  # Best  AI Agent Builders Software - Page 12

  *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:** 319

### 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
- 79,600+ Authentic Reviews
- 319+ 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 (1,073 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 (6,103 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 (2,044 reviews) | No-code agent-building with cross-app workflow automation | "[Efficient Workflow Automation with Strong Integration Flexibility](https://www.g2.com/survey_responses/zapier-review-12880364)" |
| 4 | [ServiceNow AI Agents](https://www.g2.com/products/servicenow-ai-agents/reviews) | 4.3/5.0 (362 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 | [CloseBot](https://www.g2.com/products/closebot/reviews) | 4.8/5.0 (162 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)" |
| 6 | [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)" |
| 7 | [Asana](https://www.g2.com/products/asana/reviews) | 4.4/5.0 (13,108 reviews) | AI-automated cross-team workflow orchestration | "[Asana Keeps Teams Aligned with Clear Project Visibility and Efficient Workflows](https://www.g2.com/survey_responses/asana-review-12854281)" |
| 8 | [Jotform AI Agents](https://www.g2.com/products/jotform-ai-agents/reviews) | 4.5/5.0 (604 reviews) | No-code conversational agent deployment with trainable knowledge bases | "[Ease of Use with Integration Challenges](https://www.g2.com/survey_responses/jotform-ai-agents-review-12852844)" |
| 9 | [Databricks](https://www.g2.com/products/databricks/reviews) | 4.6/5.0 (760 reviews) | — | "[Lakebase - Good Option for Low Latency Data Serving with Databricks Integration](https://www.g2.com/survey_responses/databricks-review-12542177)" |
| 10 | [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)" |

  
## 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 Customer Support Agents Software](https://www.g2.com/categories/ai-customer-support-agents)

  
---

**Sponsored**

### ThoughtSpot

ThoughtSpot is the Agentic Analytics Platform company for the enterprise. With natural language and AI, ThoughtSpot empowers everyone in an organization to ask data questions, get answers, and take action. Code-first for data teams and code-free for business users, ThoughtSpot is intuitive enough for anyone to use, yet built to handle large, complex cloud data at scale. Customers like Coca-Cola, Hilton Worldwide, and Capital One are unlocking the full potential of their data with ThoughtSpot.



[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%5Bdisplayable_resource_id%5D=2437&amp;secure%5Bdisplayable_resource_type%5D=Category&amp;secure%5Bmedium%5D=sponsored&amp;secure%5Bplacement_reason%5D=neighbor_category&amp;secure%5Bplacement_resource_ids%5D%5B%5D=2437&amp;secure%5Bprioritized%5D=false&amp;secure%5Bproduct_id%5D=6232&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%3D10&amp;secure%5Btoken%5D=1e26c9fa16d62eac2a8ea8dc9781bf362642451443519e72869155943cfb0082&amp;secure%5Burl%5D=https%3A%2F%2Fwww.thoughtspot.com%2Fdemo%3Futm_source%3Dg2%26utm_medium%3Daggregatorads%26utm_term%3Dcompete%26utm_content%3Dtext_ads%26utm_campaign%3Dppc_g2compete26&amp;secure%5Burl_type%5D=book_demo)

---

  
## 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. [ShipClaw](https://www.g2.com/products/shipclaw/reviews)
  **Product Description:** ShipClaw is managed hosting for Claude-powered AI agents built on OpenClaw, Anthropic&#39;s open-source agent runtime. Sign up is free with 25 trial credits; users pick from pre-built personalities or define their own with a single SOUL.md file, paste a Telegram bot token, and have a Claude-powered agent on Telegram in under 60 seconds. No SSH, no Docker, no Anthropic API key to manage. Pricing is pay-per-credit with no monthly subscription. The minimum paid top-up is a $15 credit pack (1500 credits at ~$0.01 per credit). Larger packs unlock bonus credits — 10% at $25, 20% at $50, 30% at $100, 40% at $200. Credits don&#39;t expire on a monthly cadence; you burn them down on real usage. Idle agents cost nothing. The platform is built on a shared-pool architecture: each container hosts up to ~50 Claude agents, with atomic Postgres-level user assignment to handle burst signups. Each user runs in an isolated sandbox with a 1.5 GB memory watchdog and a 15-minute idle timeout (1 hour for Telegram-bound agents). The bundled stealth browser engine lets agents browse the live web and bypass CAPTCHA-class checks. ShipClaw is Anthropic-only by design — single-model focus enables predictable unit economics for pay-per-credit billing. There is no bring-your-own-key option; ShipClaw holds the Anthropic API contract on the customer&#39;s behalf. OpenClaw itself is open source and self-hostable for users who prefer that path.


