# Best AI Agent Builders Software - Page 2 *By [Bijou Barry](https://research.g2.com/insights/author/bijou-barry)* The leading AI agent builder in 2026 is Salesforce Agentforce, rated 4.3 out of 5 on G2 based on 1,100+ verified reviews. For RPA-native orchestration, UiPath Agentic Automation edges ahead at 4.6 stars, while Zapier dominates the no-code segment with strong cross-app automation capabilities. 1. Salesforce Agentforce — 4.3/5 (1,100+ reviews): Salesforce-native autonomous agent building and deployment 2. UiPath Agentic Automation — 4.6/5 (7,500+ reviews): RPA-native agentic orchestration with human-in-the-loop 3. OutSystems — 4.5/5 (1,700+ reviews): Visual agentic app development with low-code 4. ServiceNow AI Agents — 4.3/5 (400+ reviews): ServiceNow-native agentic ITSM workflow automation 5. Zapier — 4.5/5 (2,000+ reviews): No-code agent-building with cross-app workflow automation *Updated June 2026. Based on 2026 G2 verified review data across 5 products.* AI agent builders are platforms purpose-built to create, configure, deploy, and manage AI agent software entities that autonomously pursue goals, execute multi-step tasks, and take actions across connected systems with minimal human intervention. Unlike tools that have added AI assistance or copilot features as a layer on top of existing functionality, AI agent builders are primarily oriented around the agent development lifecycle: defining agent goals and behaviors, connecting agents to tools and data sources, orchestrating multi-step or multi-agent workflows, and monitoring agent performance over time. These platforms enable agents to reason across context, chain actions together, call external APIs and services, and operate asynchronously, going beyond responding to individual user queries to proactively completing work on a user's behalf. This distinguishes them from [conversational interface agents](https://www.g2.com/categories/conversational-interface-agents), which are primarily focused on the human-to-system interaction layer, and from [chatbot software](https://www.g2.com/categories/chatbots), which handles reactive, turn-by-turn dialogue. AI agent builders are used across functions, including customer support, sales development, IT operations, HR, and back-office automation. They are deployed by technical and non-technical builders seeking to automate complex, multi-step business processes that previously required human judgment or coordination across multiple systems. These platforms typically offer a dedicated environment for designing agent logic and workflows, integration with enterprise systems such as [CRM software](https://www.g2.com/categories/crm), knowledge bases, ticketing systems, and external APIs, and tools for testing, observing, and iterating on agent behavior in production. To qualify for inclusion in the AI Agent Builders category, a product must: - Provide a dedicated environment for building and configuring AI agents, including defining goals, instructions, behaviors, and the tools or data sources agents can access - Enable agents to run multi-step, goal-directed workflows autonomously, not just respond to individual queries - Support integration with external systems, APIs, or enterprise data sources that agents can read from or write to as part of task execution - Integrate deeply with business systems, such as CRM or knowledge bases, ensuring data-driven and role-specific interactions - Offer tools to monitor, evaluate, and iterate on agent performance, such as logs, analytics dashboards, or testing environments - Allow for human-in-the-loop controls, including escalation paths, approval steps, or override mechanisms - Maintain security, compliance, and data privacy protocols appropriate for enterprise deployment ## Top AI Agent Builders Software at a Glance | # | Product | Rating | Best For | What Users Say | |---|---------|--------|----------|----------------| | 1 | [Salesforce Agentforce](https://www.g2.com/products/salesforce-agentforce/reviews) | 4.3/5.0 (1,160 reviews) | Salesforce-native autonomous agent building and deployment | "[Autonomous AI Agents That Streamline Workflows Across the Salesforce Ecosystem](https://www.g2.com/survey_responses/salesforce-agentforce-review-12739909)" | | 2 | [UiPath Agentic Automation](https://www.g2.com/products/uipath-agentic-automation/reviews) | 4.6/5.0 (6,110 reviews) | RPA-native agentic orchestration with human-in-the-loop | "[Extending RPA Capabilities with Agentic AI](https://www.g2.com/survey_responses/uipath-agentic-automation-review-13049861)" | | 3 | [OutSystems](https://www.g2.com/products/outsystems/reviews) | 4.5/5.0 (1,577 reviews) | Visual agentic app development with low-code | "[OutSystems Speeds Delivery with a Powerful Visual Low-Code Platform](https://www.g2.com/survey_responses/outsystems-review-12858810)" | | 4 | [Databricks](https://www.g2.com/products/databricks/reviews) | 4.6/5.0 (1,284 reviews) | — | "[Powerful Lakehouse for Big Data, Collaboration, and Efficient Pipelines](https://www.g2.com/survey_responses/databricks-review-12946286)" | | 5 | [ServiceNow AI Agents](https://www.g2.com/products/servicenow-ai-agents/reviews) | 4.3/5.0 (394 reviews) | ServiceNow-native agentic ITSM workflow automation | "[ServiceNow AI Agents Streamline Workflows and Reduce Manual Effort](https://www.g2.com/survey_responses/servicenow-ai-agents-review-12617915)" | | 6 | [Zapier](https://www.g2.com/products/zapier/reviews) | 4.5/5.0 (2,057 reviews) | No-code agent-building with cross-app workflow automation | "[Zapier has changed a lot recently!](https://www.g2.com/survey_responses/zapier-review-12997643)" | | 7 | [CloseBot](https://www.g2.com/products/closebot/reviews) | 4.8/5.0 (174 reviews) | Goal-based lead qualification and conversational appointment-booking | "[CloseBot Fixes the Gap Between Enquiry and Action](https://www.g2.com/survey_responses/closebot-review-12680018)" | | 8 | [Lindy](https://www.g2.com/products/lindy-lindy/reviews) | 4.9/5.0 (171 reviews) | No-code multi-step agent building with natural-language prompting | "[Effortless AI Automation, Perfect for Task Management](https://www.g2.com/survey_responses/lindy-review-12703079)" | | 9 | [Jotform AI Agents](https://www.g2.com/products/jotform-ai-agents/reviews) | 4.5/5.0 (624 reviews) | No-code conversational agent deployment with trainable knowledge bases | "[Seamless Setup, User-Friendly AI Agents](https://www.g2.com/survey_responses/jotform-ai-agents-review-12869530)" | | 10 | [Asana](https://www.g2.com/products/asana/reviews) | 4.4/5.0 (13,199 reviews) | AI-automated cross-team workflow orchestration | "[Intuitive Dashboards and Seamless AI Integration](https://www.g2.com/survey_responses/asana-review-13045059)" | --- ## What Are the Most Common Questions About AI Agent Builders Software? *AI-generated · Last updated: May 26, 2026* ### Ai tools for building agents? Based on G2 reviews, buyers looking into AI agent builders most often mention tools that help automate support, sales follow-up, workflow execution, and data-heavy tasks without requiring deep engineering effort. According to verified users, strong options in this category stand out for low-code setup, integrations with systems like CRMs, knowledge bases, and collaboration tools, plus the ability to handle repetitive work at scale. G2 reviewers mention that some products are especially valued for conversational support and lead handling, while others are chosen for orchestration, document processing, or broader automation. The right fit depends on whether your priority is customer service, internal operations, voice automation, or cross-system workflow management. ### I want the easiest ai agent builder for onboarding agents, which software has the simplest UI? Based on G2 reviews, [Salesforce Agentforce](https://www.g2.com/products/salesforce-agentforce/reviews/salesforce-agentforce-review-12854878) appears most often among recently reviewed eligible products, and verified users frequently describe setup as straightforward once testing is in place. According to verified users across the category, the easiest interfaces are usually described as low-code or no-code, with visual builders, guided setup, and minimal switching between tools. G2 reviewers mention that ease of use often comes down to whether teams need simple onboarding bots or more advanced workflows, because some platforms are intuitive for first builds but become more technical as complexity grows. For onboarding-focused agents, buyers should look for clear workflow builders, reusable templates, and integrations that reduce manual setup work. ### What’s the best ai agent builder platform for a non-coder to spin up customer support bots? Based on G2 reviews, non-coders usually favor platforms that pair easy setup with strong support use cases such as FAQ handling, ticket deflection, and always-on website chat. According to verified users, the strongest options for customer support bots reduce the need for heavy coding by offering drag-and-drop builders, prebuilt flows, and knowledge-base connections. G2 reviewers mention that support teams value tools that can answer routine questions quickly, escalate when needed, and maintain a natural conversation style. Ease of training and deployment is also a recurring theme in reviews, especially for teams without dedicated developers. The best fit depends on whether you need chat, voice, or omnichannel support automation inside your existing service workflow. **Here are some of the top-rated products on G2:** - [Salesforce Agentforce](https://www.g2.com/products/salesforce-agentforce/reviews/salesforce-agentforce-review-12856902) – often used to automate support queues, case deflection, and knowledge-base driven customer help - [Jotform AI Agents](https://www.g2.com/products/jotform-ai-agents/reviews/jotform-ai-agents-review-12805226) – frequently used for FAQ bots and customer support assistants with simple setup - [CloseBot](https://www.g2.com/products/closebot/reviews/closebot-review-12680437) – commonly used for conversational intake and appointment-booking support flows ### Ai agent builders comparison which platform has the most reliable multi-agent orchestration? Based on G2 reviews, reliability in multi-agent orchestration is most often tied to how well a platform manages workflows across agents, systems, and approvals rather than just chat responses. According to verified users, products in this category are praised when they can coordinate agents with automation layers, handle structured handoffs, and support more complex business processes without excessive manual intervention. G2 reviewers mention strengths such as orchestration dashboards, reusable agents, and the ability to connect AI-driven steps with traditional workflow logic. Buyers comparing platforms for this need should prioritize review signals around governance, workflow visibility, and cross-system execution, especially if the use case involves multiple teams, long-running processes, or a mix of AI and human-in-the-loop actions. ### Best ai agent builder app for mobile so i can manage and tweak agents from my phone? Based on G2 reviews, mobile management is mentioned less often than desktop workflow building, so buyers should expect stronger support for monitoring and light updates than full agent design from a phone. According to verified users, some platforms are appreciated for accessible interfaces, quick navigation, and integrations that keep key workflows visible even when away from a desk. G2 reviewers mention mobile usefulness mainly in the context of notifications, reviewing activity, staying on top of tasks, and responding quickly, while deeper workflow setup is still often easier on desktop. If mobile access matters, buyers should look for products with responsive interfaces, simple dashboards, and integrations that let teams monitor conversations, tasks, or automations without needing a full workstation. **Here are some of the top-rated products on G2:** - [Salesforce Agentforce](https://www.g2.com/products/salesforce-agentforce/reviews/salesforce-agentforce-review-12814554) – mentioned by users for organized workflows and interest in more mobile-friendly, on-the-go use - [Zapier](https://www.g2.com/products/zapier/reviews/zapier-review-12584216) – used to monitor and automate recurring tasks with lightweight troubleshooting and notifications ### Best no-code ai agent builder software to embed on my website chat widget? Based on G2 reviews, no-code buyers looking for website chat widgets tend to value fast setup, easy training, and the ability to answer visitor questions without constant human involvement. According to verified users, the best experiences come from platforms that let teams publish quickly, connect knowledge sources, and manage conversational flows without heavy engineering work. G2 reviewers mention website chat use cases such as customer support, lead qualification, intake, and booking, often highlighting drag-and-drop interfaces or simple setup steps. Buyers should pay close attention to review themes around embedding, branding, response quality, and whether the tool can manage repetitive queries while still escalating or handing off when conversations become more complex. **Here are some of the top-rated products on G2:** - [Jotform AI Agents](https://www.g2.com/products/jotform-ai-agents/reviews/jotform-ai-agents-review-12752794) – often used to create website chatbots from uploaded files or site content with minimal setup - [Botpress](https://www.g2.com/products/botpress/reviews/botpress-review-12418677) – frequently used for customer-facing chat flows that automate answers and improve lead capture - [CloseBot](https://www.g2.com/products/closebot/reviews/closebot-review-12680437) – commonly embedded for conversational intake, appointment booking, and real-time website responses ### Which ai agent builder is actually worth paying for if i want sales outreach agents, not just toy demos? Based on G2 reviews, [Salesforce Agentforce](https://www.g2.com/products/salesforce-agentforce/reviews/salesforce-agentforce-review-12854878) shows the strongest recent review presence among eligible products, making it the clearest single-product signal for buyers looking beyond lightweight experimentation. According to verified users, platforms worth paying for are the ones tied to measurable workflow outcomes such as lead qualification, CRM updates, approvals, and follow-up automation rather than novelty demos. G2 reviewers mention that serious sales use cases depend on strong integrations, reliable execution, and the ability to work with live business data. Buyers should favor products repeatedly described as useful for lead handling, deal prep, or sales workflow automation, especially if they need a tool that can move from pilot to everyday operational use. ### Top-rated ai agent builder platforms for saas companies that need workflow automation? Based on G2 reviews, SaaS teams evaluating agent builders for workflow automation consistently focus on platforms that connect apps, reduce repetitive operational work, and let teams automate structured processes at scale. According to verified users, the most useful products in this scenario are those that support app integrations, orchestration, data movement, and reusable workflows across support, operations, and go-to-market teams. G2 reviewers mention benefits such as centralizing workflows, reducing manual handoffs, improving response consistency, and moving faster without depending on custom development for every new process. For SaaS environments, buyers should look for signals around integration breadth, workflow visibility, low-code setup, and support for scaling automations across multiple internal teams and customer-facing operations. **Here are some of the top-rated products on G2:** - [UiPath Agentic Automation](https://www.g2.com/products/uipath-agentic-automation/reviews/uipath-agentic-automation-review-12825539) – often used to automate end-to-end workflows that combine AI, RPA, and human review - [Zapier](https://www.g2.com/products/zapier/reviews/zapier-review-12669014) – frequently used by teams to connect apps, route leads, trigger follow-ups, and keep workflows synchronized - [n8n](https://www.g2.com/products/n8n/reviews/n8n-review-12691118) – commonly chosen for flexible workflow automation across APIs, data sources, and AI-driven processes ### What ai agent builder software do startups use for automated onboarding and product tours? Based on G2 reviews, startups tend to favor tools that are quick to stand up, easy to customize, and capable of handling onboarding steps or guided support without requiring large implementation teams. According to verified users, onboarding-related use cases often center on answering repetitive questions, guiding users through forms or setup flows, and reducing manual follow-up. G2 reviewers mention that startup teams value products with low-code builders, reusable workflows, and integrations that keep operational overhead down. For product-tour and onboarding scenarios, buyers should look for review evidence around conversational guidance, easy deployment, and the ability to