrix Works Matrix leverages large language models (LLMs) such as OpenAI and Anthropic, but extends them with agentic execution that decomposes financial queries into multi-step actions. The system presents results in a transparent data grid with citations, so teams can audit, verify, and collaborate in real time. Key Features Financial Data Analysis at Scale: Extracts and structures information from CIMs, loan agreements, credit models, and filings with unmatched speed and accuracy. Multi-Modal Processing: Handles PDFs, spreadsheets, redlines, emails, and nested tables seamlessly. Agentic Execution: Breaks down valuation, comps, and diligence queries into actionable steps for precise outcomes. Transparent AI Grid: Shows every reasoning step, making workflows auditable and collaborative. Enterprise-Grade Security: End-to-end encryption trusted by top investment banks and funds. The Value Matrix makes financial workflows up to ten times faster and more accurate. By automating the extraction, structuring, and analysis of millions of documents, Hebbia helps finance professionals overcome information overload and move from raw data to investment decisions in record time. Unlike generic LLM solutions, Hebbia integrates seamlessly with existing financial data sources and requires no custom model training—delivering immediate business value that compounds over time.



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

**Pros:**

- Users appreciate the **intuitive matrix feature** of Hebbia AI, enabling efficient information extraction and enhanced workflow.
- Users value the **document management capabilities** of Hebbia AI, enhancing efficiency and simplifying extensive research processes.
- Users appreciate the **ability to drill down through multiple document layers** efficiently, enhancing their analysis capabilities.
- Users value the **user-friendly interface** of Hebbia AI, making it easy to navigate and extract information efficiently.
- Users find the **matrix feature extremely helpful** for efficiently managing and analyzing multiple documents in their workflow.

**Cons:**

- Users find the **file management cumbersome** , struggling with organization and upload processes for numerous projects and documents.
- Users face **usage limitations** with Hebbia, particularly in document uploads and database integration challenges.
- Users find Hebbia AI&#39;s **poor usability** frustrating, especially with file management and AI comprehension limitations.
- Users find **upload issues** cumbersome, particularly when managing numerous files without seamless Sharepoint integration.
- Users note the **limited context understanding** in Hebbia AI, leading to less relevant answers and misaligned responses.
  #### What Are Recent G2 Reviews of Hebbia AI?

**"[Now, it takes me less time to deliver more while doing less “monotonous” work…](https://www.g2.com/survey_responses/hebbia-ai-review-9200423)"**

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

[Read full review](https://www.g2.com/survey_responses/hebbia-ai-review-9200423)

---

**"[Real Estate Credit Associate](https://www.g2.com/survey_responses/hebbia-ai-review-9157690)"**

**Rating:** 4.5/5.0 stars
*— Verified User in Financial Services*

[Read full review](https://www.g2.com/survey_responses/hebbia-ai-review-9157690)

---

### 22. [HelperAI](https://www.g2.com/products/helperai-helperai/reviews)
  **Product Description:** HelperAI is a low-code platform that enables businesses to create and deploy AI agents to automate a wide range of online tasks, such as customer support, sales prospecting, lead generation, and call handling. By integrating with various data sources and existing software systems, HelperAI allows organizations to build a virtual AI workforce that operates 24/7, enhancing efficiency and scalability. Key Features and Functionality: - Low-Code Interface: Facilitates the creation, modification, and deployment of AI agents with minimal coding, making it accessible to users without extensive technical expertise. - Data Integration: Connects seamlessly with company data, automatically handling preprocessing, vectorization, and segmentation, thereby eliminating the need for manual embedding techniques. - Software and API Integration: Empowers AI agents to integrate with internal and external software or APIs, including ChatGPT plugins, enhancing operational capabilities. - Multimodal Input Handling: Supports text, voice, and image inputs, offering a versatile and flexible user experience. - Multiple Language Model Support: Compatible with various AI models, including GPT-4, Claude, Llama2, and Hugging Face, providing flexibility in AI deployment. - Event-Driven Architecture: Enables AI agents to react instantly to real-time events, facilitating dynamic decision-making without manual intervention. - Secure Access: Utilizes OAuth2 integration to ensure robust and standardized security across all applications. Primary Value and Solutions Provided: HelperAI addresses the challenge of automating routine and time-consuming online tasks by providing businesses with the tools to build custom AI agents. This automation leads to significant reductions in operational costs and allows human resources to focus on strategic initiatives. By offering multilingual support, HelperAI helps businesses overcome language barriers, enabling global expansion. The platform&#39;s integration capabilities ensure that AI agents can work cohesively with existing systems, enhancing overall operational efficiency. Additionally, HelperAI&#39;s proprietary LLMOps evaluation pipeline minimizes AI hallucinations, ensuring accurate and reliable performance.