### 2. [Sierra](https://www.g2.com/products/sierra/reviews)
  **Average Rating:** 4.4/5.0
  **Total Reviews:** 14
  **Product Description:** Sierra is the conversational AI platform for businesses. We enable every company to elevate their customer experience with AI.



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

**Pros:**

- Users highlight the **ease of use** of Sierra, noting its smooth setup and user-friendly design for seamless integration.
- Users value the **efficiency improvements** of Sierra, appreciating its speed and seamless integration for enhanced productivity.
- Users commend Sierra for its **exceptional efficiency** , enhancing workflow and enabling focused, patient-centered care.
- Users appreciate the **easy integrations** of Sierra, enhancing workflow and enabling efficient task performance seamlessly.
- Users value the **seamless integration capabilities** of Sierra, enhancing collaboration between teams and improving customer experience.

**Cons:**

- Users find Sierra **expensive** , citing limited transparency on pricing and unproven scalability at enterprise levels.
- Users find the **complex setup process** of Sierra frustrating, compounded by more bugs than competing products.
- Users find the **complex configuration** challenging and report more bugs compared to other products in the market.
- Users find the **complex setup process** of Sierra frustrating, compounded by a higher incidence of bugs compared to competitors.
- Users express concern over **cost limitations** , particularly due to unclear pricing and unproven scalability for long-term use.
  #### What Are Recent G2 Reviews of Sierra?

**"[Seamless Integration with Unmatched Efficiency](https://www.g2.com/survey_responses/sierra-review-11746639)"**

**Rating:** 4.5/5.0 stars
*— Raf V.*

[Read full review](https://www.g2.com/survey_responses/sierra-review-11746639)

---

**"[emphasize guardrails, supervision, auditing, and deterministic control when integrating with systems](https://www.g2.com/survey_responses/sierra-review-11757464)"**

**Rating:** 4.0/5.0 stars
*— Verified User in Accounting*

[Read full review](https://www.g2.com/survey_responses/sierra-review-11757464)

---

### 3. [Siesta AI](https://www.g2.com/products/siesta-ai/reviews)
  **Product Description:** Siesta AI is a B2B platform for building agentic companies, enabling organizations to create and manage AI agents connected to their data, tools, and workflows. These agents can execute real business tasks across systems, acting as scalable digital teammates, while ensuring enterprise-grade security, access control, and flexible deployment.


### 4. [SigmaMind AI](https://www.g2.com/products/sigmamind-ai/reviews)
  **Average Rating:** 5.0/5.0
  **Total Reviews:** 1
  **Product Description:** SigmaMind AI is a platform for building, deploying, and managing conversational and voice AI agents. It enables businesses, developers, and agencies to create AI agents that understand context, integrate with external tools, execute actions, and communicate across chat and voice channels in real time.


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

**"[Great Experience](https://www.g2.com/survey_responses/sigmamind-ai-review-8732470)"**

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

[Read full review](https://www.g2.com/survey_responses/sigmamind-ai-review-8732470)

---

### 5. [Sionic AI](https://www.g2.com/products/sionic-ai/reviews)
  **Product Description:** Sionic AI is a technology company that allows users to design, manage, and utilize artificial intelligence in corporate environments.


### 6. [SketricGen](https://www.g2.com/products/sketricgen/reviews)
  **Product Description:** SketricGen is a custom AI Agent no code platform where you can create and deploy tailored AI Agents to boost customer support, seamlessly integrate with your favorite platforms, and deliver real-time, personalized experiences for every user.


### 7. [Skillful AI Foundation](https://www.g2.com/products/skillful-ai-foundation/reviews)
  **Product Description:** Skillful AI Foundation is a comprehensive platform designed to empower businesses by creating, deploying, and managing AI agents that enhance customer engagement and automate workflows. With support for multiple large language models (LLMs) such as GPT-4.5, Claude Opus 4, Gemini 2.5, and Llama 4, the platform offers a versatile environment for building intelligent agents without the need for coding. Key Features and Functionality: - Multi-Model Intelligence: Users can select from various AI models, including GPT-4.5, Claude Opus 4, Gemini 2.5, and Llama 4, to tailor agents for specific tasks. - No-Code Agent Builder: The visual builder allows for the creation of AI agents by defining their personality, strategy, and skills through a drag-and-drop interface, eliminating the need for programming knowledge. - Omnichannel Deployment: Agents can be deployed across multiple channels such as WhatsApp, Telegram, web platforms, and email, ensuring consistent customer interactions. - Extensive Integrations: With over 500 integrations, the platform connects seamlessly with tools like Gmail, Slack, CRMs, and more, facilitating comprehensive workflow automation. - Workflow Automation: Automate business operations by syncing data across CRMs, spreadsheets, and databases, scheduling reports, and setting up cross-application triggers to enhance efficiency. Primary Value and Solutions Provided: Skillful AI Foundation addresses the need for businesses to enhance customer engagement and streamline operations through intelligent automation. By offering a no-code platform with extensive integrations and multi-model support, it enables organizations to deploy AI agents that handle customer conversations, automate repetitive tasks, and operate continuously, thereby improving efficiency and scalability.