keep customer or internal onboarding information consistent across channels while scaling beyond manual support. ### Cheapest ai agent builder tools that still have solid integrations with slack and hubspot? Based on G2 reviews, budget-conscious buyers still want strong integration depth, especially with go-to-market and collaboration tools. According to verified users, lower-cost or more cost-flexible options are often praised when they connect cleanly with Slack, CRMs, and other core business apps while remaining approachable for small teams. G2 reviewers mention that pricing pressure shows up frequently in this category, so buyers should weigh not only entry cost but also whether workflows, task volumes, or AI usage scale predictably. Affordable options are most attractive when they reduce manual work quickly and fit into existing workflows without requiring major engineering effort. For Slack and HubSpot-heavy teams, integration quality and ease of setup matter as much as sticker price. **Here are some of the top-rated products on G2:** - [Zapier](https://www.g2.com/products/zapier/reviews/zapier-review-12687921) – often used to connect HubSpot, Slack, and other tools for lead routing and workflow automation - [Relay.app](https://www.g2.com/products/relay-app/reviews/relay-app-review-12585150) – praised for easy workflow setup, affordability, and broad connections across common business tools - [n8n](https://www.g2.com/products/n8n/reviews/n8n-review-12845138) – valued for self-hosting flexibility and lower-cost automation across APIs and collaboration systems ## How Many AI Agent Builders Software Products Does G2 Track? **Total Products under this Category:** 376 ### Category Stats (Jul 2026) - **Average Rating**: 4.65/5 (↑0.01 vs Jun 2026) The average rating of products in this category, based on all submitted ratings - **Top Trending Product**: UiPath Agent Builder (+3.93%) - Among all products in this category, UiPath Agent Builder recorded the largest rating increase compared to last month *Last updated: July 04, 2026* ## How Does G2 Rank AI Agent Builders Software Products? **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 83,500+ Authentic Reviews - 376+ Products - Unbiased Rankings G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category. ## Which AI Agent Builders Software Is Best for Your Use Case? - **Leader:** [Salesforce Agentforce](https://www.g2.com/products/salesforce-agentforce/reviews) - **Highest Performer:** [CloseBot](https://www.g2.com/products/closebot/reviews) - **Easiest to Use:** [CloseBot](https://www.g2.com/products/closebot/reviews) - **Top Trending:** [n8n](https://www.g2.com/products/n8n/reviews) - **Best Free Software:** [Salesforce Agentforce](https://www.g2.com/products/salesforce-agentforce/reviews) --- **Sponsored** ### Nextworld Platform Nextworld is an application generation platform designed for developing enterprise-grade applications, automations, and AI-powered processes, all within a single governed environment. This innovative solution allows organizations to create and deploy applications without the need for extensive coding knowledge, enabling users to focus on building solutions that meet their specific operational needs. By eliminating the traditional rip-and-replace model, Nextworld helps businesses avoid accumulating new technical debt while enhancing their existing systems. Targeted primarily at mid-sized, high-growth companies seeking to optimize their operations, Nextworld caters to a diverse range of users, including IT departments, business analysts, and operational teams. The platform empowers these users to build applications that traditional ERP systems may not support, such as operational apps, internal tools, and workflow systems. Additionally, the AI-powered app generation feature allows for the rapid creation of applications, streamlining the development process and reducing time-to-market for new solutions. One of the standout features of Nextworld is its ability to automate processes across the entire organization. Intelligent agents facilitate orchestration of work between various ERPs, systems, teams, and data sources, ensuring that tasks are completed efficiently and effectively. This interconnectedness not only enhances productivity but also allows for a more cohesive workflow, as users can manage and monitor processes from a centralized platform. Furthermore, the headless capabilities of Nextworld ensure that data and logic are not confined to a single application, providing the flexibility to surface information wherever it is needed within the organization. Security is a critical consideration for enterprise applications, and Nextworld addresses this by automatically inheriting enterprise-grade security measures. Features such as role-based access, gated promotion, and comprehensive audit trails ensure that sensitive information is protected while maintaining compliance with industry standards. The platform is also SOC 1 and SOC 2 Type II attested, reinforcing its commitment to security and reliability. With Nextworld, organizations can operate with a single source of truth, enabling them to make informed decisions based on accurate and up-to-date data. Overall, Nextworld represents a significant advancement in the realm of no-code development platforms, offering a robust solution for enterprises looking to innovate and streamline their operations. By combining ease of use with powerful automation and security features, Nextworld stands out as a comprehensive tool for organizations aiming to enhance their operational efficiency and agility. [Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list&secure%5Bcategory_id%5D=1009956&secure%5Bchosen_at%5D=2026-07-05T04%3A59%3A24Z&secure%5Bdisplayable_resource_id%5D=1009956&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=page_category&secure%5Bplacement_resource_ids%5D%5B%5D=1009956&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=1406867&secure%5Bresource_id%5D=1009956&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fai-agent-builders%3Fpage%3D19&secure%5Btoken%5D=73cb1bb8b74ecfa195b99db0628900f2c8e6e7062e2b5a3a16b34a0ca328668a&secure%5Burl%5D=https%3A%2F%2Fwww.nextw.com&secure%5Burl_type%5D=company_website) --- ## What Are the Top-Rated AI Agent Builders Software Products in 2026? ### 1. [Langchain](https://www.g2.com/products/langchain/reviews) LangChain is an open-source framework designed to simplify the development of applications powered by large language models (LLMs). By providing a suite of tools and abstractions, LangChain enables developers to build context-aware, reasoning applications such as chatbots, question-answering systems, and content generators. Its modular architecture allows for seamless integration with various LLMs, including those from OpenAI, Anthropic, and Cohere, facilitating the creation of sophisticated AI-driven solutions. Key Features and Functionality: - Modular Components: LangChain offers isolated modules for model input/output, prompt templates, and retrieval mechanisms, allowing developers to customize and extend functionalities as needed. - Agent Framework: The framework supports the creation of agents that can make decisions and perform tasks based on user inputs, enhancing the interactivity and utility of applications. - Memory Management: LangChain provides both short-term and long-term memory capabilities, enabling applications to maintain context over extended interactions. - Extensive Integrations: With over 1,000 integrations, LangChain allows developers to connect with various models, tools, and databases without the need to rewrite application code, ensuring flexibility and future-proofing. - Durable Runtime: Built on LangGraph’s durable runtime, LangChain ensures agents have built-in persistence, rewind capabilities, checkpointing, and support for human-in-the-loop interactions. Primary Value and Problem Solving: LangChain addresses the challenges developers face when integrating LLMs into applications by offering a structured and efficient approach to building AI-driven solutions. It streamlines the development process, reduces the complexity associated with managing interactions between various components, and provides the flexibility to adapt to evolving AI technologies. By leveraging LangChain, developers can rapidly deploy reliable and scalable AI applications that are capable of understanding and responding to complex user inputs, thereby enhancing user experiences and operational efficiency. **Average Rating:** 4.6/5.0 **Total Reviews:** 42 **Who Is the Company Behind Langchain?** - **Seller:** [Langchain](https://www.g2.com/sellers/langchain) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/langchain/ (291 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 48% Small-Business, 36% Enterprise #### What Are Langchain's Pros and Cons? **Pros:** - Ease of Use (15 reviews) - Easy Integrations (13 reviews) - Features (13 reviews) - Integrations (7 reviews) - Customization (5 reviews) **Cons:** - Complexity Issues (10 reviews) - Learning Curve (9 reviews) - Poor Documentation (7 reviews) - Error Handling (4 reviews) - Software Instability (4 reviews) ### What Do G2 Reviewers Say About Langchain? *AI-generated summary from verified user reviews* **Pros:** - Users find Langchain's **ease of use** exceptional, allowing seamless integration and rapid development of complex applications. - Users appreciate the **easy integrations** of Langchain, enabling seamless connections with LLMs and external data. - Users praise Langchain for its **feature-rich capabilities** , enabling rapid development of high-quality agents and applications. - Users value the **seamless integrations** of LangChain, enabling faster development of complex LLM-powered workflows. - Users value the **customization options** in LangChain, allowing tailored and flexible development for AI applications. **Cons:** - Users find **complexity issues** with Langchain due to abstract layers, rapid updates, and steep learning curves. - Users find the **learning curve steep** , especially for those new to LLMs or without Python experience. - Users find the **documentation overwhelming and often outdated** , leading to confusion and a challenging learning curve. - Users face challenges with **error handling** in Langchain, often struggling with outdated documentation and version dependencies. - Users find the **software instability** of LangChain challenging, with frequent updates breaking code and complicating long-term use. #### What Are Recent G2 Reviews of Langchain? **"[LangChain: Flexible, Student-Friendly Framework That Speeds AI Development](https://www.g2.com/survey_responses/langchain-review-13050894)"** **Rating:** 4.0/5.0 stars *— Ayush C.* [Read full review](https://www.g2.com/survey_responses/langchain-review-13050894) --- **"[LangChain Speeds Up Building AI Apps with Great Integrations](https://www.g2.com/survey_responses/langchain-review-13036471)"** **Rating:** 4.0/5.0 stars *— Ritesh G.* [Read full review](https://www.g2.com/survey_responses/langchain-review-13036471) --- ### 2. [ElevenLabs](https://www.g2.com/products/elevenlabsio/reviews) ElevenLabs is the world’s most advanced generative media and voice AI company, powering creation, localization, and intelligent interaction across every medium. Built around two core platforms—Creative and Agents—ElevenLabs combines state-of-the-art speech, sound, image, and video technologies to make digital expression instant, human, and scalable. The Creative Platform provides everything teams need to generate, transform, and produce media at studio quality. It includes Voice v3 (the most expressive text-to-speech model on the market), Scribe v2 for industry-leading speech-to-text, Voice Design and Voice Cloning for personalized character creation, Voice Isolator and Voice Changer for transformation, and Realtime Speech-to-Text for dynamic use cases. Users can also generate AI Sound Effects (SFX), AI Music, and create visuals through Image and Video generation. Production tools like Studio, Dubbing, Voice Library, and Productions enable full-scale localization and content workflows—all in one seamless environment. The Agents Platform extends ElevenLabs’ technology into real-time interaction. It allows developers and enterprises to deploy voice-native AI agents that can reason, converse, and complete tasks. Through built-in Workflows, agents can act on context, access information, and deliver personalized customer experiences across sales, support, and education—all powered by ElevenLabs’ expressive voice technology. Enterprises integrate via SOC 2-compliant APIs, SDKs, and on-prem deployments to build secure, scalable, and multilingual solutions. Ethical guardrails such as Speech Classifier, watermarking, and granular voice usage controls ensure trust and transparency across every product. From content creation and localization to intelligent automation, ElevenLabs unites creativity and communication—empowering the world to create, converse, and connect in any language, medium, or voice. **Average Rating:** 4.5/5.0 **Total Reviews:** 1,145 **Who Is the Company Behind ElevenLabs?** - **Seller:** [Eleven Labs](https://www.g2.com/sellers/eleven-labs-1235fa78-9455-4719-b9e0-9bae6a18eb20) - **Company Website:** https://elevenlabs.io/ - **Year Founded:** 2022 - **HQ Location:** New York, US - **LinkedIn® Page:** https://www.linkedin.com/company/elevenlabsio/ (957 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** CEO, Founder - **Top Industries:** Marketing and Advertising, Entertainment - **Company Size:** 73% Small-Business, 7% Mid-Market #### What Are ElevenLabs's Pros and Cons? **Pros:** - Ease of Use (469 reviews) - Quality (318 reviews) - Speed (289 reviews) - Features (239 reviews) - Easy Setup (218 reviews) **Cons:** - Expensive (171 reviews) - Needs Improvement (162 reviews) - Pricing Issues (148 reviews) - Missing Features (129 reviews) - Pronunciation Issues (109 reviews) ### What Do G2 Reviewers Say About ElevenLabs? *AI-generated summary from verified user reviews* **Pros:** - Users commend ElevenLabs for its **exceptional ease of use** , allowing for fast and reliable task completion effortlessly. - Users praise the **impressive voice quality** of ElevenLabs, noting its seamless and human-like sound for content creation. - Users appreciate the **speed and reliability** of ElevenLabs, enhancing efficiency in content creation and study tasks. - Users love the **high-quality, human-like voices** and the ease of setup, making ElevenLabs intuitive and user-friendly. - Users appreciate the **easy setup** of ElevenLabs, enabling a smooth integration into their workflow without hassle. **Cons:** - Users find the **costly pricing structure** limiting, especially for high-volume usage and losing unused credits monthly. - Users feel that **voice talent direction is harder than advertised** and desire improvements in usability and documentation. - Users express concern over **pricing issues** , noting that credits expire and are insufficient for high-volume needs. - Users express concerns about the **missing features** like custom datasets and vocabulary support that limit effectiveness. - Users report significant **pronunciation issues** , particularly with roman numerals and certain acronyms, affecting the overall experience. #### What Are Recent G2 Reviews of ElevenLabs? **"[ElevenLabs Delivers Super-Realistic Audio & Video with a Clean, Easy UI](https://www.g2.com/survey_responses/elevenlabs-review-13054760)"** **Rating:** 5.0/5.0 stars *— Milan S.* [Read full review](https://www.g2.com/survey_responses/elevenlabs-review-13054760) --- **"[Incredible Text-to-Voiceover: Fast, Affordable, and Intuitive](https://www.g2.com/survey_responses/elevenlabs-review-13061015)"** **Rating:** 4.5/5.0 stars *— Curran M.* [Read full review](https://www.g2.com/survey_responses/elevenlabs-review-13061015) --- ### 3. [IBM watsonx.ai](https://www.g2.com/products/ibm-watsonx-ai/reviews) Watsonx.ai is part of the IBM watsonx platform that brings together new generative AI capabilities, powered by foundation models and traditional machine learning into a powerful studio spanning the AI lifecycle. With watsonx.ai, you can build, train, validate, tune and deploy generative AI, foundation models and machine learning capabilities with ease and build AI applications in a fraction of the time with a fraction of the data. **Average Rating:** 4.4/5.0 **Total Reviews:** 133 **Who Is the Company Behind IBM watsonx.ai?** - **Seller:** [IBM](https://www.g2.com/sellers/ibm) - **Company Website:** https://www.ibm.com - **Year Founded:** 1911 - **HQ Location:** Armonk, New York, United States - **Twitter:** @IBMSecurity (74,660 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/1009/ (328,202 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Consultant - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 41% Small-Business, 31% Enterprise #### What Are IBM watsonx.ai's Pros and Cons? **Pros:** - Ease of Use (67 reviews) - Model Variety (29 reviews) - AI Integration (28 reviews) - Features (26 reviews) - AI Capabilities (23 reviews) **Cons:** - Difficult Learning (20 reviews) - Complexity (19 reviews) - Learning Curve (19 reviews) - Expensive (17 reviews) - Complex Setup (15 reviews) ### What Do G2 Reviewers Say About IBM watsonx.ai? