# 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 (1,163 reviews) | Salesforce-native autonomous agent building and deployment | "[Autonomous AI Agents That Streamline Workflows Across the Salesforce Ecosystem](https://www.g2.com/survey_responses/salesforce-agentforce-review-12739909)" | | 2 | [UiPath Agentic Automation](https://www.g2.com/products/uipath-agentic-automation/reviews) | 4.6/5.0 (6,137 reviews) | RPA-native agentic orchestration with human-in-the-loop | "[Extending RPA Capabilities with Agentic AI](https://www.g2.com/survey_responses/uipath-agentic-automation-review-13049861)" | | 3 | [OutSystems](https://www.g2.com/products/outsystems/reviews) | 4.5/5.0 (1,622 reviews) | Visual agentic app development with low-code | "[OutSystems Speeds Delivery with a Powerful Visual Low-Code Platform](https://www.g2.com/survey_responses/outsystems-review-12858810)" | | 4 | [ServiceNow AI Agents](https://www.g2.com/products/servicenow-ai-agents/reviews) | 4.3/5.0 (436 reviews) | ServiceNow-native agentic ITSM workflow automation | "[ServiceNow AI Agents Streamline Workflows and Reduce Manual Effort](https://www.g2.com/survey_responses/servicenow-ai-agents-review-12617915)" | | 5 | [Databricks](https://www.g2.com/products/databricks/reviews) | 4.6/5.0 (1,322 reviews) | — | "[Helpful for Managing and Analyzing Operational Data](https://www.g2.com/survey_responses/databricks-review-13090803)" | | 6 | [Zapier](https://www.g2.com/products/zapier/reviews) | 4.5/5.0 (2,062 reviews) | No-code agent-building with cross-app workflow automation | "[Zapier has changed a lot recently!](https://www.g2.com/survey_responses/zapier-review-12997643)" | | 7 | [Asana](https://www.g2.com/products/asana/reviews) | 4.4/5.0 (13,240 reviews) | AI-automated cross-team workflow orchestration | "[Asana Keeps Me Organized—Fast, Fair-Priced, and Great Support](https://www.g2.com/survey_responses/asana-review-13108618)" | | 8 | [CloseBot](https://www.g2.com/products/closebot/reviews) | 4.8/5.0 (180 reviews) | Goal-based lead qualification and conversational appointment-booking | "[CloseBot Makes AI Chatbots Fast to Build with Powerful Automation](https://www.g2.com/survey_responses/closebot-review-13126365)" | | 9 | [Jotform AI Agents](https://www.g2.com/products/jotform-ai-agents/reviews) | 4.5/5.0 (639 reviews) | No-code conversational agent deployment with trainable knowledge bases | "[Interactive, Smart AI Agents That Seamlessly Integrate with Jotform Apps](https://www.g2.com/survey_responses/jotform-ai-agents-review-13063306)" | | 10 | [ClickUp](https://www.g2.com/products/clickup/reviews) | 4.6/5.0 (12,624 reviews) | — | "[ClickUp’s Custom Fields & Dashboards Make a Powerful Single Source of Truth](https://www.g2.com/survey_responses/clickup-review-13124992)" | --- ## What Are the Most Common Questions About AI Agent Builders Software? *AI-generated · Last updated: May 26, 2026* ### Ai tools for building agents? Based on G2 reviews, buyers looking into AI agent builders most often mention tools that help automate support, sales follow-up, workflow execution, and data-heavy tasks without requiring deep engineering effort. According to verified users, strong options in this category stand out for low-code setup, integrations with systems like CRMs, knowledge bases, and collaboration tools, plus the ability to handle repetitive work at scale. G2 reviewers mention that some products are especially valued for conversational support and lead handling, while others are chosen for orchestration, document processing, or broader automation. The right fit depends on whether your priority is customer service, internal operations, voice automation, or cross-system workflow management. ### I want the easiest ai agent builder for onboarding agents, which software has the simplest UI? Based on G2 reviews, [Salesforce Agentforce](https://www.g2.com/products/salesforce-agentforce/reviews/salesforce-agentforce-review-12854878) appears most often among recently reviewed eligible products, and verified users frequently describe setup as straightforward once testing is in place. According to verified users across the category, the easiest interfaces are usually described as low-code or no-code, with visual builders, guided setup, and minimal switching between tools. G2 reviewers mention that ease of use often comes down to whether teams need simple onboarding bots or more advanced workflows, because some platforms are intuitive for first builds but become more technical as complexity grows. For onboarding-focused agents, buyers should look for clear workflow builders, reusable templates, and integrations that reduce manual setup work. ### What’s the best ai agent builder platform for a non-coder to spin up customer support bots? Based on G2 reviews, non-coders usually favor platforms that pair easy setup with strong support use cases such as FAQ handling, ticket deflection, and always-on website chat. According to verified users, the strongest options for customer support bots reduce the need for heavy coding by offering drag-and-drop builders, prebuilt flows, and knowledge-base connections. G2 reviewers mention that support teams value tools that can answer routine questions quickly, escalate when needed, and maintain a natural conversation style. Ease of training and deployment is also a recurring theme in reviews, especially for teams without dedicated developers. The best fit depends on whether you need chat, voice, or omnichannel support automation inside your existing service workflow. **Here are some of the top-rated products on G2:** - [Salesforce Agentforce](https://www.g2.com/products/salesforce-agentforce/reviews/salesforce-agentforce-review-12856902) – often used to automate support queues, case deflection, and knowledge-base driven customer help - [Jotform AI