### 8. [SkillRaptor](https://www.g2.com/products/skillraptor/reviews)
  **Product Description:** SkillRaptor is an innovative platform designed to help professionals transform their expertise into AI-ready skill files, enabling artificial intelligence tools to emulate their unique thought processes and methodologies. By simply pasting existing process documents and answering a few targeted questions, users can create structured skill files in under five minutes. These files are compatible with various AI applications, including ChatGPT and Claude, allowing for seamless integration and personalized AI interactions. Key Features and Functionality: - Effortless Skill File Creation: Users can convert their standard operating procedures (SOPs), checklists, or templates into structured skill files by pasting the content and responding to a brief set of questions. - Broad AI Compatibility: The generated skill files are designed to work with any AI tool that accepts text input, ensuring versatility across different platforms. - User-Friendly Process: No technical expertise is required; the platform guides users through a straightforward process to capture their decision-making logic and professional judgment. - Editable and Shareable Outputs: The resulting skill files are downloadable and can be edited, shared, or deleted at any time, providing users with full control over their content. - Marketplace for Skill Files: SkillRaptor is developing a marketplace where professionals can list their skill files for others to purchase, offering an opportunity to monetize expertise and share knowledge across industries. Primary Value and User Solutions: SkillRaptor addresses the challenge professionals face when repeatedly explaining their processes to AI tools. By creating reusable, structured skill files, users can teach AI applications to think and respond in alignment with their specific methodologies. This not only saves time but also enhances the accuracy and relevance of AI-generated outputs. Additionally, the forthcoming marketplace feature allows users to monetize their expertise, turning their unique processes into passive income streams.


### 9. [Softcery Platform](https://www.g2.com/products/softcery-platform/reviews)
  **Product Description:** Upload your knowledge base, configure behavior, evaluate quality, and deploy — no code required. From first message to production in minutes.


### 10. [Solace Platform](https://www.g2.com/products/solace-platform/reviews)
  **Average Rating:** 4.4/5.0
  **Total Reviews:** 6
  **Product Description:** Solace Platform is an event-driven integration and streaming platform. Solace helps enterprises connect and integrate anything, anywhere, reliably and in real-time, through the power of event-driven architecture. With the Solace Platform, a next-generation event-driven integration and streaming platform, the company provides a comprehensive way for organizations to stream, integrate and govern events from where they are produced to where they need to be consumed - securely, reliably and quickly. Established enterprises worldwide trust Solace to modernize their application and integration landscape; enable time-sensitive applications and processes at scale; and create seamless digital experiences for their customers, partners and employees. The Solace Platform lets organizations build and enable time-sensitive apps and business processes at scale, simplify and modernize your application and integration landscape, and create seamless digital experiences for customers, partners and employees.



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

**Pros:**

- Users value the **responsive and knowledgeable customer support** of Solace Platform, ensuring quick issue resolution at any time.
- Users value the **flexibility** of the Solace Platform, seamlessly integrating with various systems to enhance event-driven applications.
- Users commend the **high performance and scalability** of Solace Platform for managing large-scale event-driven applications effectively.
- Users value the **scalability and performance** of Solace Platform, ideal for high-volume, event-driven applications.
- Users value the **user-friendly interface** of Solace Platform, simplifying the design and monitoring of event-driven applications.

**Cons:**

- Users find the **initial learning curve and complexity** of the Solace Platform to be challenging for effective implementation.
- Users find the **difficult learning** curve challenging, making it hard to fully utilize advanced features on Solace Platform.
- Users report **messaging issues** with large sizes and slow transmission over DMR clusters, complicating their experience.
- Users find the **initial learning curve** steep, making it challenging to quickly implement advanced features effectively.
- Users find the **slow processing** of large data transmissions over the Solace Platform frustrating, impacting efficiency.
  #### What Are Recent G2 Reviews of Solace Platform?