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **ease of use** of IBM watsonx.ai, enjoying its intuitive setup and seamless integration. - Users value the **variety of model training options** offered by IBM watsonx.ai, enhancing customization and integration with workflows. - Users value the **seamless integration of enterprise-grade AI** in IBM watsonx.ai, enhancing decision-making and operational efficiency. - Users appreciate the **enterprise-grade AI integration** of IBM watsonx.ai, enhancing their ability to train models effectively. - Users value the **enterprise-grade AI capabilities** of IBM watsonx.ai, enhancing reliability and scalability in real-world applications. **Cons:** - Users find the **difficult learning** curve of IBM watsonx.ai challenging, especially for those without technical expertise. - Users find the **complexity of setup** in IBM watsonx.ai challenging, especially for small teams and beginners. - Users find the **steep learning curve** of IBM watsonx.ai challenging, particularly for those without technical expertise. - Users find the product **expensive** and complex, making it less suitable for small teams and beginners. - Users find the **complex setup** of IBM watsonx.ai challenging, particularly for beginners and small teams. #### What Are Recent G2 Reviews of IBM watsonx.ai? **"[Enterprise-Ready AI with Strong Governance and Flexible Model Support](https://www.g2.com/survey_responses/ibm-watsonx-ai-review-12773148)"** **Rating:** 4.0/5.0 stars *— Arkajit D.* [Read full review](https://www.g2.com/survey_responses/ibm-watsonx-ai-review-12773148) --- **"[Comprehensive AI Platform with Steep Learning Curve](https://www.g2.com/survey_responses/ibm-watsonx-ai-review-12555087)"** **Rating:** 4.5/5.0 stars *— Prashant Kumar S.* [Read full review](https://www.g2.com/survey_responses/ibm-watsonx-ai-review-12555087) --- ### 4. [Make](https://www.g2.com/products/integromat-by-celonis-make/reviews) Make is a leading visual AI automation platform. Make is the platform to build, manage, and scale all your automations and AI agents in one visual landscape. Connect 3,000+ apps, automate complex processes, create AI and agentic workflows, and use model context protocol (MCP) to scale your automations. Use the visual drag-and-drop scenario builder to link apps in a few clicks. Build limitless scenarios that run exactly the way your business needs them to. Make supports any app with an API, so it’s made to fit your tech stack. And with Make AI Agents, your scenarios don't just run – they adapt. Agentic automation lets AI-driven agents handle complex tasks, while responding to changing conditions in real time. Set your scenarios to run on a schedule, trigger them instantly, or watch them run live whenever you need full visibility into what's happening. Make’s transparent logic means you’ll be able to see, manage, and control your automations every step of the way. **Average Rating:** 4.6/5.0 **Total Reviews:** 322 **Who Is the Company Behind Make?** - **Seller:** [Integromat by Celonis](https://www.g2.com/sellers/integromat-by-celonis) - **Company Website:** https://www.integromat.com - **Year Founded:** 2012 - **HQ Location:** Praha 8, Prague - **Twitter:** @integromat (644 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/10589855/ (13 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** CEO, Founder - **Top Industries:** Marketing and Advertising, Computer Software - **Company Size:** 78% Small-Business, 17% Mid-Market #### What Are Make's Pros and Cons? **Pros:** - Automation (22 reviews) - Ease of Use (20 reviews) - Easy Integrations (11 reviews) - Features (9 reviews) - Integrations (9 reviews) **Cons:** - Error Handling (7 reviews) - Learning Curve (7 reviews) - Learning Difficulty (6 reviews) - Complexity (5 reviews) - API Issues (4 reviews) ### What Do G2 Reviewers Say About Make? *AI-generated summary from verified user reviews* **Pros:** - Users find Make to be an **efficient automation platform** that simplifies complex tasks and saves time on integration. - Users find Make's **ease of use** exceptional, simplifying complex tasks with its intuitive drag-and-drop interface. - Users highlight the **easy integrations** of Make, enabling swift automation and enhanced efficiency for their businesses. - Users love the **wide range of features** offered by Make for automating business processes effectively and affordably. - Users value the **seamless integrations** offered by Make, enhancing their automation and operational efficiency across various systems. **Cons:** - Users find **error handling confusing** , as messages lack clarity and helpful information for troubleshooting. - Users find the **learning curve steep** for beginners, making initial use challenging without coding experience. - Users warn that there's a **steep learning curve** for beginners, which can be daunting without coding experience. - Users find the **complexity of configuration** with Make frustrating, leading to inefficiencies and a painful user experience. - Users struggle with **API issues** , citing poor documentation and slow support that hinder effective automation and integration. #### What Are Recent G2 Reviews of Make? **"[Integromat just connects everything](https://www.g2.com/survey_responses/make-review-4671224)"** **Rating:** 5.0/5.0 stars *— Krasimir T.* [Read full review](https://www.g2.com/survey_responses/make-review-4671224) --- **"[Straightforward, Flexible Automations with Make That Exceed Expectations](https://www.g2.com/survey_responses/make-review-12923376)"** **Rating:** 5.0/5.0 stars *— Susanna K.* [Read full review](https://www.g2.com/survey_responses/make-review-12923376) --- #### What Are G2 Users Discussing About Make? - [What is Make (formerly Integromat) used for?](https://www.g2.com/discussions/what-is-make-formerly-integromat-used-for) - 2 comments - [How do you make an Integromat Webhook?](https://www.g2.com/discussions/how-do-you-make-an-integromat-webhook) - 1 comment - [How does Integromat work?](https://www.g2.com/discussions/how-does-integromat-work) - 1 comment - [How good is Integromat?](https://www.g2.com/discussions/how-good-is-integromat) - 2 comments - [What is Integromat?](https://www.g2.com/discussions/what-is-integromat) - 2 comments ### 5. [Gemini Enterprise](https://www.g2.com/products/google-gemini-enterprise/reviews) Google Agentspace is an AI-powered platform designed to enhance enterprise productivity by integrating advanced reasoning capabilities with comprehensive search functionalities and secure access to organizational data. By connecting to widely used applications such as Google Drive, Jira, Confluence, SharePoint, and Salesforce, Agentspace enables employees to efficiently locate, synthesize, and act upon information across various systems. This integration facilitates the automation of complex tasks, streamlining workflows and fostering informed decision-making within organizations. Key Features and Functionality: - Unified Enterprise Search: Agentspace employs Google's multimodal search technology to retrieve relevant information from both structured and unstructured data sources, including documents, emails, and databases. This comprehensive search capability ensures that employees can access pertinent information regardless of its format or location. - Prebuilt Expert AI Agents: The platform offers ready-to-use AI agents tailored for specific tasks: - Deep Research Agent: Generates in-depth reports and analyses. - Idea Generation Agent: Assists in brainstorming and developing innovative strategies. - NotebookLM Plus: Enhances data engagement through features like audio summaries, facilitating a more interactive experience. - Custom Agent Creation: With the Agent Designer tool, users can develop personalized AI agents without requiring technical expertise. This feature allows for the automation of specific workflows and tasks, catering to unique organizational needs. - Seamless Application Integration: Agentspace connects with a variety of business applications, enabling employees to access and query data from platforms like Confluence, Google Drive, Jira, Microsoft SharePoint, and ServiceNow. This integration breaks down data silos and turns disjointed information into actionable insights. - Enterprise-Grade Security and Compliance: Built on Google Cloud's secure infrastructure, Agentspace incorporates robust security measures, including role-based access control (RBAC, customer-managed encryption keys (CMEK, and compliance with standards such as GDPR and HIPAA. These features ensure that sensitive data remains protected and that access is appropriately managed. Primary Value and Problem Solving: Agentspace addresses the challenge of fragmented information within enterprises by providing a centralized platform that integrates diverse data sources and applications. By leveraging AI-driven search and automation, it enhances employee productivity, reduces manual effort, and supports informed decision-making. The platform's ability to create custom AI agents without coding democratizes the use of AI within organizations, allowing teams across various departments to automate repetitive tasks and focus on strategic initiatives. Furthermore, its strong security framework ensures that data integrity and compliance requirements are met, making it a reliable solution for enterprises aiming to harness the power of AI while maintaining control over their information assets. **Average Rating:** 4.6/5.0 **Total Reviews:** 25 **Who Is the Company Behind Gemini Enterprise?** - **Seller:** [Google](https://www.g2.com/sellers/google) - **Year Founded:** 1998 - **HQ Location:** Mountain View, CA - **Twitter:** @google (31,899,995 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/1441/ (341,888 employees on LinkedIn®) - **Ownership:** NASDAQ:GOOG **Who Uses This Product?** - **Company Size:** 44% Mid-Market, 32% Enterprise #### What Are Recent G2 Reviews of Gemini Enterprise? **"[Gemini Enterprise Boosts Daily Efficiency with Seamless Google Workspace Integration](https://www.g2.com/survey_responses/gemini-enterprise-review-12947639)"** **Rating:** 4.5/5.0 stars *— Balram T.* [Read full review](https://www.g2.com/survey_responses/gemini-enterprise-review-12947639) --- **"[Amazing, Low-Hallucination Tool That Makes Team Knowledge Sharing Easy](https://www.g2.com/survey_responses/gemini-enterprise-review-12953499)"** **Rating:** 4.5/5.0 stars *— Verified User in Biotechnology* [Read full review](https://www.g2.com/survey_responses/gemini-enterprise-review-12953499) --- ### 6. [Rayven](https://www.g2.com/products/rayven/reviews) What is Rayven? Rayven is an operational software platform that delivers an AI data fabric - connecting every system, data source, and data stream across a business into a single managed environment, then letting teams build custom apps, AI agents, workflow automations, dashboards, and MCP servers for direct AI model connectivity on top. It is the platform for organisations that need to act on operational data in real-time, deploy AI that actually works in production + build software that fits the way their business operates - without replacing existing systems or waiting 18 months for results. The Problem Rayven Solves Most organisations already have the systems and data they need. The challenge is fragmentation. ERP systems, SCADA platforms, IoT devices, databases, cloud tools, and files all generate valuable data - but it sits in silos, impossible to act on in real-time. The result: manual reporting, disconnected workflows, and AI projects that fail before reaching production. Industry research shows 95% of AI projects never ship - most because the underlying data layer is not clean, connected, or ready. Rayven builds that foundation first, then activates it. The Rayven Platform Rayven operates across five unified layers, delivered as a single managed environment: - Integration: More than 600 pre-built connectors pull data from IT, OT, IoT, files, APIs, databases, and data streams - bidirectionally, in real-time. Connects industrial protocols (OPC UA, Modbus, MQTT, BACnet) alongside cloud platforms, business systems, and proprietary tools. - Data: All connected data lands in a single managed platform - structured, governed + AI-ready. Real-time processing, ETL pipelines, data lakes, and AI model training handled in one place. - Execution: Automation rules, predictive models + agentic AI run directly on live operational data. Rules-based logic, machine learning, and goal-seeking autonomous agents all operate in one execution environment. - Presentation: Custom apps, dashboards, portals, conversational interfaces, and mobile applications deployed from the same platform - built for specific workflows, not generic reporting. - Security, Governance + Hosting: Role-based access control, data lineage, audit trails, AES-256 encryption, data residency controls, and enterprise-grade infrastructure - included as standard. AI Capabilities Rayven includes ten native AI capabilities built directly into the platform: 1. Custom AI agents (goal-seeking, action-taking) 2. Predictive analytics and machine learning 3. Conversational analytics 4. Real-time and continuous model training 5. AI-led workflow automation 6. Multimodal processing (documents, video, images, audio) 7. Anomaly and risk detection 8. Forecasting and optimisation 9. Vision and edge AI inference 10. Generative operational summaries MCP server support enables direct connectivity for AI models including Claude, GPT, and others. What Gets Built Rayven customers build and deploy: - Custom operational apps and field applications. - AI agents that monitor conditions, detect anomalies + take corrective action autonomously. - Predictive maintenance and performance models running on live plant data. - Real-time dashboards and executive reporting tools. - Workflow automations spanning IT and OT systems. - Customer and partner portals. - Data pipelines and integration layers. - White-label software products delivered under partner brands. Key Differentiators vs. Point solutions (Zapier, MuleSoft, Power BI, DataRobot): point solutions do one thing well but force teams to stitch together five separate tools to cover integration, data, AI, presentation, and governance. Rayven replaces the stack. vs. Traditional enterprise platforms (SAP, Oracle, Palantir): enterprise platforms take 12-18 months and seven figures to implement. Rayven deploys in two to 12 weeks at fixed scope and fixed price. vs. Low-code app builders (Mendix, OutSystems): app builders handle the presentation layer but do not solve the underlying data and integration problem. Rayven covers the full stack. Technology Compatibility Rayven is fully technology-agnostic and works alongside existing systems: - Cloud platforms: Microsoft Azure, Google Cloud + AWS - Business systems: SAP, Salesforce, Oracle, and Microsoft 365 - OT platforms: Siemens, Rockwell, Schneider Electric, and Ignition - Industrial protocols: OPC UA, Modbus, MQTT, BACnet, and EtherNet/IP - IoT devices: any device with a data output - Custom and proprietary systems via API, webhook, or direct connector Nothing needs to be replaced. Every existing investment is preserved. Who Uses Rayven Rayven serves businesses from growth-stage to large enterprise across 24+ industries globally - manufacturing, mining, construction, infrastructure, logistics, utilities, financial services, healthcare, agriculture, government, and more. Customers across Australia, Europe, North America, South America, and Africa. Named customers include Anglo American, Fulton Hogan, Glencore, Vodafone, NSW Ports, CSIRO, Collective Intelligence, Ramjack, and AngloGold Ashanti. Delivery Options - DIY: Full platform access. Internal teams build and deploy independently. - Done-For-You: Australia-based delivery team. Fixed scope, fixed price, two to 12 weeks from brief to go-live. - Hybrid: Guided delivery first, with the customer's team taking increasing ownership over time. By the Numbers - More than 600 pre-built connectors. - Ten native AI capabilities. - More than 240 deployments live globally. - Rated 5/5 across more than 140 independent reviews. - Deploys 66% faster than traditional development. - Two to 12 weeks to first working solution. - Rayven exists to close the gap: 95% of AI projects never reach production (industry average). **Average Rating:** 4.9/5.0 **Total Reviews:** 29 **Who Is the Company Behind Rayven?