### 23. [HolmesAI](https://www.g2.com/products/holmesai/reviews)
  **Product Description:** HolmesAI is an innovative platform that enables users to create highly personalized AI agents, known as &quot;Personas,&quot; which accurately reflect individual cognitive and expressive patterns. By allowing users to build comprehensive Personas encompassing knowledge bases, language styles, thought processes, and behavioral preferences, HolmesAI empowers individuals to automate tasks and enhance productivity across various scenarios. Key Features and Functionality: - Persona Creation: Users can develop detailed Personas that mirror their unique characteristics, enabling AI agents to &quot;think and act like users&quot; in diverse applications. - Blockchain Integration: Each Persona is transformed into a tradable digital asset, ensuring data sovereignty and allowing deployment across multiple agents. Frequent use of a Persona increases economic rewards for its creator. - Social Media Integration: HolmesAI has launched a Persona-powered application for the X platform, enabling users to create personalized X Agents for automated and tailored post generation. Primary Value and User Solutions: HolmesAI addresses the limitations of traditional AI agents by offering a system that truly personalizes AI interactions. By replicating users&#39; cognitive and expressive patterns, the platform liberates individuals from repetitive tasks, unleashing human creativity and enhancing efficiency. The integration of blockchain technology ensures data ownership and provides economic incentives, making personalized AI accessible and rewarding for all users.


### 24. [Horaizon Helios](https://www.g2.com/products/horaizon-helios/reviews)
  **Product Description:** Helios is custom AI chat trained on your team&#39;s knowledge. Hub is the control plane behind it — projects, users, access and usage in one console. Subscribe to what you need; deploy hosted by us or in your environment when scope calls for it.


### 25. [Incredible](https://www.g2.com/products/incredible/reviews)
  **Product Description:** Incredible is an AI-powered platform designed to automate complex, multi-step workflows across various applications, enabling businesses to enhance productivity and efficiency. By leveraging advanced agentic models, Incredible allows users to describe tasks in natural language, which the system then executes autonomously, eliminating the need for technical expertise. Key Features and Functionality: - Agentic AI Models: Incredible&#39;s models are built for autonomous deep work, capable of planning, reasoning, validating, and executing intricate tasks across multiple applications without human intervention. - Agent MAX Engine: This advanced AI agent engine ensures reliable task completion with near-zero hallucinations, self-healing capabilities, and up to 90% cost reduction through smart context compression and model routing. - Extensive Application Integration: The platform seamlessly connects with over 150 applications, including Gmail, Notion, Google Sheets, HubSpot, and Slack, facilitating comprehensive automation across daily tools. - Built-in Data Visualization: Incredible&#39;s models can pull live data from integrated applications to create graphs, spreadsheets, and reports on the fly, supporting data-driven decision-making. - Developer-Friendly API: The Incredible API provides access to leading AI models with predictable costs, reliable uptime, and performance that scales with business needs, supporting various tasks such as content creation, data analysis, and more. Primary Value and User Solutions: Incredible addresses the challenge of automating complex workflows by providing an intuitive platform where users can describe their needs in plain language, and the system autonomously executes the tasks. This approach democratizes workflow automation, making it accessible to users regardless of their technical expertise. By integrating with a wide range of applications and offering features like real-time data visualization and reliable task execution, Incredible empowers businesses to streamline operations, reduce manual effort, and focus on strategic initiatives.



    ## What Is  AI Agent Builders Software?
  [ Agentic AI Software](https://www.g2.com/categories/agentic-ai)
  ## What Software Categories Are Similar to  AI Agent Builders Software?
    - [AI Agents For Business Operations](https://www.g2.com/categories/ai-agents-for-business-operations)
    - [AI Chatbots Software](https://www.g2.com/categories/ai-chatbots)
    - [AI Orchestration Software](https://www.g2.com/categories/ai-orchestration)

  
---

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

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

### AI Agent Builders buying insights at a glance

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

### Expert Takeaway

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

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

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

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

### AI Agent Builders Software FAQs

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

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

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

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

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

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

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

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

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

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

Here are some widely used options:

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

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

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

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

Examples include:

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

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

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

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

Here are some of the most commonly used options:

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

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

### Sources

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

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

Last updated on March 16, 2026



    