**"[Overall rich in features high performance.](https://www.g2.com/survey_responses/solace-platform-review-10191075)"**

**Rating:** 4.0/5.0 stars
*— Kumar E.*

[Read full review](https://www.g2.com/survey_responses/solace-platform-review-10191075)

---

**"[Enhancing Enterprise with Solace PubSub+ Event portal](https://www.g2.com/survey_responses/solace-platform-review-9830943)"**

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

[Read full review](https://www.g2.com/survey_responses/solace-platform-review-9830943)

---

  #### What Are G2 Users Discussing About Solace Platform?

- [What is PubSub+ used for?](https://www.g2.com/discussions/what-is-pubsub-used-for)
- [What is Solace PubSub+ Event Portal used for?](https://www.g2.com/discussions/what-is-solace-pubsub-event-portal-used-for)
### 11. [Solari Browser](https://www.g2.com/products/solari-browser/reviews)
  **Product Description:** Solari is the fastest agentic browser in the world. It gives developers API-controlled browser infrastructure built for AI agents — sub-second cold start, built-in stealth and proxies, and 100% reliability at scale.


### 12. [Sonant AI](https://www.g2.com/products/sonant-ai/reviews)
  **Average Rating:** 4.2/5.0
  **Total Reviews:** 5
  **Product Description:** Sonant AI is the leading voice AI receptionist and phone answering system for Property &amp; Casualty (P&amp;C) insurance agencies, independent insurance agents, and insurance brokers across the United States and Canada. Eliminate missed calls and transform routine incoming calls into revenue by automating quote intake, appointment scheduling, email/texting workflows, AMS/BMS/CRM updates, and client inquiries 24/7 with zero wait times. Trusted by 100+ independent P&amp;C insurance agencies across the United States and Canada to handle after-hours calls, reduce staff burnout, and scale operations without hiring additional administrative staff. Built specifically for Property &amp; Casualty insurance workflows in the US and Canadian markets, Sonant integrates seamlessly with leading Agency Management Systems (AMS) including EZLynx, Applied Epic, Hawksoft, Momentum, QQCatalyst, and AgencyZoom to automatically capture call data, qualify insurance leads, and update your AMS/CRM/BMS in real-time. Key Features for P&amp;C Insurance Agencies: - 24/7 AI-powered insurance call answering (never miss a quote request) - Property &amp; Casualty insurance-trained AI (understands auto, home, commercial lines) - US and Canadian insurance terminology and workflows - Automated insurance quote intake and policy information requests - Multilingual support: English, Spanish, French, Portuguese, Mandarin + 10 more languages - Smart appointment scheduling synced with your calendar - Instant call transcription and CRM integration - Custom SMS and email workflows for agent routing - Intelligent transfer to human agents for complex claims or policy changes - Real-time AMS/CRM/BMS updates (EZLynx, Applied Epic, Hawksoft, etc.) - Enterprise Security: SOC2 Type 2 &amp; GDPR certified for insurance compliance Perfect for independent P&amp;C insurance agencies, Property &amp; Casualty agents, commercial lines brokers, and personal lines agencies across the US and Canada looking to stop losing after-hours opportunities, reduce turnover, and grow without adding headcount. Let your producers focus on closing deals instead of answering routine calls. Trusted by 100+ insurance agencies saving 50+ hours per month on administrative calls, improving client satisfaction with instant responses, and capturing quotes that would otherwise be missed outside business hours. Stop losing insurance opportunities outside business hours. Let Sonant handle routine calls while your team focuses on closing policies and building client relationships.


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

**"[Real-Time Workflow Boost with Sonant](https://www.g2.com/survey_responses/sonant-ai-review-12459503)"**

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

[Read full review](https://www.g2.com/survey_responses/sonant-ai-review-12459503)

---

**"[Efficient Call Routing with Highly Responsive Support Team](https://www.g2.com/survey_responses/sonant-ai-review-12496811)"**

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

[Read full review](https://www.g2.com/survey_responses/sonant-ai-review-12496811)