** - **Seller:** [Rayven](https://www.g2.com/sellers/rayven) - **Year Founded:** 2016 - **HQ Location:** Sydney, AU - **Twitter:** @RayvenIOT (56 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/rayveniot/ (33 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Retail - **Company Size:** 69% Mid-Market, 52% Small-Business #### What Are Rayven's Pros and Cons? **Pros:** - Ease of Use (61 reviews) - Features (49 reviews) - Automation (44 reviews) - Customization (42 reviews) - Data Management (36 reviews) **Cons:** - Learning Curve (32 reviews) - Difficult Learning (30 reviews) - Learning Difficulty (25 reviews) - Complex Setup (21 reviews) - Setup Complexity (19 reviews) ### What Do G2 Reviewers Say About Rayven? *AI-generated summary from verified user reviews* **Pros:** - Users find Rayven's **ease of use** exceptional, simplifying automation and integration with intuitive drag-and-drop tools. - Users appreciate Rayven's **robust real-time data handling** and advanced AI capabilities for operational efficiency and flexibility. - Users value the **automation capabilities** of Rayven, enabling seamless integration and real-time data tracking for enhanced efficiency. - Users value Rayven's **customization capabilities** , allowing tailored solutions for seamless integration and enhanced operational efficiency. - Users commend Rayven for its **robust data management capabilities** , ensuring efficient operations with minimal latency and high reliability. **Cons:** - Users experience a **steep learning curve** due to complex configurations, making initial setup overwhelming for beginners. - Users find the **difficult learning curve** with Rayven challenging, requiring time and support for effective usage. - Users experience a **steep initial learning curve** with Rayven, requiring time and support for effective onboarding. - Users find the **complex setup** of Rayven challenging, especially for advanced features and multi-site deployments. - Users find the **setup complexity** challenging, requiring significant time and technical knowledge for optimal configuration. #### What Are Recent G2 Reviews of Rayven? **"[Seamless Automation and Predictive Maintenance with Rayven](https://www.g2.com/survey_responses/rayven-review-12211094)"** **Rating:** 5.0/5.0 stars *— Keith N.* [Read full review](https://www.g2.com/survey_responses/rayven-review-12211094) --- **"[Rayven's Low-Code Platform is the Fastest Way to Build and Scale Intelligent Apps](https://www.g2.com/survey_responses/rayven-review-11780301)"** **Rating:** 5.0/5.0 stars *— John M.* [Read full review](https://www.g2.com/survey_responses/rayven-review-11780301) --- ### 7. [Automation Anywhere Agentic Process Automation](https://www.g2.com/products/automation-anywhere-agentic-process-automation/reviews) Automation Anywhere is the global leader in Agentic Process Automation (APA), transforming how organizations put AI to work. Our platform combines specialized AI agents, generative AI, and end-to-end process automation—including process discovery, RPA, document processing, and advanced analytics—all built on a foundation of security and governance. We empower businesses worldwide to unlock productivity, elevate customer experiences, and drive new revenue streams. Guided by our vision to fuel the future of work, we unleash human potential through Agentic AI-powered automation. Learn more at https://www.automationanywhere.com. **Average Rating:** 4.5/5.0 **Total Reviews:** 4,042 **Who Is the Company Behind Automation Anywhere Agentic Process Automation?** - **Seller:** [Automation Anywhere](https://www.g2.com/sellers/automation-anywhere) - **Company Website:** https://www.AutomationAnywhere.com - **Year Founded:** 2003 - **HQ Location:** San Jose, CA - **Twitter:** @AutomationAnywh (55,050 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/208639/ (4,314 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** RPA Developer, Software Engineer - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 59% Enterprise, 23% Mid-Market #### What Are Automation Anywhere Agentic Process Automation's Pros and Cons? **Pros:** - Ease of Use (84 reviews) - Automation (71 reviews) - Efficiency (43 reviews) - Automation Ease (42 reviews) - User Interface (42 reviews) **Cons:** - Expensive (28 reviews) - Learning Curve (27 reviews) - Missing Features (25 reviews) - Software Bugs (22 reviews) - Bot Issues (20 reviews) ### What Do G2 Reviewers Say About Automation Anywhere Agentic Process Automation? *AI-generated summary from verified user reviews* **Pros:** - Users find the **ease of use** in Automation Anywhere Agentic Process Automation makes bot development simple and efficient. - Users appreciate the **ease of automating repetitive tasks** with Automation Anywhere, enhancing productivity and efficiency for teams. - Users value the **efficiency** of Automation Anywhere, noting its simplicity and effectiveness in automating various processes. - Users praise the **ease of automation** with Automation Anywhere, enabling non-coders to build bots effortlessly. - Users appreciate the **intuitive interface** of Automation Anywhere, highlighting its ease of use and beautiful design. **Cons:** - Users find the **pricing model complex and high** , making it difficult for small teams or individuals to adopt. - Users note a **steep learning curve** for beginners, making it challenging to master Automation Anywhere's advanced features. - Users face issues with **missing features** , including limited output variables and essential actions in email automation. - Users often face **software bugs** that disrupt automation tasks and hinder efficient workflow execution. - Users report that **bot issues** can be complex, especially for beginners troubleshooting updates and network disruptions. #### What Are Recent G2 Reviews of Automation Anywhere Agentic Process Automation? **"[Helping Teams Focus on Higher-Value Work](https://www.g2.com/survey_responses/automation-anywhere-agentic-process-automation-review-12995566)"** **Rating:** 4.0/5.0 stars *— pavan k.* [Read full review](https://www.g2.com/survey_responses/automation-anywhere-agentic-process-automation-review-12995566) --- **"[Excellent Efficiency Gains, But Onboarding Needs Simplification](https://www.g2.com/survey_responses/automation-anywhere-agentic-process-automation-review-12949275)"** **Rating:** 4.0/5.0 stars *— Joel A.* [Read full review](https://www.g2.com/survey_responses/automation-anywhere-agentic-process-automation-review-12949275) --- #### What Are G2 Users Discussing About Automation Anywhere Agentic Process Automation? - [What are the most significant impacts of Automation Anywhere's RPA on business process efficiency?](https://www.g2.com/discussions/automation-anywhere-rpa-robotic-process-automation-what-are-the-most-significant-impacts-of-automation-anywhere-s-rpa-on-business-process-efficiency) - 1 comment - [What are the most significant impacts of Automation Anywhere's RPA on business process efficiency?](https://www.g2.com/discussions/what-are-the-most-significant-impacts-of-automation-anywhere-s-rpa-on-business-process-efficiency) - 3 comments - [What is Automation Anywhere - RPA | Robotic Process Automation used for?](https://www.g2.com/discussions/what-is-automation-anywhere-rpa-robotic-process-automation-used-for) - 1 comment - [Can RPA be used for test automation?](https://www.g2.com/discussions/can-rpa-be-used-for-test-automation) - 4 comments, 1 upvote - [How is RPA different from automation?](https://www.g2.com/discussions/how-is-rpa-different-from-automation) ### 8. [SmythOS](https://www.g2.com/products/smythos/reviews) Introducing the world’s first AI agents that can get REAL work done, autonomously or in team. They learn your process, use your data, have infinite memory, and can scale on demand 24/7/365 without having to be trained, managed, or motivated. **Average Rating:** 4.9/5.0 **Total Reviews:** 71 **Who Is the Company Behind SmythOS?** - **Seller:** [SmythOS](https://www.g2.com/sellers/smythos) - **HQ Location:** N/A - **Twitter:** @Smyth_OS (408 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/smythos (13 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 73% Small-Business, 25% Mid-Market #### What Are SmythOS's Pros and Cons? **Pros:** - Ease of Use (24 reviews) - Features (12 reviews) - Integrations (12 reviews) - Automation (9 reviews) - Easy Setup (8 reviews) **Cons:** - Learning Curve (10 reviews) - Interface Complexity (4 reviews) - Insufficient Documentation (3 reviews) - Poor Documentation (3 reviews) - Poor Customer Support (2 reviews) ### What Do G2 Reviewers Say About SmythOS? *AI-generated summary from verified user reviews* **Pros:** - Users find SmythOS incredibly **easy to use** , enabling both non-technical and experienced users to automate tasks effortlessly. - Users love the **seamless integration** of SmythOS with platforms and its user-friendly no-code environment for creating AI agents. - Users love the **seamless integrations** of SmythOS, enhancing workflow efficiency and collaboration across various platforms. - Users find the **approachability of automation** with SmythOS impressive, allowing easy creation of agents and workflows. - Users praise the **easy setup** of SmythOS, making it accessible for both novices and experienced developers alike. **Cons:** - Users find the **learning curve steep** , especially without live tutorials to guide first-time experiences effectively. - Users find the **interface complexity** of SmythOS challenging, particularly in customizing and integrating with external tools. - Users find **documentation insufficient** , often needing external help for understanding errors and complex setups. - Users find the **poor documentation** limits understanding of complex features, making setup and navigation challenging. - Users feel that **poor customer support** hampers their experience, especially with limited documentation and scheduling difficulties. #### What Are Recent G2 Reviews of SmythOS? **"[SmythOS is like having a secret productivity weapon](https://www.g2.com/survey_responses/smythos-review-10571358)"** **Rating:** 4.0/5.0 stars *— Neelakshi M.* [Read full review](https://www.g2.com/survey_responses/smythos-review-10571358) --- **"[As a developer, SmythOS speeds up everything](https://www.g2.com/survey_responses/smythos-review-10608326)"** **Rating:** 5.0/5.0 stars *— Petchimuthu M.* [Read full review](https://www.g2.com/survey_responses/smythos-review-10608326) --- ### 9. [AWS Bedrock](https://www.g2.com/products/aws-bedrock/reviews) Amazon Bedrock is a fully managed service that enables organizations to build and scale generative AI applications using foundation models (FMs) from leading AI companies and Amazon. It provides a unified API to access a diverse selection of high-performing FMs, allowing users to experiment, customize, and deploy AI solutions without managing infrastructure. With Amazon Bedrock, businesses can create personalized experiences, automate workflows, and derive actionable insights, all while maintaining security, privacy, and compliance standards. Key Features and Functionality: - Model Choice: Access a wide range of FMs from top AI providers, enabling selection of the most suitable model for specific use cases. - Agent Development: Utilize Amazon Bedrock AgentCore to build, deploy, and operate AI agents securely at scale, facilitating complex task automation. - Customization: Tailor models with proprietary data using tools like Knowledge Bases, Data Automation, prompt engineering, and fine-tuning to enhance relevance and accuracy. - Safety and Guardrails: Implement safeguards with Bedrock Guardrails to filter harmful content and ensure responsible AI usage, supporting compliance with industry standards. - Cost Optimization: Optimize performance and expenses through features like Model Distillation and Intelligent Prompt Routing, balancing cost, latency, and accuracy. Primary Value and Solutions Provided: Amazon Bedrock empowers organizations to rapidly develop and deploy generative AI applications without the complexities of infrastructure management. By offering a diverse selection of foundation models and comprehensive customization tools, it enables businesses to create AI solutions tailored to their unique needs. The platform's robust security measures and compliance support ensure that applications are built responsibly, addressing concerns around data privacy and ethical AI usage. Ultimately, Amazon Bedrock facilitates innovation, enhances operational efficiency, and drives real business impact through scalable and secure AI integration. **Average Rating:** 4.3/5.0 **Total Reviews:** 74 **Who Is the Company Behind AWS Bedrock?** - **Seller:** [Amazon Web Services (AWS)](https://www.g2.com/sellers/amazon-web-services-aws-3e93cc28-2e9b-4961-b258-c6ce0feec7dd) - **Year Founded:** 2006 - **HQ Location:** Seattle, WA - **Twitter:** @awscloud (2,232,483 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/amazon-web-services/ (156,424 employees on LinkedIn®) - **Ownership:** NASDAQ: AMZN **Who Uses This Product?** - **Who Uses This:** Software Engineer - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 49% Enterprise, 32% Mid-Market #### What Are AWS Bedrock's Pros and Cons? **Pros:** - Model Variety (9 reviews) - Ease of Use (8 reviews) - Deployment Ease (5 reviews) - Integrations (4 reviews) - Cloud Services (3 reviews) **Cons:** - Expensive (12 reviews) - Model Issues (4 reviews) - Learning Curve (3 reviews) - Missing Features (3 reviews) - Complexity (2 reviews) ### What Do G2 Reviewers Say About AWS Bedrock? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **variety of models** in AWS Bedrock, allowing flexibility for specific use cases. - Users enjoy the **ease of use** of AWS Bedrock, appreciating its simple setup and seamless integration within the AWS ecosystem. - Users appreciate the **deployment ease** of AWS Bedrock, simplifying the integration of generative AI into their business operations. - Users value the **seamless integration** of AWS Bedrock, making it easy to utilize multiple AI models efficiently. - Users appreciate the **unified API and seamless integration** of AWS Bedrock, simplifying access to various models and services. **Cons:** - Users note that AWS Bedrock can be **expensive** , making it challenging to estimate costs effectively and access features regionally. - Users experience **model availability and regional fragmentation issues** , causing inefficiencies and hidden costs in using AWS Bedrock. - Users experience a **steep learning curve** with AWS Bedrock, making it challenging for beginners to navigate effectively. - Users face **missing features** on AWS Bedrock, such as limited model availability, high costs, and regional restrictions. - Users find the **complexity of AWS Bedrock** challenging, particularly in understanding pricing and adapting to its ecosystem. #### What Are Recent G2 Reviews of AWS Bedrock? **"[Amazon Bedrock Simplifies Enterprise GenAI with Secure, Scalable Access to Multiple Models](https://www.g2.com/survey_responses/aws-bedrock-review-12869177)"** **Rating:** 4.5/5.0 stars *— Akhil S.* [Read full review](https://www.g2.com/survey_responses/aws-bedrock-review-12869177) --- **"[Flexible, Governed Access to Multiple Foundation Models in AWS Bedrock](https://www.g2.com/survey_responses/aws-bedrock-review-12992839)"** **Rating:** 4.5/5.0 stars *— Athira G.* [Read full review](https://www.g2.com/survey_responses/aws-bedrock-review-12992839) --- ### 10. [StackAI](https://www.g2.com/products/stackai/reviews) StackAI is an enterprise-grade no-code platform designed to facilitate the building and deployment of secure AI agents. This innovative solution is tailored for IT teams and operations leaders, enabling organizations to automate complex workflows, enhance internal knowledge management, and streamline document processing through the use of large language models (LLMs). With StackAI, businesses can maintain full control over their data, governance, and compliance, ensuring that their AI initiatives align with organizational standards and regulations. The platform is particularly beneficial for a diverse range of industries, including finance, healthcare, insurance, manufacturing, and the public sector. StackAI allows enterprises to visually orchestrate AI workflows using an intuitive drag-and-drop builder, making it accessible to both technical and non-technical users. By integrating seamlessly with critical systems such as SharePoint, Salesforce, SAP, Snowflake, and Workday, organizations can deploy production-ready Retrieval-Augmented Generation (RAG) systems quickly and efficiently. Use cases are varied, from developing internal copilots and chatbots to automating investment memo generation and IT ticket processing. One of the standout features of StackAI is its no-code AI workflow builder, which empowers users to create and launch AI agents without the need for extensive programming knowledge. The platform includes prebuilt connectors and tools that simplify AI function calling, while built-in interfaces such as chat, forms, and batch processing enable users to interact with AI agents effortlessly. For advanced teams, StackAI offers the flexibility of custom tools, API integrations, and on-premise deployments, catering to organizations with strict data residency and security requirements. Security and governance are integral to StackAI's design. The platform is compliant with SOC 2 Type II, HIPAA, and GDPR standards, with ISO 27001 certification. Enterprise customers benefit from robust features such as granular role-based access control (RBAC), single sign-on (SSO), audit logs, and version control. Administrators have the ability to approve workflows prior to launch, monitor agent usage in real-time, and ensure adherence to internal policies, fostering a secure environment for AI deployment. Additionally, StackAI provides enterprise support through co-building sessions, technical advisory from forward-deployed engineers, and quarterly business reviews. This comprehensive support structure ensures that organizations can confidently build their first AI applications or scale generative AI initiatives across departments. By leveraging StackAI, enterprises can drive their GenAI transformation, creating secure, scalable, and intelligent internal tools that enhance operational efficiency and innovation. **Average Rating:** 4.5/5.0 **Total Reviews:** 38 **Who Is the Company Behind StackAI?