---

### 13. [Sonata Software AgentBridge](https://www.g2.com/products/sonata-software-agentbridge/reviews)
  **Product Description:** AgentBridge by Sonata Software is an enterprise-grade Agentic AI framework designed to accelerate AI-powered transformation across business functions. It enables organizations to centrally design, deploy, and govern intelligent AI agents, facilitating secure, scalable, and efficient enterprise automation. By addressing challenges such as fragmented AI initiatives and disconnected systems, AgentBridge empowers businesses to move beyond rule-based automation to intelligent, adaptable AI ecosystems. Key Features and Functionality: - Agent Marketplace: A functionally organized, compliance-aware catalog that allows users to discover, publish, and manage reusable AI agents, complete with built-in analytics and monetization capabilities. - Agent Builder: A visual, drag-and-drop designer featuring industry-specific blueprints, real-time debugging, and one-click publishing to the marketplace, enabling rapid development and deployment of AI agents. - Core Agent Logic: Supports configurable workflows, multi-channel processing (MCP), agent-to-agent (A2A) interactions, and full execution traceability, ensuring robust and adaptable AI operations. - Integrations &amp; Orchestrators: Seamless connectivity with leading cloud providers, ERP systems, and enterprise databases, facilitating smooth integration into existing enterprise infrastructures. - Observability &amp; ROI Dashboards: Provides real-time telemetry, drift analytics, and embedded compliance tools for responsible AI assurance, offering insights into performance and return on investment. - Cloud &amp; Model Support: Ensures secure access to hosted and private models across multi-cloud environments, supporting flexible and scalable AI deployments. Primary Value and Solutions Provided: AgentBridge addresses the industry&#39;s growing need for scalable, secure, and compliant AI deployment by offering a unified platform for multi-agent orchestration. It empowers enterprises to drive AI adoption with governance and observability, enabling real efficiencies, new revenue streams, and next-level automation. By integrating AI agents seamlessly into business workflows, organizations can overcome the limitations of fragmented AI initiatives, achieve higher operational efficiency, and unlock the full potential of AI-driven transformation.


### 14. [Spaceflare](https://www.g2.com/products/spaceflare/reviews)
  **Product Description:** Spaceflare is an AI-driven platform designed to revolutionize commercial real estate (CRE) research and analysis. By deploying AI agents, it automates the labor-intensive tasks of property intelligence gathering and market analysis, enabling CRE professionals to conduct comprehensive market research across vast geographical areas efficiently. Users can instruct AI agents to search for specific buildings, tenants, infrastructure, or property characteristics, generating detailed tenant lists and comprehensive property reports with financial and operational data. Additionally, Spaceflare&#39;s AI city-search capabilities provide instant access to municipal permitting information, zoning regulations, and development restrictions across the United States. This intelligent automation replaces weeks of manual research with minutes of AI-powered analysis, allowing professionals to focus on high-value relationship building and deal structuring. Key Features: - AI-Powered Map Search: Utilize AI agents to search for specific buildings, tenants, empty rooftops, and infrastructure across extensive areas. - Comprehensive Property Reports: Generate detailed reports, including comparable properties, capitalization rate and net operating income estimates, economic trends, and relevant news within seconds. - Intelligent Data Extraction: Automatically extract critical information from various sources, such as city permitting rules, zoning regulations, and building documents. - Automated Data Collection: Deploy AI agents to gather data on thousands of buildings and tenants, saving significant time and effort. - Customizable AI Agents: Tailor AI agents to perform specific tasks, such as searching for particular property types, analyzing market trends, or generating reports. Primary Value: Spaceflare addresses the challenges of time-consuming and manual CRE research processes by automating data collection and analysis. This leads to increased productivity, enhanced decision-making through comprehensive data insights, improved efficiency by streamlining workflows, reduced costs by minimizing manual effort, and a competitive advantage through the adoption of cutting-edge AI technology. By leveraging Spaceflare, CRE professionals can discover new investment opportunities, identify potential development sites, analyze market trends and competitor activity, streamline due diligence processes, and make data-driven decisions with confidence.


### 15. [Sparks AI](https://www.g2.com/products/sparks-ai/reviews)
  **Product Description:** Sparks AI is an innovative platform designed to enhance productivity by enabling users to create and manage personalized teams of AI agents. These agents can autonomously perform tasks such as research, coding, and artifact generation, streamlining workflows and reducing manual effort. Users can customize agents by selecting from various templates, models, and tools, tailoring them to specific needs without requiring coding expertise. The platform also supports real-time collaboration, allowing multiple users and AI agents to interact within shared projects, ensuring synchronized updates and efficient teamwork. Additionally, Sparks AI offers an app store where users can explore and integrate ready-made agents or share their own creations, fostering a community-driven environment for AI development. By automating complex tasks and facilitating seamless collaboration, Sparks AI empowers individuals and teams to significantly boost their productivity and focus on higher-level strategic initiatives.