** - **Seller:** [StackAI](https://www.g2.com/sellers/stackai) - **Company Website:** https://www.stackai.com/ - **Year Founded:** 2023 - **HQ Location:** San Francisco, US - **Twitter:** @stackai (6,656 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/stackai/ (77 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 47% Small-Business, 34% Mid-Market #### What Are StackAI's Pros and Cons? **Pros:** - Ease of Use (24 reviews) - Useful (12 reviews) - Easy Integrations (10 reviews) - Integrations (10 reviews) - Ease of Creation (9 reviews) **Cons:** - Usage Limitations (7 reviews) - Learning Curve (6 reviews) - Feature Complexity (3 reviews) - Lack of Integration (3 reviews) - Limited Features (3 reviews) ### What Do G2 Reviewers Say About StackAI? *AI-generated summary from verified user reviews* **Pros:** - Users rave about the **intuitive design** of StackAI, allowing effortless workflow creation without any coding required. - Users find StackAI to be **intuitive and efficient** , enabling streamlined workflows and automation for various tasks. - Users enjoy the **easy integrations** of StackAI, streamlining workflows with minimal manual intervention for effective automation. - Users value the **s seamless integrations** of StackAI, enhancing workflow efficiency and streamlining document processing. - Users find the **ease of creation** with StackAI remarkable, enabling quick development of AI workflows with no coding required. **Cons:** - Users experience **usage limitations** with StackAI due to inconsistent performance and unclear documentation, impacting advanced use cases. - Users note a significant **learning curve** that challenges new users, impacting their ability to utilize advanced features effectively. - Users find StackAI's **feature complexity** overwhelming, with a challenging setup and insufficient guidance during onboarding. - Users find the **limited native integrations** of StackAI frustrating, hindering their workflow and complicating the onboarding process. - Users find the **limited features** of StackAI unsatisfactory, impacting usability and requiring complex workarounds for optimal performance. #### What Are Recent G2 Reviews of StackAI? **"[Game-Changer for Workflow Automation](https://www.g2.com/survey_responses/stackai-review-12051748)"** **Rating:** 5.0/5.0 stars *— Sed M.* [Read full review](https://www.g2.com/survey_responses/stackai-review-12051748) --- **"[It helps me with keeping my creative process organized and efficient.](https://www.g2.com/survey_responses/stackai-review-11602738)"** **Rating:** 4.5/5.0 stars *— Maria M.* [Read full review](https://www.g2.com/survey_responses/stackai-review-11602738) --- ### 11. [Realm](https://www.g2.com/products/realm-realm/reviews) Realm is an AI platform for revenue teams that transforms company knowledge into intelligent, automated workflows. By connecting to and indexing knowledge from across documentation repositories, CRM systems, sales collateral, and communication platforms, Realm enables companies to scale revenues without increasing headcount. Realm has three main features. Through a familiar chat interface, Realm delivers intelligent, conversational search across the full breadth of company knowledge, leveraging semantic understanding to provide highly relevant, accurate, and permissions-aware answers. The RFx tool streamlines RFPs, RFIs, and security assessments by intelligently drawing on internal knowledge and previous responses, without having to manually update a knowledge base. This significantly reduces manual effort for proposal and sales enablement teams, accelerates deal cycles, and ensures consistent, high-quality responses at scale. Realm also allows organizations to create customized AI agents tailored to specific revenue workflows. These agents can automate multi-step processes, from handling customer inquiries and onboarding to supporting internal enablement and knowledge management, all configured to fit unique business needs and use cases. Realm turns scattered company knowledge into actionable insights and intelligent workflows. **Average Rating:** 4.8/5.0 **Total Reviews:** 18 **Who Is the Company Behind Realm?** - **Seller:** [Realm](https://www.g2.com/sellers/realm) - **Year Founded:** 2023 - **HQ Location:** Helsinki, FI - **LinkedIn® Page:** https://www.linkedin.com/company/withrealm (14 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Computer Software - **Company Size:** 100% Mid-Market #### What Are Realm's Pros and Cons? **Pros:** - Ease of Use (11 reviews) - Features (8 reviews) - Customer Support (7 reviews) - Time-saving (7 reviews) - Efficiency (6 reviews) **Cons:** - Limited Features (5 reviews) - Limitations (4 reviews) - Difficult Learning (2 reviews) - Integration Issues (2 reviews) - Learning Difficulty (2 reviews) ### What Do G2 Reviewers Say About Realm? *AI-generated summary from verified user reviews* **Pros:** - Users find the **ease of use** of Realm exceptional, enabling quick setup and support for non-technical users. - Users enjoy the **fast, intuitive features** of Realm, enhancing their workflow and facilitating seamless collaboration. - Users praise the **phenomenal customer support** of Realm, highlighting the team's responsiveness and genuine care for success. - Users love how Realm is a **time-saver** , significantly streamlining tasks and improving productivity in their daily workflows. - Users value the **efficiency** of Realm, significantly reducing time spent on repetitive tasks and improving team productivity. **Cons:** - Users note the **limited features** of Realm, yearning for deeper functionality and better data management options. - Users face **limitations in advanced use cases** , with challenges in control, data handling, and API access. - Users face a **difficult learning curve** with Realm, requiring time and effort to unlock its full potential. - Users experience **integration issues** with third-party connections, often requiring patience for improvement from Realm's development team. - Users face a **steep learning curve** with Realm, requiring significant time to master its full potential and configuration. #### What Are Recent G2 Reviews of Realm? **"[Seamless Integrations, Smart Agents, and Responsive Support](https://www.g2.com/survey_responses/realm-review-12376825)"** **Rating:** 5.0/5.0 stars *— Noaman A.* [Read full review](https://www.g2.com/survey_responses/realm-review-12376825) --- **"[Realm should be mandatory by law for any support team](https://www.g2.com/survey_responses/realm-review-12441819)"** **Rating:** 5.0/5.0 stars *— Mikko K.* [Read full review](https://www.g2.com/survey_responses/realm-review-12441819) --- ### 12. [SnapLogic Intelligent Integration Platform (IIP)](https://www.g2.com/products/snaplogic-intelligent-integration-platform-iip/reviews) The SnapLogic Platform is an agentic integration and automation solution designed to assist enterprise teams in connecting applications, data sources, and APIs while orchestrating AI-powered workflows across both cloud and on-premises environments. Established in 2006 and headquartered in San Mateo, California, SnapLogic serves a diverse range of industries, including financial services, pharmaceuticals, manufacturing, software, and higher education, with a global presence across North America, Europe, and Asia Pacific. Targeted primarily at IT teams, data engineers, and integration specialists, the SnapLogic Platform addresses the critical need for seamless data movement between systems, automation of business processes, and governance of AI agent activities at scale. The platform supports various use cases, including application integration, data pipeline management, API lifecycle management, legacy system modernization, and enterprise AI orchestration. This versatility makes it a valuable tool for organizations looking to enhance their operational efficiency and data accessibility. Key features of the SnapLogic Platform include a visual, low-code pipeline builder that allows teams to create, test, and deploy integrations without the need for extensive coding knowledge. This drag-and-drop designer significantly reduces reliance on developer resources, enabling quicker project turnaround. Additionally, the platform boasts a pre-built Snaps connector library, offering over 1,000 reusable connectors for various enterprise applications, databases, cloud services, and data platforms. This extensive library supports both simple and complex integration patterns, streamlining the integration process. Another notable feature is SnapGPT, an AI co-pilot integrated into the platform that assists users in generating integration pipelines, suggesting data mappings, and troubleshooting issues using natural language inputs. This innovative tool enhances user experience and efficiency, making it easier for teams to navigate the complexities of integration. The platform also includes robust API management tools for creating, publishing, securing, and monitoring APIs, facilitating the exposure and consumption of data services across internal and external systems. Moreover, SnapLogic enables agentic workflow automation, allowing users to design and orchestrate AI agents that execute multi-step business processes. With built-in support for the Model Context Protocol (MCP), organizations can effectively manage agent interactions across various models and tools. The platform also supports data integration and transformation for batch, real-time, and streaming data pipelines, equipped with capabilities for mapping, enrichment, and transformation of both structured and unstructured data. Centralized monitoring and governance features provide a unified dashboard for tracking pipeline performance, managing access controls, and ensuring auditability across all integration and automation activities. The SnapLogic Platform addresses common challenges organizations face when scaling their technology operations: fragmented data across disconnected systems, high integration development costs, and the complexity of deploying AI in regulated or mission-critical environments. By providing a unified platform for both traditional integration and agentic automation, it reduces reliance on custom-coded connectors and enables teams to build and manage integrations without requiring deep software engineering expertise. **Average Rating:** 4.4/5.0 **Total Reviews:** 371 **Who Is the Company Behind SnapLogic Intelligent Integration Platform (IIP)?** - **Seller:** [SnapLogic](https://www.g2.com/sellers/snaplogic) - **Company Website:** https://www.snaplogic.com - **Year Founded:** 2006 - **HQ Location:** San Mateo, CA - **Twitter:** @SnapLogic (7,348 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/210766/ (317 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Data Engineer, Consultant - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 47% Enterprise, 36% Mid-Market #### What Are SnapLogic Intelligent Integration Platform (IIP)'s Pros and Cons? **Pros:** - Ease of Use (85 reviews) - Easy Integrations (70 reviews) - Integrations (54 reviews) - User Interface (50 reviews) - Automation (43 reviews) **Cons:** - Performance Issues (31 reviews) - Poor Performance (25 reviews) - Technical Difficulties (25 reviews) - Complexity (22 reviews) - Error Reporting (22 reviews) ### What Do G2 Reviewers Say About SnapLogic Intelligent Integration Platform (IIP)? *AI-generated summary from verified user reviews* **Pros:** - Users value the **ease of use** in SnapLogic, enabling quick and efficient completion of integration tasks. - Users value the **easy integrations** of SnapLogic, enhancing efficiency with low-code pipeline building and user-friendly interfaces. - Users value the **seamless integrations** of SnapLogic IIP, appreciating its ease of use and efficiency across systems. - Users value the **user-friendly interface** of SnapLogic, making integration and task completion seamless and efficient. - Users value the **automation capabilities** of SnapLogic IIP, greatly enhancing efficiency and allowing focus on high-value tasks. **Cons:** - Users report **performance issues** with SnapLogic, especially under heavy workloads and during error debugging. - Users face **poor performance** when handling large data volumes, leading to frustration and inefficient workflows. - Users face **technical difficulties** with debugging and load balancing, impacting performance and reliability during heavy workloads. - Users find the **complexity in understanding Snaps** and tracing pipeline errors can hinder their integration experience. - Users experience **unclear error reporting** , leading to difficulties in debugging and managing large data flows effectively. #### What Are Recent G2 Reviews of SnapLogic Intelligent Integration Platform (IIP)? **"[SnapLogic Snaps Make No-Code Data Integration Simple and Powerful](https://www.g2.com/survey_responses/snaplogic-intelligent-integration-platform-iip-review-13058311)"** **Rating:** 5.0/5.0 stars *— Verified User in Computer Software* [Read full review](https://www.g2.com/survey_responses/snaplogic-intelligent-integration-platform-iip-review-13058311) --- **"[Improved Data Connectivity with Room for Stability Enhancements](https://www.g2.com/survey_responses/snaplogic-intelligent-integration-platform-iip-review-12375834)"** **Rating:** 4.0/5.0 stars *— Savio M.* [Read full review](https://www.g2.com/survey_responses/snaplogic-intelligent-integration-platform-iip-review-12375834) --- #### What Are G2 Users Discussing About SnapLogic Intelligent Integration Platform (IIP)? - [What is SnapLogic Intelligent Integration Platform (IIP) used for?](https://www.g2.com/discussions/what-is-snaplogic-intelligent-integration-platform-iip-used-for) - 1 comment ### 13. [Joule](https://www.g2.com/products/joule/reviews) Joule is an AI copilot that’s grounded in an organization's business data and infused with AI agents. It proactively assists employees in every cloud application they use while automating complex processes. Joule is designed to free teams from busy work and helps them work more efficiently with simple, natural language requests. Employees receive a continuous AI experience that connects data and workflows across SAP and third-party systems. Joule aims to enable faster, data-driven decisions with immediate, context-rich insights and automates multi-step workflows with a system of collaborative AI agents. **Average Rating:** 4.3/5.0 **Total Reviews:** 80 **Who Is the Company Behind Joule?** - **Seller:** [SAP](https://www.g2.com/sellers/sap) - **Company Website:** https://www.sap.com/ - **Year Founded:** 1972 - **HQ Location:** Walldorf - **Twitter:** @SAP (297,052 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/sap/ (141,955 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Information Technology and Services, Computer & Network Security - **Company Size:** 31% Small-Business, 28% Enterprise #### What Are Joule's Pros and Cons? **Pros:** - Ease of Use (30 reviews) - Efficiency (26 reviews) - Useful (22 reviews) - Time-Saving (20 reviews) - Automation (16 reviews) **Cons:** - AI Limitations (22 reviews) - Usage Limitations (16 reviews) - Inaccuracy (11 reviews) - Context Understanding (8 reviews) - Integration Issues (8 reviews) ### What Do G2 Reviewers Say About Joule? *AI-generated summary from verified user reviews* **Pros:** - Users highlight the **ease of use** of Joule, appreciating its intuitive interface and quick setup process. - Users value Joule for its **high efficiency** , enabling quick analysis and smooth task execution with instant AI responses. - Users find Joule exceptionally **valuable for decision-making** , automating tasks and providing tailored insights for enhanced productivity. - Users love Joule for its **time-saving AI-driven assistance** , enhancing efficiency and streamlining their workflows effortlessly. - Users value Joule's **automation capabilities** , which enhance decision-making and streamline workflows effectively across business operations. **Cons:** - Users express frustration with Joule's **limited AI capabilities** , resulting in repetitive responses and inadequate context-specific answers. - Users find that Joule has **usage limitations** with generic insights and requires manual monitoring for complex requests. - Users experience **inaccuracy** in Joule's responses, leading to generic answers that often require verification and improvement. - Users identify a need for improved **contextual understanding** in Joule, as responses can often be generic or inconsistent. - Users often face **integration issues** with non-SAP applications in Joule, complicating their overall experience and effectiveness. #### What Are Recent G2 Reviews of Joule? **"[Joule Streamlines SAP Workflows with Fast, AI-Powered Assistance](https://www.g2.com/survey_responses/joule-review-12972823)"** **Rating:** 5.0/5.0 stars *— Abderrahmane Mohamed N.* [Read full review](https://www.g2.com/survey_responses/joule-review-12972823) --- **"[Clean, Intuitive, and Reliable—Joule Delivers Real Workflow Value](https://www.g2.com/survey_responses/joule-review-13041461)"** **Rating:** 5.0/5.0 stars *— Mohammed A.* [Read full review](https://www.g2.com/survey_responses/joule-review-13041461) --- ### 14. [Relay.app](https://www.g2.com/products/relay-app/reviews) Relay.app is the easiest way for anyone to build an AI team that works for you. **Average Rating:** 4.9/5.0 **Total Reviews:** 88 **Who Is the Company Behind Relay.app?** - **Seller:** [Relay.app](https://www.g2.com/sellers/relay-app) - **Year Founded:** 2021 - **HQ Location:** San Francisco, CA - **Twitter:** @relay (1,495 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/tryrelayapp (36 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Consulting, Computer Software - **Company Size:** 83% Small-Business, 13% Mid-Market #### What Are Relay.app's Pros and Cons? **Pros:** - Ease of Use (14 reviews) - Automation (7 reviews) - Quick Setup (6 reviews) - Simple (6 reviews) - User Interface (5 reviews) **Cons:** - Limited Integrations (5 reviews) - Expensive (3 reviews) - Missing Features (3 reviews) - Inaccuracy (2 reviews) - Learning Curve (2 reviews) ### What Do G2 Reviewers Say About Relay.app? *AI-generated summary from verified user reviews* **Pros:** - Users find Relay.app's **ease of use** exceptional, enabling smooth workflows without needing coding skills. - Users praise Relay.app for its **powerful AI-driven automation** and intuitive interface, making complex workflows easy to manage. - Users rave about the **quick setup** of Relay.app, enabling them to start automating workflows effortlessly. - Users appreciate the **ease of use** of Relay.app, making client communication and coding tasks simple and efficient. - Users find the **user-friendly interface** of Relay.app exceptional, enabling easy access to advanced automation features. **Cons:** - Users note the **limited native integrations** of Relay.app, wishing for more connections with popular tools available. - Users find Relay.app **expensive** due to quickly depleting credits and higher pricing compared to alternatives like N8N. - Users note **missing features** like workflow duplication and limited integrations, hindering overall functionality and convenience. - Users experience **inaccuracy in trigger timing** and unclear AI credit management, impacting automation testing efficiency. - Users find the **learning curve challenging** , needing time to navigate the many options available in Relay.app. #### What Are Recent G2 Reviews of Relay.app? **"[From Hours to Minutes: How I Finally Found My AI Workflow Engine](https://www.g2.com/survey_responses/relay-app-review-12585150)"** **Rating:** 5.0/5.0 stars *— Valerio Z.* [Read full review](https://www.g2.com/survey_responses/relay-app-review-12585150) --- **"[Effortless, Powerful Automation Made Simple](https://www.g2.com/survey_responses/relay-app-review-12869490)"** **Rating:** 5.0/5.0 stars *— Alex M.* [Read full review](https://www.g2.com/survey_responses/relay-app-review-12869490) --- ### 15. [Creatio](https://www.g2.com/products/creatio/reviews) Creatio is an AI CRM and workflow platform where people and AI agents work together -with no limits on users, agents, or scale. Creatio helps midsize and large organizations run customer workflows in the AI era. This innovative platform enables organizations to create and manage workflows effortlessly, allowing users to focus on their core business activities while automating routine tasks. With millions of workflows operating daily, Creatio supports a diverse clientele across 100 countries, emphasizing a commitment to genuine care for its clients and partners. The platform is particularly beneficial for businesses seeking to enhance their operational efficiency without requiring extensive technical expertise. Its target audience includes small to large enterprises across various industries, particularly those looking to leverage technology to improve customer engagement and internal processes. Creatio's offerings cater to a wide range of use cases, from marketing automation and sales management to customer service optimization, making it a versatile solution for businesses aiming to adapt to the evolving market landscape. Key features of Creatio include the Creatio Studio, a no-code platform that allows users to build custom applications and AI agents using intuitive visual designers and natural language processing. This empowers users to create tailored solutions that meet their specific business needs without relying on traditional coding methods. Additionally, the CRM suite integrates embedded AI agents across Creatio Marketing, Sales, and Service, enhancing user experience and providing actionable insights to drive decision-making. Creatio also offers a specialized Financial Services CRM platform and industry-specific workflows across 19 verticals, ensuring that businesses can find solutions that resonate with their unique operational requirements. The availability of a marketplace with various add-ons further extends the platform's capabilities, allowing organizations to customize their experience and enhance functionality as needed. Recognized as a Leader and Strong Performer in prestigious Gartner and Forrester reports, Creatio stands out in its category by combining user-friendly design with powerful automation and AI-driven insights, making it an attractive option for businesses aiming to elevate their customer relationship management efforts. With its headquarters in Boston, MA, and a global presence of 850 employees across ten offices in 25 countries, Creatio has established long-lasting relationships with thousands of customers and over 500 partners worldwide. This extensive network underscores the platform's reliability and commitment to delivering value to its users, positioning Creatio as a trusted partner in the realm of AI agents, CRM, and workflow automation. **Average Rating:** 4.6/5.0 **Total Reviews:** 314 **Who Is the Company Behind Creatio?** - **Seller:** [Creatio](https://www.g2.com/sellers/creatio) - **Company Website:** https://www.creatio.com - **Year Founded:** 2014 - **HQ Location:** Boston, Massachusetts - **Twitter:** @Creatio_Global (3,977 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/creatioglobal/ (1,150 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** CEO - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 43% Small-Business, 42% Mid-Market #### What Are Creatio's Pros and Cons? **Pros:** - Ease of Use (32 reviews) - Efficiency (21 reviews) - Customizability (19 reviews) - Customization (19 reviews) - Customization Options (17 reviews) **Cons:** - Learning Curve (10 reviews) - Missing Features (10 reviews) - Limited Features (8 reviews) - Limited Customization (6 reviews) - Limited Options (5 reviews) ### What Do G2 Reviewers Say About Creatio? *AI-generated summary from verified user reviews* **Pros:** - Users find Sales Creatio to be **easy to use** , facilitating a seamless experience and effective sales operations. - Users find Creatio to greatly enhance **efficiency** by balancing power and usability while offering excellent sales guidance. - Users appreciate the **adaptable customizability** of Creatio, allowing for tailored solutions without extensive technical skills. - Users appreciate the **unlimited customization options** of Creatio, enhancing functionality without requiring technical expertise. - Users appreciate the **unlimited customization options** of Creatio, making it adaptable for various business needs without technical expertise. **Cons:** - Users note a **learning curve** with Creatio, but resources are available to overcome initial challenges smoothly. - Users find the **limited features** of Creatio constrain efficiency, especially in contact uploading and tool selection. - Users find the **limited selection of features** in Creatio Marketplace restricts their options for customized solutions. - Users struggle with **limited customization** options in Creatio, hindering their ability to tailor the product effectively. - Users find the **limited options** in Creatio's Marketplace restrictive, impacting efficiency and functionality for service businesses. #### What Are Recent G2 Reviews of Creatio? **"[Empowers Customer Focus with Flexible, Bank-Ready Workflows](https://www.g2.com/survey_responses/creatio-review-12953782)"** **Rating:** 4.5/5.0 stars *— Tanner W.* [Read full review](https://www.g2.com/survey_responses/creatio-review-12953782) --- **"[Quick Setup, No-Code Magic, But ALM Needs Improvement](https://www.g2.com/survey_responses/creatio-review-12953072)"** **Rating:** 5.0/5.0 stars *— Jarema P.* [Read full review](https://www.g2.com/survey_responses/creatio-review-12953072) --- #### What Are G2 Users Discussing About Creatio? - [What is Creatio used for?](https://www.g2.com/discussions/what-is-creatio-used-for) - 1 comment ### 16. [MindStudio](https://www.g2.com/products/mindstudio/reviews) MindStudio is a powerful no-code platform that makes it easy for teams and creators to design, build, and deploy custom AI agents, chatbots, and applications — without writing a single line of code. Whether you’re building an internal tool, automating workflows, enhancing customer support, or launching a new AI-powered product, MindStudio gives you everything you need to go from idea to production in minutes. With MindStudio, you can connect your data, design conversational flows, and integrate with APIs or existing systems — all through an intuitive visual interface. Our platform is built for flexibility and scalability, enabling startups, enterprises, and creators alike. Key Features: 🧠 No-Code AI Builder: Create powerful AI apps and agents visually — no programming required. ⚙️ Custom Workflows & Integrations: Connect 600+ third-party apps, tools, and data sources for smarter automation and seamless integration with existing workflows. 🔍 LLM Flexibility: Use OpenAI GPT-4, Google Gemini, Anthropic Claude, and other 200+ leading models to power your applications. 📊 Analytics & Optimization: Monitor performance and continuously improve your AI’s results. Trusted by enterprises, professionals, and individuals worldwide, MindStudio is redefining how businesses build with AI. **Average Rating:** 4.9/5.0 **Total Reviews:** 26 **Who Is the Company Behind MindStudio?** - **Seller:** [MindStudio](https://www.g2.com/sellers/mindstudio) - **Company Website:** https://mindstudio.ai/ - **Year Founded:** 2023 - **HQ Location:** N/A - **Twitter:** @mindstudioai (28 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/mindstudioai/ (56 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Consulting, Marketing and Advertising - **Company Size:** 85% Small-Business, 8% Mid-Market #### What Are MindStudio's Pros and Cons? **Pros:** - Ease of Use (22 reviews) - Intuitive (13 reviews) - Time Efficiency (10 reviews) - Time-Saving (9 reviews) - Automation Excellence (8 reviews) **Cons:** - Missing Features (5 reviews) - Integration Issues (4 reviews) - Learning Curve (4 reviews) - Limited Features (3 reviews) - Overwhelming Features (2 reviews) ### What Do G2 Reviewers Say About MindStudio? *AI-generated summary from verified user reviews* **Pros:** - Users praise the **ease of use** of MindStudio, making AI agent creation accessible for everyone. - Users love the **intuitive design** of MindStudio, making it accessible for both technical and non-technical users. - Users value the **time efficiency** of MindStudio, streamlining tasks and enhancing productivity across projects. - Users value **time-saving features** of MindStudio, enabling rapid development and efficient project execution with ease. - Users value the **automation excellence** of MindStudio, enabling rapid prototyping and impactful AI agent deployment effortlessly. **Cons:** - Users note the **missing features** like advanced analytics and integrations, wishing for enhanced platform capabilities. - Users face **integration issues** with MindStudio, particularly regarding interaction with other platforms and advanced website integration. - Users find the **initial learning curve** of MindStudio challenging, requiring time to master its extensive features and customization. - Users experience **limited customization features** in MindStudio, hindering creative experimentation and flexibility during projects. - Users find the **overwhelming features** of MindStudio challenging, especially during the initial learning curve and organization. #### What Are Recent G2 Reviews of MindStudio? **"[MindStudio: Intuitive, Robust, and Community-Driven](https://www.g2.com/survey_responses/mindstudio-review-12304187)"** **Rating:** 5.0/5.0 stars *— Lori K.* [Read full review](https://www.g2.com/survey_responses/mindstudio-review-12304187) --- **"[Mindstudio: An excellent tool to build powerful agents](https://www.g2.com/survey_responses/mindstudio-review-12320072)"** **Rating:** 5.0/5.0 stars *— De Beer D.* [Read full review](https://www.g2.com/survey_responses/mindstudio-review-12320072) --- ### 17. [Gearset DevOps](https://www.g2.com/products/gearset-devops/reviews) Gearset is the global leader in Salesforce DevOps. It’s a DevOps platform that helps organizations manage, automate, and govern the full Salesforce development lifecycle, from planning and deployment to testing, data management, and compliance. The platform is designed for Salesforce teams that need reliable, scalable DevOps processes across complex org environments. Gearset is used by mid-market and enterprise organizations across regulated and non-regulated industries, including healthcare, financial services, insurance, and technology. Typical users include Salesforce administrators, developers, DevOps engineers, release managers, and platform owners responsible for maintaining deployment quality, security, and operational consistency. The platform supports a wide range of Salesforce use cases, including metadata and CPQ deployments, CI/CD automation, code review workflows, sandbox seeding, test automation, and monitoring. As well as deployment automation, Gearset includes tools for Salesforce data protection and long-term data management, such as automated backups, data restore, and archiving. Observability and Org Intelligence features provide insight into org health, deployment risk, and system changes over time. Gearset also includes governance and compliance capabilities designed for enterprise environments. These features help teams maintain audit readiness and enforce access controls while supporting compliance frameworks such as SOX, ISO, HIPAA, and GDPR. The platform is delivered as a managed service and integrates with Salesforce environments without requiring complex local infrastructure. Key features and capabilities include: - Salesforce metadata, CPQ, and data deployments with CI/CD automation and version control integration - Code review, test automation, and release validation to support quality and consistency - Automated Salesforce backups, restore, and data archiving for data protection and retention - Sandbox seeding, observability, and Org Intelligence to support environment management and visibility - Governance features including audit trails, role-based access controls, and compliance support Gearset is a Salesforce Partner and has supported Salesforce teams globally since 2015. The platform is used by organizations managing multiple orgs (across regions), frequent releases, and complex compliance requirements, helping teams reduce deployment risk, improve operational visibility, and maintain control over Salesforce change management processes. **Average Rating:** 4.7/5.0 **Total Reviews:** 291 **Who Is the Company Behind Gearset DevOps?