### 16. [Spokes AI](https://www.g2.com/products/spokes-ai/reviews)
  **Product Description:** Spokes AI is an innovative platform that enables businesses to seamlessly integrate AI-powered assistants into their workflows without requiring any coding skills. By supporting popular platforms like Slack, Telegram, and Shopify, Spokes AI allows users to choose from leading language models such as GPT-4, Mistral, and Gemini, and customize these assistants with their own data. Key Features and Functionality: - No Coding Skills Required: Easily add AI assistants to your workflow with just a few clicks. - Platform Integration: Supports integration with platforms like Slack, Telegram, and Shopify. - Choice of Language Models: Select from advanced language models including GPT-4, Mistral, and Gemini. - Data Customization: Personalize AI assistants using your own data to enhance relevance and performance. - 24/7 Client Support: Provide round-the-clock personalized support to customers, capturing their concerns and facilitating efficient resolution. - Automated Selling System: Enhance internal communication by streamlining procedures, accessing documentation swiftly, and improving inter-departmental collaboration. - Website Copilot: Equip your website or application with an AI assistant that guides users through navigation, enhancing user experience. Primary Value and Solutions: Spokes AI empowers businesses to enhance customer engagement and operational efficiency by integrating AI assistants into their existing workflows. By offering customizable, no-code solutions that work across multiple platforms, Spokes AI addresses the need for accessible and effective AI integration. This leads to improved customer support, streamlined internal processes, and a more interactive user experience on digital platforms.


### 17. [Supervity](https://www.g2.com/products/supervity/reviews)
  **Average Rating:** 4.9/5.0
  **Total Reviews:** 19
  **Product Description:** Supervity (formerly Techforce.ai) empowers business teams to achieve faster outcomes by enabling them to rapidly automate and share knowledge work with its AI Coach. Today, over 12000 business users – from established corporations to fast growing start-ups – are using Supervity&#39;s no-code AI-enabled platform that has transformed the workplace. The use cases vary across industries and business functions helping companies improve sales outcomes by up to 30% and increase operational productivity by up to 70%. The solutions offered by Supervity can cover business processes of software companies and their customers. The solution supports both UI and API based integrations for business teams to automate their manual work. The platform is built with team collaboration at it’s core for users to create and share no-code automations as reusable digital skills with colleagues and customers. Supervity also enables product-led companies to help their end users achieve faster outcomes with AI Coach. It is one of the very few companies which offers embedded RPA, Conversational AI and OCR AI capabilities “as-a-service” in white labelled model. Currently the company is working with large system integrators like KPMG, IBM and Accenture and building industry specific solutions in the Financial Services, Healthcare and Federal market segments.



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

**Pros:**

- Users value the **automation capabilities** of Supervity, enhancing user engagement and feedback collection effortlessly.
- Users value the **business growth opportunities** provided by Supervity’s templates for engaging and activating users effectively.
- Users value the **customization options** in Supervity for tailoring surveys and nudges to engage users effectively.
- Users value the **ease of use** of Supervity, finding it simple to create surveys and engaging nudges.
- Users value the **easy creation** of surveys and nudges on Supervity, effectively engaging and activating their audience.

**Cons:**

- Users find the **analytics dashboards lacking** in intuitiveness and basic data offerings, suggesting better integration options.
- Users find the **lack of integration** limits the potential of Supervity&#39;s analytics dashboards, affecting user experience.
- Users find the **limited analytics** of Supervity to be basic and lacking in integration options with BI tools.
- Users feel the **limited features** of Supervity restrict their analytics capabilities and urge for improved integrations with BI tools.
- Users find the **analytics dashboards limited** , needing more intuitive design and better integration with third-party BI tools.
  #### What Are Recent G2 Reviews of Supervity?

**"[Super easy to use platform to build application walkthroughs and business automations](https://www.g2.com/survey_responses/supervity-review-7036433)"**

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

[Read full review](https://www.g2.com/survey_responses/supervity-review-7036433)

---

**"[Amazing features for in-app surveys and marketing automation](https://www.g2.com/survey_responses/supervity-review-7036506)"**

**Rating:** 5.0/5.0 stars
*— Mahesh G.*

[Read full review](https://www.g2.com/survey_responses/supervity-review-7036506)