** - **Seller:** [Gearset](https://www.g2.com/sellers/gearset) - **Company Website:** https://www.gearset.com - **Year Founded:** 2015 - **HQ Location:** Cambridge, Cambridgeshire - **Twitter:** @GearsetHQ (1,182 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/10478150/ (361 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Salesforce Developer, Salesforce Administrator - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 37% Mid-Market, 33% Small-Business #### What Are Gearset DevOps's Pros and Cons? **Pros:** - Ease of Use (25 reviews) - Deployment (21 reviews) - Easy Deployment (17 reviews) - Customer Support (16 reviews) - Deployment Ease (14 reviews) **Cons:** - Deployment Issues (6 reviews) - Expensive (5 reviews) - Complexity (4 reviews) - Data Management (4 reviews) - Missing Features (4 reviews) ### What Do G2 Reviewers Say About Gearset DevOps? *AI-generated summary from verified user reviews* **Pros:** - Users value the **ease of use** of Gearset DevOps, finding setup smooth and operations intuitive for efficient deployments. - Users appreciate Gearset's **efficiency in automating deployments** , allowing for faster, error-free management of code and metadata. - Users appreciate the **easy deployment** process of Gearset DevOps, enabling efficient package validations and quick connections. - Users commend Gearset DevOps for its **exceptional customer support** , highlighting responsiveness and helpful interactions with the team. - Users commend the **ease of deployment** with Gearset DevOps, highlighting smooth setup and reduced delivery times. **Cons:** - Users face **deployment issues** as Flows do not activate automatically, requiring manual intervention and caution in production changes. - Users find Gearset DevOps to be **expensive** , especially for larger teams, impacting affordability and accessibility. - Users find the **complexity in dependency management** burdensome, seeking more automation and simplified processes in Gearset DevOps. - Users find the **limitations in metadata transfer** frustrating, especially regarding object settings and ease of navigation. - Users find **missing features** like automated dependency tracking and mobile compatibility frustrating in Gearset DevOps. #### What Are Recent G2 Reviews of Gearset DevOps? **"[Powerful Salesforce DevOps That Makes Every Release Easier](https://www.g2.com/survey_responses/gearset-devops-review-13031923)"** **Rating:** 5.0/5.0 stars *— Paul B.* [Read full review](https://www.g2.com/survey_responses/gearset-devops-review-13031923) --- **"[Straightforward Deployments, Powerful Metadata Tools, and Outstanding Support](https://www.g2.com/survey_responses/gearset-devops-review-12770401)"** **Rating:** 5.0/5.0 stars *— Jacklyn J.* [Read full review](https://www.g2.com/survey_responses/gearset-devops-review-12770401) --- ### 18. [Domo](https://www.g2.com/products/domo/reviews) Domo's AI and Data Products Platform empowers organizations to turn data into actionable insights and solutions. It allows users to seamlessly connect diverse data sources, prepare data for use, and generate dynamic reports and visualizations—all within a single interface. With built-in AI and automation capabilities, teams can easily build and use AI agents, streamline workflows, and create tailored solutions. **Average Rating:** 4.3/5.0 **Total Reviews:** 999 **Who Is the Company Behind Domo?** - **Seller:** [Domo](https://www.g2.com/sellers/domo) - **Company Website:** https://www.domo.com - **Year Founded:** 2010 - **HQ Location:** American Fork, UT - **Twitter:** @Domotalk (63,513 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/25237/ (1,305 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Data Analyst, Business Analyst - **Top Industries:** Computer Software, Marketing and Advertising - **Company Size:** 49% Mid-Market, 29% Enterprise #### What Are Domo's Pros and Cons? **Pros:** - Ease of Use (247 reviews) - Data Visualization (116 reviews) - Intuitive (95 reviews) - Easy Integrations (92 reviews) - Integrations (88 reviews) **Cons:** - Learning Curve (66 reviews) - Missing Features (59 reviews) - Data Management Issues (55 reviews) - Expensive (44 reviews) - Complexity (43 reviews) ### What Do G2 Reviewers Say About Domo? *AI-generated summary from verified user reviews* **Pros:** - Users find Domo's **ease of use** beneficial, allowing non-tech savvy individuals to access and utilize data efficiently. - Users love the **flexible dashboards** of Domo, which simplify data visualization and enhance decision-making processes. - Users appreciate the **intuitive design** of Domo, making data management accessible for all skill levels. - Users value the **easy integrations** of Domo, allowing seamless data connectivity across various platforms for enhanced management. - Users value the **seamless integration** capabilities of Domo, enhancing their data management and decision-making processes. **Cons:** - Users find the **learning curve steep** , often needing to adapt to new features and manage glitches effectively. - Users find Domo lacks **key features** like flexible pivot charts and a clear consumption model, hindering usability. - Users face **data management issues** with Domo, citing unreliable connectors and challenges in generating accurate reports. - Users express concern about Domo's **expensive pricing** , citing drastic increases and lack of transparency in billing. - Users find Domo to be **complex and rigid** , making fast dataset changes and management difficult and time-consuming. #### What Are Recent G2 Reviews of Domo? **"[Interactive Real-Time Dashboards That Make Complex Data Easy](https://www.g2.com/survey_responses/domo-review-13003120)"** **Rating:** 5.0/5.0 stars *— Anil B.* [Read full review](https://www.g2.com/survey_responses/domo-review-13003120) --- **"[Domo Makes Real-Time Dashboards Effortless with Intuitive ETL and Mobile Metrics](https://www.g2.com/survey_responses/domo-review-13032278)"** **Rating:** 5.0/5.0 stars *— Karthik S.* [Read full review](https://www.g2.com/survey_responses/domo-review-13032278) --- #### What Are G2 Users Discussing About Domo? - [What is Domo used for?](https://www.g2.com/discussions/what-is-domo-used-for) - 1 comment - [How much does Domo cost?](https://www.g2.com/discussions/how-much-does-domo-cost) - [What is Domo data?](https://www.g2.com/discussions/what-is-domo-data) - [Is Domo any good?](https://www.g2.com/discussions/is-domo-any-good) - [What does Domo software do?](https://www.g2.com/discussions/what-does-domo-software-do) ### 19. [Dataiku](https://www.g2.com/products/dataiku/reviews) Dataiku is the Platform for AI Success: the AI orchestration layer where enterprises build, deploy, and govern analytics, models, and agents at scale. It sits on top of the data platforms, clouds, and AI services you already use, working across all of them without locking you into any one. Dataiku expands who can build production AI, putting the right tools in the hands of data scientists and domain experts alike, from fraud analysts to demand planners. It orchestrates machine learning, rules, LLMs, and agents as one governed system, built on more than a decade of running production AI. Governance is part of the build rather than something bolted on afterward, so teams ship faster while keeping performance, cost, and risk under control. The result: AI that moves from experimentation to trusted, measurable execution now, not in 18 months. **Average Rating:** 4.4/5.0 **Total Reviews:** 209 **Who Is the Company Behind Dataiku?** - **Seller:** [Dataiku](https://www.g2.com/sellers/dataiku) - **Company Website:** https://Dataiku.com - **Year Founded:** 2013 - **HQ Location:** New York, NY - **Twitter:** @dataiku (22,917 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/dataiku/ (1,619 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Data Scientist, Data Analyst - **Top Industries:** Financial Services, Pharmaceuticals - **Company Size:** 60% Enterprise, 23% Mid-Market #### What Are Dataiku's Pros and Cons? **Pros:** - Ease of Use (82 reviews) - Features (82 reviews) - Usability (46 reviews) - Easy Integrations (43 reviews) - Productivity Improvement (42 reviews) **Cons:** - Learning Curve (45 reviews) - Steep Learning Curve (26 reviews) - Slow Performance (24 reviews) - Difficult Learning (23 reviews) - Expensive (22 reviews) ### What Do G2 Reviewers Say About Dataiku? *AI-generated summary from verified user reviews* **Pros:** - Users love the **ease of use** of Dataiku, finding it simplifies ML development and data integration. - Users appreciate the **easy learning curve and comprehensive training resources** of Dataiku, enhancing their ML development experience. - Users appreciate the **user-friendly and intuitive interface** of Dataiku, making data collaboration and analysis effortless. - Users appreciate the **easy integrations** in Dataiku, enabling seamless connections to various data sources and platforms. - Users value the **productivity improvements** from Dataiku's centralized environment and intuitive, user-friendly features. **Cons:** - Users find the **learning curve steep** , especially for advanced features, complicating the experience for beginners. - Users find the **steep learning curve** of Dataiku daunting, especially for beginners seeking to use advanced features. - Users experience **slow performance** with Dataiku, particularly when handling large datasets and complex scenarios. - Users find that acquiring necessary knowledge for Dataiku's advanced features can be a **difficult learning** experience. - Users find the **high licensing costs** of Dataiku to be a significant barrier for smaller teams and organizations. #### What Are Recent G2 Reviews of Dataiku? **"[From idea to model in minutes: Dataiku accelerates the team's work](https://www.g2.com/survey_responses/dataiku-review-12967713)"** **Rating:** 4.5/5.0 stars *— Bill C.* [Read full review](https://www.g2.com/survey_responses/dataiku-review-12967713) --- **"[Dataiku: No-Code ETL Powerhouse — Collaborative, Visual, and Python/SQL Friendly](https://www.g2.com/survey_responses/dataiku-review-13046146)"** **Rating:** 4.5/5.0 stars *— Marco J.* [Read full review](https://www.g2.com/survey_responses/dataiku-review-13046146) --- #### What Are G2 Users Discussing About Dataiku? - [Is Dataiku an ETL tool?](https://www.g2.com/discussions/is-dataiku-an-etl-tool) - [Is Dataiku web based?](https://www.g2.com/discussions/is-dataiku-web-based) - [What is DSS Dataiku?](https://www.g2.com/discussions/what-is-dss-dataiku) - [What is Dataiku DSS used for?](https://www.g2.com/discussions/what-is-dataiku-dss-used-for) ### 20. [Glean](https://www.g2.com/products/glean-technologies-glean/reviews) Glean is the Work AI platform that connects and understands your company’s data so every employee can find answers, generate content, and automate work with AI. Built around Search, Assistant, and Agents, Glean delivers trusted, personalized AI grounded in your company’s knowledge. With 275+ out-of-the-box connectors, real-time permissions, and enterprise-grade security and governance, Glean helps teams work faster and turn knowledge into action. Glean: Work AI that Works. **Average Rating:** 4.7/5.0 **Total Reviews:** 161 **Who Is the Company Behind Glean?** - **Seller:** [Glean Technologies](https://www.g2.com/sellers/glean-technologies-db5ca3dc-c8a9-4900-9065-0c1ab979908a) - **Company Website:** https://www.glean.com - **Year Founded:** 2019 - **HQ Location:** Mountain View - **Twitter:** @gleanwork (742 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/gleanwork/ (1,647 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Software Engineer, Account Executive - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 51% Enterprise, 43% Mid-Market #### What Are Glean's Pros and Cons? **Pros:** - Ease of Use (8 reviews) - Speed (5 reviews) - Time-saving (5 reviews) - Fast Search (4 reviews) - Results (3 reviews) **Cons:** - Improvement Needed (3 reviews) - Search Functionality (2 reviews) - Inadequate Filtering (1 reviews) - Lack of Information (1 reviews) - Limited Customization (1 reviews) ### What Do G2 Reviewers Say About Glean? *AI-generated summary from verified user reviews* **Pros:** - Users highlight the **ease of use** of Glean, appreciating its intuitive design and time-saving features. - Users love the **speed of information retrieval** with Glean, enhancing efficiency and saving valuable time in searches. - Users value Glean for its **time-saving features** , enhancing workflow and easing access to workplace information. - Users value Glean's **fast search capability** , enabling quick access to relevant information without extensive searching. - Users appreciate Glean's **superior information retrieval** , allowing quick access to relevant summaries from multiple sources effortlessly. **Cons:** - Users note that improvements are needed for **transparency and accuracy** , especially regarding outdated documents and AI reliability. - Users find the **search functionality lacking** , often leading to irrelevant results and requiring additional steps for precision. - Users find the **inadequate filtering** in Glean can lead to broad search results, complicating the retrieval of relevant information. - Users note a **lack of information** that impacts Glean's speed and trustworthiness, especially for complex tasks. - Users face **limited customization** options with Glean, leading to frustrations over irrelevant search results. #### What Are Recent G2 Reviews of Glean? **"[Glean Integrations That Boost Onboarding Support](https://www.g2.com/survey_responses/glean-review-12890788)"** **Rating:** 4.5/5.0 stars *— Zainul A.* [Read full review](https://www.g2.com/survey_responses/glean-review-12890788) --- **"[Streamlines Document Search and Boosts Productivity](https://www.g2.com/survey_responses/glean-review-12841505)"** **Rating:** 5.0/5.0 stars *— Preetam J.* [Read full review](https://www.g2.com/survey_responses/glean-review-12841505) --- ### 21. [Invicta AI](https://www.g2.com/products/invicta-ai/reviews) Invicta AI offers effortless AI model creation and sharing with no coding needed. It's a great tool for those interested in AI but lack coding skills. **Average Rating:** 4.5/5.0 **Total Reviews:** 10 **Who Is the Company Behind Invicta AI?** - **Seller:** [Invicta AI](https://www.g2.com/sellers/invicta-ai) - **Year Founded:** 2023 - **HQ Location:** London, GB - **LinkedIn® Page:** https://www.linkedin.com/company/invicta-ai/ **Who Uses This Product?** - **Company Size:** 45% Small-Business, 27% Mid-Market #### What Are Invicta AI's Pros and Cons? **Pros:** - Customization (4 reviews) - Ease of Use (4 reviews) - Tools (4 reviews) - Efficiency (3 reviews) - Easy Integrations (2 reviews) **Cons:** - Learning Curve (2 reviews) - Complexity (1 reviews) - Cost Limitations (1 reviews) - Dependency Issues (1 reviews) - Limited Customization (1 reviews) ### What Do G2 Reviewers Say About Invicta AI? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **customization options** in Invicta AI, enhancing workflow efficiency and tailoring AI agents to specific tasks. - Users praise the **user-friendly interface** of Invicta AI, making it easy to navigate and utilize effectively. - Users appreciate the **seamless integration and customization options** of Invicta AI, enhancing efficiency and collaboration in operations. - Users value the **efficiency** of Invicta AI, praising its seamless workflow automation and reduced workload for support teams. - Users appreciate the **easy integrations** of Invicta AI, enhancing efficiency and innovation with their existing business tools. **Cons:** - Users struggle with a **steep learning curve** , suggesting the need for improved onboarding and accessibility resources. - Users experience **integration challenges and complexity** with Invicta AI, making it difficult to effectively utilize the product. - Users find **limited pricing options** challenging, restricting access for some businesses seeking to utilize Invicta AI. - Users face **dependency issues** with Invicta AI, limiting customization and reliance on external systems for optimal performance. - Users find the **limited customization** of Invicta AI frustrating, hindering their ability to meet specific needs. #### What Are Recent G2 Reviews of Invicta AI? **"[Empowering no code automation with collaboration AI agent](https://www.g2.com/survey_responses/invicta-ai-review-11022759)"** **Rating:** 4.5/5.0 stars *— SALMAN S.* [Read full review](https://www.g2.com/survey_responses/invicta-ai-review-11022759) --- **"[A good no-code platform for using multiple agents](https://www.g2.com/survey_responses/invicta-ai-review-11574362)"** **Rating:** 4.0/5.0 stars *— Verified User in Oil & Energy* [Read full review](https://www.g2.com/survey_responses/invicta-ai-review-11574362) --- ### 22. [Relevance AI](https://www.g2.com/products/relevance-ai/reviews) Relevance AI is the home of the AI workforce: where anyone can build and recruit teams of AI agents to complete tasks on autopilot. Our no-code platform is built for ops teams, no technical background required. Subject-matter experts can use Relevance to design powerful AI agents and AI teams without relying on developer resources. Scale excellence across every area or team with your intelligent, purpose-built AI workforce. **Average Rating:** 4.3/5.0 **Total Reviews:** 20 **Who Is the Company Behind Relevance AI?** - **Seller:** [Relevance AI](https://www.g2.com/sellers/relevance-ai) - **Year Founded:** 2020 - **HQ Location:** Sydney, Australia - **Twitter:** @RelevanceAI_ (3,784 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/relevanceai (121 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Computer Software - **Company Size:** 85% Small-Business, 10% Mid-Market #### What Are Relevance AI's Pros and Cons? **Pros:** - Ease of Use (10 reviews) - Features (8 reviews) - AI Integration (7 reviews) - Customization (7 reviews) - Efficiency (7 reviews) **Cons:** - Cost (5 reviews) - Expensive (4 reviews) - Interface Complexity (3 reviews) - Limited Features (3 reviews) - Learning Curve (2 reviews) ### What Do G2 Reviewers Say About Relevance AI? *AI-generated summary from verified user reviews* **Pros:** - Users find Relevance AI **easy to use** , appreciating its intuitive setup and efficient management of agents in one place. - Users value the **versatility** of Relevance AI, enabling them to create tailored agents for diverse business needs. - Users value the **diverse AI agents** of Relevance AI, enhancing efficiency and reducing manual workload across various tasks. - Users value the **customization capabilities** of Relevance AI, enabling versatile solutions tailored to specific needs effortlessly. - Users value the **efficiency** of Relevance AI, which automates tasks and delivers reliable, secure results effortlessly. **Cons:** - Users find Relevance AI's **high costs** frustrating, leading to concerns about affordability and value for money. - Users highlight that Relevance AI is **very expensive** , leading to frustration over affordability and unused credits. - Users find the **interface complexity** of Relevance AI challenging, particularly during onboarding and while handling errors. - Users note the **limited features** of Relevance AI, specifically requesting improvements in graphical output and automation tools. - Users find the **learning curve steep** , as onboarding can be confusing without in-person training or quick error notifications. #### What Are Recent G2 Reviews of Relevance AI? **"[The Best Platform for Creating Custom Agents](https://www.g2.com/survey_responses/relevance-ai-review-12424146)"** **Rating:** 5.0/5.0 stars *— Leopoldo E.* [Read full review](https://www.g2.com/survey_responses/relevance-ai-review-12424146) --- **"[A powerful AI agent builder that builds them for you](https://www.g2.com/survey_responses/relevance-ai-review-10916575)"** **Rating:** 4.5/5.0 stars *— Will M.* [Read full review](https://www.g2.com/survey_responses/relevance-ai-review-10916575) --- ### 23. [G2 Marketing Solutions](https://www.g2.com/products/g2/reviews) G2 is the world's largest and most trusted software marketplace. More than 90 million people annually — including employees at all of the Fortune 500 companies — use G2 to make smarter software decisions based on authentic peer reviews. Thousands of software and services companies of all sizes partner with G2 to build their reputation, manage their software spend, and grow their business. **Average Rating:** 4.6/5.0 **Total Reviews:** 5,292 **Who Is the Company Behind G2 Marketing Solutions?** - **Seller:** [G2](https://www.g2.com/sellers/g2) - **Company Website:** https://www.g2.com - **Year Founded:** 2012 - **HQ Location:** Chicago, USA - **Twitter:** @G2dotcom (32,942 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/2641084/ (1,448 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Software Engineer, Marketing Manager - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 44% Small-Business, 37% Mid-Market #### What Are G2 Marketing Solutions's Pros and Cons? **Pros:** - Ease of Use (472 reviews) - Helpful (351 reviews) - Customer Support (300 reviews) - Authenticity (207 reviews) - User Reviews (207 reviews) **Cons:** - Review Issues (166 reviews) - Expensive (80 reviews) - Biased Reviews (70 reviews) - Lack of Clarity (60 reviews) - Pricing Issues (60 reviews) ### What Do G2 Reviewers Say About G2 Marketing Solutions? *AI-generated summary from verified user reviews* **Pros:** - Users highlight the **ease of use** of G2 Marketing Solutions, facilitating quick implementation of marketing initiatives. - Users appreciate the **intuitive platform and great support** from G2 Marketing Solutions for gathering valuable feedback. - Users value the **excellent customer support** from G2 Marketing Solutions, enhancing their experience and visibility significantly. - Users value the **authenticity** of G2 Marketing Solutions, trusting genuine feedback from real clients to make informed decisions. - Users value G2 Marketing Solutions for its **genuine and honest reviews** that aid informed decision-making in business. **Cons:** - Users face **review issues** , including inconsistent quality and overwhelming feedback that complicates evaluating products effectively. - The pricing of G2 Marketing Solutions is **excessively high** , making it inaccessible for small enterprises and startups. - Users note the potential for **biased reviews** on G2 Marketing Solutions, which may affect trust and decision-making. - Users express concern over the **lack of clarity** in the review process, causing confusion and delays. - Users find the **pricing issues** challenging for startups, frequently feeling it's an expensive investment for limited profiles. #### What Are Recent G2 Reviews of G2 Marketing Solutions? **"[Builds Credibility and Reaches High-Intent Buyers with Powerful Insights](https://www.g2.com/survey_responses/g2-marketing-solutions-review-13035159)"** **Rating:** 4.5/5.0 stars *— Neelanjana M.* [Read full review](https://www.g2.com/survey_responses/g2-marketing-solutions-review-13035159) --- **"[G2’s Authentic Reviews and Well-Categorized UI Made RevOps Research Easy](https://www.g2.com/survey_responses/g2-marketing-solutions-review-12852103)"** **Rating:** 4.5/5.0 stars *— Yogesh N.* [Read full review](https://www.g2.com/survey_responses/g2-marketing-solutions-review-12852103) --- #### What Are G2 Users Discussing About G2 Marketing Solutions? - [In what ways is G2.com influencing purchasing decisions in the software and technology market?](https://www.g2.com/discussions/in-what-ways-is-g2-com-influencing-purchasing-decisions-in-the-software-and-technology-market) - 8 comments, 4 upvotes - [How is G2.com being used to enhance operational efficiency and user experience in its specific field?](https://www.g2.com/discussions/how-is-g2-com-being-used-to-enhance-operational-efficiency-and-user-experience-in-its-specific-field) - 6 comments, 2 upvotes - [What is G2.com used for?](https://www.g2.com/discussions/what-is-g2-com-used-for) - 11 comments, 6 upvotes - [What is G2 Marketing Solutions used for?](https://www.g2.com/discussions/what-is-g2-marketing-solutions-used-for) - 2 comments - [How much does g2 crowd cost?](https://www.g2.com/discussions/how-much-does-g2-crowd-cost) - 12 comments, 5 upvotes ### 24. [nebulaONE AI](https://www.g2.com/products/nebulaone-ai/reviews) NebulaONE is a secure, affordable, Microsoft-based AI gateway that allows organizations to deploy no-code Enterprise AI in their private Microsoft Azure environment. NebulaONE is unlike traditional AI SaaS platforms and is not licensed per user per month. NebulaONE is a value-based consumption platform in which you truly pay for what you use. If you are looking to rapidly prototype or legitimately go from Pilot to Production across your organization in an expedited fashion, and quickly realize ROI, nebulaONE AI is the enterprise platform for your organization. **Average Rating:** 4.8/5.0 **Total Reviews:** 9 **Who Is the Company Behind nebulaONE AI?** - **Seller:** [Cloudforce](https://www.g2.com/sellers/cloudforce) - **Year Founded:** 2010 - **HQ Location:** National Harbor, US - **LinkedIn® Page:** https://www.linkedin.com/company/gocloudforce/ (95 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Higher Education - **Company Size:** 67% Enterprise, 33% Mid-Market #### What Are nebulaONE AI's Pros and Cons? **Pros:** - Ease of Use (5 reviews) - Customer Support (3 reviews) - Deployment Ease (3 reviews) - Pricing (3 reviews) - Easy Integrations (2 reviews) **Cons:** - Expensive (1 reviews) - Learning Curve (1 reviews) - Limited Features (1 reviews) - Missing Features (1 reviews) - Model Issues (1 reviews) ### What Do G2 Reviewers Say About nebulaONE AI? *AI-generated summary from verified user reviews* **Pros:** - Users find **nebulaONE AI easy to use** , appreciating its simplicity in managing diverse AI tools efficiently. - Users praise the **responsive customer support** of nebulaONE AI, enhancing user experience and confidence in the service. - Users commend the **rapid deployment** of nebulaONE AI, enabling quick integration and effective onboarding for teams. - Users appreciate the **cost-effective pricing** of nebulaONE AI, enabling widespread access to AI while ensuring compliance and security. - Users appreciate the **easy integrations** of nebulaONE AI, enabling rapid deployment and adaptability within existing systems. **Cons:** - Users express concern about **expensive support and maintenance charges** as rapid expansion could dilute service quality. - Users note a significant **learning curve** for first-time use, particularly with prompt design and agent instructions. - Users find the **administrator tools limited** , requiring more robust capabilities for better insights and management. - Users note the **lack of certain features** in nebulaONE AI, impacting overall functionality and user satisfaction. - Users face **model availability issues** due to reliance on external factors, impacting overall functionality and satisfaction. #### What Are Recent G2 Reviews of nebulaONE AI? **"[A scalable, secure, platform to drive GenAI adoption across multiple user bases](https://www.g2.com/survey_responses/nebulaone-ai-review-12634628)"** **Rating:** 4.5/5.0 stars *— Jenny R.* [Read full review](https://www.g2.com/survey_responses/nebulaone-ai-review-12634628) --- **"[NebulaONE: Easy, Affordable, and Scales Fast Across Campus](https://www.g2.com/survey_responses/nebulaone-ai-review-12577326)"** **Rating:** 5.0/5.0 stars *— Howard M.* [Read full review](https://www.g2.com/survey_responses/nebulaone-ai-review-12577326) --- ### 25. [Auto GPT](https://www.g2.com/products/auto-gpt/reviews) Auto GPT is an open-source attempt to make GPT-4 fully autonomous, pushing the boundaries of AI innovation. **Average Rating:** 4.8/5.0 **Total Reviews:** 6 **Who Is the Company Behind Auto GPT?** - **Seller:** [Auto GPT](https://www.g2.com/sellers/auto-gpt) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 57% Small-Business, 29% Mid-Market #### What Are Auto GPT's Pros and Cons? **Pros:** - Ease of Use (4 reviews) - Time-Saving (3 reviews) - Useful (3 reviews) - Creativity (1 reviews) - Customer Support (1 reviews) **Cons:** - AI Limitations (2 reviews) - Context Understanding (1 reviews) - Misleading Marketing (1 reviews) - Outdated Information (1 reviews) - Privacy Concerns (1 reviews) ### What Do G2 Reviewers Say About Auto GPT? *AI-generated summary from verified user reviews* **Pros:** - Users find Auto GPT to be **easy to use** , facilitating day-to-day tasks and quick integration into projects. - Users value the **time-saving automation** of Auto GPT, enhancing daily efficiency with AI capabilities. - Users find the **amazing potential** of Auto GPT in automating complex tasks and enhancing productivity invaluable. - Users praise Auto GPT for its **effortless conversational abilities** , seamlessly engaging in discussions and generating creative content. - Users value the **supportive customer service** of Auto GPT, enhancing their overall experience and ease of use. **Cons:** - Users note the **limitations in understanding context** and potential for misleading information with Auto GPT. - Users face **limitations in context understanding** , leading to potentially misleading information being generated by Auto GPT. - Users express concerns about **misleading marketing** as Auto GPT sometimes produces inaccurate and contextually flawed information. - Users find that Auto-GPT's **limited domain knowledge** can hinder its performance on specialized or niche topics. - Users express concerns over **privacy issues** , citing bias, inaccuracy, and potential toxicity in Auto GPT's results. #### What Are Recent G2 Reviews of Auto GPT? **"[Review for advance AI Tool (Auto GPT)](https://www.g2.com/survey_responses/auto-gpt-review-10307432)"** **Rating:** 4.5/5.0 stars *— Anshika S.* [Read full review](https://www.g2.com/survey_responses/auto-gpt-review-10307432) --- **"[Best AI Service](https://www.g2.com/survey_responses/auto-gpt-review-11365935)"** **Rating:** 5.0/5.0 stars *— Edwin M.* [Read full review](https://www.g2.com/survey_responses/auto-gpt-review-11365935) --- ## What Is AI Agent Builders Software? [ Agentic AI Software](https://www.g2.com/categories/agentic-ai) ## What Software Categories Are Similar to AI Agent Builders Software? - [iPaaS Software](https://www.g2.com/categories/ipaas) - [Chatbots Software](https://www.g2.com/categories/chatbots) - [AI Agents For Business Operations](https://www.g2.com/categories/ai-agents-for-business-operations) - [AI Chatbots Software](https://www.g2.com/categories/ai-chatbots) - [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure) - [AI Customer Support Agents Software](https://www.g2.com/categories/ai-customer-support-agents) - [AI Orchestration Software](https://www.g2.com/categories/ai-orchestration) --- ## How Do You Choose the Right AI Agent Builders Software? ### What You Should Know About AI Agent Builders Software ### AI Agent Builders buying insights at a glance [AI Agent Builders Software](https://www.g2.com/categories/ai-agent-builders) helps organizations design, deploy, and manage autonomous AI agents that can execute tasks, retrieve information, and automate workflows across business systems. These platforms allow teams to configure AI-driven agents that interact with internal [knowledge bases](https://www.g2.com/categories/knowledge-base-software), [CRM systems](https://www.g2.com/categories/CRM), support tools, and operational data sources to perform work such as answering questions, routing requests, completing workflows, or generating responses. As businesses increasingly operationalize generative AI, **AI agent builders** are becoming essential infrastructure for teams that want AI to move beyond experimentation and into everyday business processes. Organizations often adopt **AI agent builder software** to reduce manual work, streamline repetitive workflows, and give employees or customers faster access to accurate information. Across G2 user reviews, buyers frequently highlight benefits such as easier workflow automation, improved access to internal knowledge, and the ability to deploy AI-driven assistants without extensive engineering support. The **best AI agent building tools** stand out when they combine flexible automation logic, strong integrations, and reliable AI responses that support real operational tasks. In practice, the most effective **AI agent builder platforms** function as an automation layer that connects systems, workflows, and AI reasoning within a single environment. Pricing varies depending on automation complexity, agent usage volume, integration requirements, and governance features. Many vendors offer tiered subscription plans combined with usage-based pricing tied to messages, [API](https://www.g2.com/categories/api-development) calls, or workflow executions. Organizations evaluating **AI agent builder platforms** often also factor in implementation support, model usage costs, and long-term administration effort when estimating the total cost of ownership. ### **Top 5 FAQs from software buyers:** - What features should I look for in the best AI agent builders? - How do AI agent builder tools connect with internal business systems? - What’s the difference between AI agent builder software and chatbot platforms? - How do AI agent builder platforms manage automation workflows and decision logic? - How long does it take to deploy AI agents using modern AI agent builders? G2'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** - _"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."_ - [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** - _"Lindy's flexibility is its biggest flex. Unlike other automation tools that are super clunky and rigid, Lindy lets you build 'agents' 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."_ - [Osmar Gonçalves](https://www.g2.com/products/lindy-lindy/reviews/lindy-review-11783253), Lindy Review - **Automation reduces repetitive support tasks and accelerates internal workflows** - _"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'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."_ - [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** - _"While it promises low-code automation, creating advanced workflows often requires a deeper understanding of the platform, leading to a steep learning curve."_ - [Sumit Kumar 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** - _"The main thing to be aware of is that while the basic functionality is very straightforward, there'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't very technical, creating a more complex "skill flow" 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's nothing that can't be figured out, but it's worth noting."_ - [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** - _"Prompts need a lot of tuning, especially when agents are exposed via customer-facing portals, which can expect any kind of open questions. But once turned, it works great."_ - [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