---

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

- [What is Techforce.ai used for?](https://www.g2.com/discussions/what-is-techforce-ai-used-for)
### 18. [SupplierScout](https://www.g2.com/products/supplierscout/reviews)
  **Product Description:** SupplierScout&#39;s Agentic AI Procurement Software revolutionizes the procurement process by automating key workflows such as supplier search, data enrichment, and outreach. This platform enables procurement teams to set policies while the software executes repeatable tasks, ensuring efficiency and compliance. By integrating structured supplier data, verified emails, and tracked communications, SupplierScout offers a comprehensive solution for modern procurement needs. Key Features and Functionality: - Automated Supplier Search: The software identifies and queues potential suppliers overnight, streamlining the sourcing process. - Data Enrichment: It enriches supplier contact information by morning, providing procurement teams with up-to-date and accurate data. - Outreach Automation: The platform drafts introductory emails for buyer approval, facilitating swift and consistent communication. - Human-in-the-Loop Approvals: While automating many steps, the software ensures that human oversight is maintained, allowing for approvals and adjustments as needed. - Verified Supplier Data: SupplierScout grounds every autonomous step in verified firmographics and emails, ensuring the reliability of supplier information. Primary Value and User Solutions: SupplierScout addresses common procurement challenges by reducing manual data entry and research time, allowing buyers to focus on strategic decisions. The platform&#39;s automation capabilities lead to significant time savings, with users reporting up to 15 hours saved on operational tasks weekly. By providing a centralized workspace for supplier discovery, data enrichment, and outreach, SupplierScout enhances procurement efficiency and effectiveness.


### 19. [Surfn AI](https://www.g2.com/products/surfn-ai/reviews)
  **Product Description:** Surfn is a modern, no-code AI platform that empowers businesses and creators to create AI Agent Pages—beautiful, on-brand AI agents you can share anywhere your audience is. AI agent pages are designed to drive more engagement, conversions, and growth across your marketing and sales funnels. While most chatbots just respond, Surfn agents take action. They educate, qualify, and take action at the right moment—booking calls, qualifying leads, selling products, providing information, running surveys, or showcasing proof like videos and testimonials—all inside a fully branded experience. In minutes, any team can design and deploy an AI Page—shareable as a link, QR code, or seamlessly embedded on their site—that feels like their brand and drives measurable outcomes. Surfn AI agent pages power a wide range of use cases, from interactive lead magnets and personalized guidance to lead nurturing &amp; follow-up, AI coaches &amp; course companions, qualification &amp; booking, applicant screening, in-app Q&amp;A, post-purchase feedback, and more. With no-code customization, multi-channel deployment, powerful integrations, and built-in conversion logic, Surfn helps businesses turn traffic into up to 30% more leads, bookings, and sales—and grow faster, automatically. 👉 Learn more at surfn.ai


### 20. [Surogate](https://www.g2.com/products/surogate/reviews)
  **Product Description:** Surogate is an enterprise-grade platform designed to facilitate the creation, deployment, and management of autonomous AI agents within an organization&#39;s infrastructure. It streamlines the entire agent lifecycle—from initial design to continuous improvement—without the need to integrate multiple tools. By operating on your servers or preferred cloud services, Surogate ensures that your data remains secure and within your control. Key Features and Functionality: - Autonomous Agent Runtime: Enables the development of agents capable of reasoning, planning, and executing complex workflows by integrating skills, tools, and sub-agents. - Complete Observability: Provides full execution traces for every agent run, including detailed logs of decisions, tool calls, and errors, ensuring transparency and accountability. - Built-in Model Training and Fine-Tuning: Offers integrated pipelines for training and fine-tuning models, allowing for continuous enhancement of agent performance based on real-world data. - Continuous Improvement Loop: Utilizes production data to iteratively refine agents, leading to faster and more accurate specialized models over time. - Git-Style Data Hub: Features a centralized repository for models, datasets, and agent definitions with version control, facilitating collaboration and consistency across teams. - Enterprise Security and Governance: Incorporates role-based access control, guardrails, and audit logs to maintain compliance and protect sensitive information. Primary Value and Problem Solved: Surogate addresses the challenge of deploying reliable AI agents at scale by providing a cohesive platform that manages the entire agent lifecycle. Organizations often struggle with integrating disparate tools and ensuring that AI systems operate effectively in production environments. Surogate simplifies this process by offering a unified solution that enhances observability, security, and continuous improvement. By keeping all operations within the organization&#39;s infrastructure, it also ensures data sovereignty and compliance with regulatory standards.


### 21. [symplistic.ai](https://www.g2.com/products/symplistic-ai/reviews)
  **Product Description:** Symplistic.ai is an innovative AI company dedicated to developing intelligent, autonomous agents that seamlessly integrate into enterprise workflows. By leveraging advanced technologies, Symplistic.ai aims to streamline operations, personalize user experiences, and provide real-time insights, particularly within regulated industries such as banking and finance. Their solutions are designed to reduce operational overhead, enhance decision-making processes, and allow human teams to focus on higher-value tasks. Key Features and Functionality: - Agentic AI Solutions: Symplistic.ai specializes in creating AI agents capable of independent thinking, learning, and action. These agents are tailored to address real-world business challenges, including customer support, lead generation, and internal task automation. - IBM watsonx Integration: Built on IBM watsonx and watsonx Orchestrate, Symplistic.ai&#39;s agents offer secure and scalable automation for complex workflows, ensuring trust, compliance, and control within enterprise systems. - Consulting Services: The company provides comprehensive consulting services, guiding organizations through every stage of Agentic AI implementation—from strategy and design to customization, deployment, and adoption. - AI Innovation Hub: Symplistic.ai collaborates with clients to design, prototype, and implement AI solutions through focused pilot programs. They also offer tailored workshops and training to enhance AI capabilities within organizations. Primary Value and Solutions: Symplistic.ai addresses the growing need for intelligent automation in enterprises by offering AI agents that can observe, reason, and act within business workflows. These agents are designed to reduce operational overhead, improve decision-making, and free up human teams to focus on higher-value work. By integrating seamlessly into existing systems and adhering to strict compliance standards, Symplistic.ai&#39;s solutions empower businesses to unlock the full potential of intelligent automation safely and at scale.


### 22. [SyncIQ](https://www.g2.com/products/synciq/reviews)
  **Product Description:** Easily deploy multi AI agent workforce grounded on your data be it structure or unstructured to transform business processes with a configurable human in the loop for control


### 23. [Synera](https://www.g2.com/products/synera/reviews)
  **Product Description:** Synera is an AI agent platform for engineering. It combines workflow automation with digital engineers that work autonomously as a team to complete real engineering tasks using your existing CAD, CAE, PLM, and costing tools. Watch a live demo to see how NASA uses Synera: https://www.youtube.com/watch?v=8YRkwy6Vg90 Synera agents unite the intelligent reasoning and creativity of AI with the guardrails of workflows to run complex processes automatically and deliver precise results needed by R&amp;D engineering teams in markets where speed is a competitive edge. Trusted by OEMs and Tier 1 Suppliers, including Global Fortune 500 manufacturers and their affiliates, like BMW, Airbus, and NASA, Synera’s AI agents accelerate product development up to 10x and lower engineering costs without requiring a change in team size or engineering tools. Guided by the vision to give every engineer the freedom and power to shape the future, Synera’s agentic AI solutions work side by side with engineers taking over repetitive work like simulation, design changes, costing analysis, RFP/RFQ preparation, giving engineering back valuable time to focus on strategic trade-offs and innovation.


### 24. [Tate-A-Tate](https://www.g2.com/products/tate-a-tate/reviews)
  **Product Description:** Tate-A-Tate is a no-code platform that empowers users to rapidly transform ideas into fully functional AI agents without any programming knowledge. By leveraging natural language inputs, individuals can create, deploy, and monetize AI-driven services tailored to various business needs. The platform streamlines the development process, enabling users to launch AI agents complete with user authentication systems, subscription payment integrations, and complex business logic powered by artificial intelligence. Key Features and Functionality: - Visual Interface: An intuitive drag-and-drop interface allows for the creation of AI agents in minutes, eliminating the need for coding. - Built-In Marketplace: Integrated global payment systems, including Stripe support, enable users to monetize their AI agents from day one. - Seamless Integration: Deploy AI agents across multiple platforms such as Web, Discord, Telegram, and API, ensuring broad user reach. - Enterprise-Ready Architecture: The platform supports large-scale deployments with high concurrency access, catering to enterprise-level requirements. - Skill Management: Users can manage, edit, and list created skills, enhancing the flexibility of data processing and task execution within AI agents. Primary Value and Solutions Provided: Tate-A-Tate addresses the challenges of AI agent development by offering a comprehensive, user-friendly platform that simplifies the creation and deployment process. It enables individuals and businesses to bring AI agent ideas to life swiftly, bypassing technical hurdles such as coding, infrastructure setup, and payment integrations. By providing tools for rapid development, seamless integration, and immediate monetization, Tate-A-Tate empowers users to transform their visions into valuable AI services ready for the market.


### 25. [TheAgentic LLM](https://www.g2.com/products/theagentic-llm/reviews)
  **Product Description:** TheAgentic is the most accurate LLM for AI Agents. TheAgentic empowers your startup to build intelligent AI agents with unmatched accuracy in multi-step reasoning, function-calling, and structured outputs. Discover how you can transform your AI workflows using our industry-leading models, and leverage our platform to create custom AI solutions tailored to your needs.



    ## 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 Customer Support Agents Software](https://www.g2.com/categories/ai-customer-support-agents)

  
---

## 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



    