Agents](https://www.g2.com/products/jotform-ai-agents/reviews/jotform-ai-agents-review-12805226) – frequently used for FAQ bots and customer support assistants with simple setup - [CloseBot](https://www.g2.com/products/closebot/reviews/closebot-review-12680437) – commonly used for conversational intake and appointment-booking support flows ### Ai agent builders comparison which platform has the most reliable multi-agent orchestration? Based on G2 reviews, reliability in multi-agent orchestration is most often tied to how well a platform manages workflows across agents, systems, and approvals rather than just chat responses. According to verified users, products in this category are praised when they can coordinate agents with automation layers, handle structured handoffs, and support more complex business processes without excessive manual intervention. G2 reviewers mention strengths such as orchestration dashboards, reusable agents, and the ability to connect AI-driven steps with traditional workflow logic. Buyers comparing platforms for this need should prioritize review signals around governance, workflow visibility, and cross-system execution, especially if the use case involves multiple teams, long-running processes, or a mix of AI and human-in-the-loop actions. ### Best ai agent builder app for mobile so i can manage and tweak agents from my phone? Based on G2 reviews, mobile management is mentioned less often than desktop workflow building, so buyers should expect stronger support for monitoring and light updates than full agent design from a phone. According to verified users, some platforms are appreciated for accessible interfaces, quick navigation, and integrations that keep key workflows visible even when away from a desk. G2 reviewers mention mobile usefulness mainly in the context of notifications, reviewing activity, staying on top of tasks, and responding quickly, while deeper workflow setup is still often easier on desktop. If mobile access matters, buyers should look for products with responsive interfaces, simple dashboards, and integrations that let teams monitor conversations, tasks, or automations without needing a full workstation. **Here are some of the top-rated products on G2:** - [Salesforce Agentforce](https://www.g2.com/products/salesforce-agentforce/reviews/salesforce-agentforce-review-12814554) – mentioned by users for organized workflows and interest in more mobile-friendly, on-the-go use - [Zapier](https://www.g2.com/products/zapier/reviews/zapier-review-12584216) – used to monitor and automate recurring tasks with lightweight troubleshooting and notifications ### Best no-code ai agent builder software to embed on my website chat widget? Based on G2 reviews, no-code buyers looking for website chat widgets tend to value fast setup, easy training, and the ability to answer visitor questions without constant human involvement. According to verified users, the best experiences come from platforms that let teams publish quickly, connect knowledge sources, and manage conversational flows without heavy engineering work. G2 reviewers mention website chat use cases such as customer support, lead qualification, intake, and booking, often highlighting drag-and-drop interfaces or simple setup steps. Buyers should pay close attention to review themes around embedding, branding, response quality, and whether the tool can manage repetitive queries while still escalating or handing off when conversations become more complex. **Here are some of the top-rated products on G2:** - [Jotform AI Agents](https://www.g2.com/products/jotform-ai-agents/reviews/jotform-ai-agents-review-12752794) – often used to create website chatbots from uploaded files or site content with minimal setup - [Botpress](https://www.g2.com/products/botpress/reviews/botpress-review-12418677) – frequently used for customer-facing chat flows that automate answers and improve lead capture - [CloseBot](https://www.g2.com/products/closebot/reviews/closebot-review-12680437) – commonly embedded for conversational intake, appointment booking, and real-time website responses ### Which ai agent builder is actually worth paying for if i want sales outreach agents, not just toy demos? Based on G2 reviews, [Salesforce Agentforce](https://www.g2.com/products/salesforce-agentforce/reviews/salesforce-agentforce-review-12854878) shows the strongest recent review presence among eligible products, making it the clearest single-product signal for buyers looking beyond lightweight experimentation. According to verified users, platforms worth paying for are the ones tied to measurable workflow outcomes such as lead qualification, CRM updates, approvals, and follow-up automation rather than novelty demos. G2 reviewers mention that serious sales use cases depend on strong integrations, reliable execution, and the ability to work with live business data. Buyers should favor products repeatedly described as useful for lead handling, deal prep, or sales workflow automation, especially if they need a tool that can move from pilot to everyday operational use. ### Top-rated ai agent builder platforms for saas companies that need workflow automation? Based on G2 reviews, SaaS teams evaluating agent builders for workflow automation consistently focus on platforms that connect apps, reduce repetitive operational work, and let teams automate structured processes at scale. According to verified users, the most useful products in this scenario are those that support app integrations, orchestration, data movement, and reusable workflows across support, operations, and go-to-market teams. G2 reviewers mention benefits such as centralizing workflows, reducing manual handoffs, improving response consistency, and moving faster without depending on custom development for every new process. For SaaS environments, buyers should look for signals around integration breadth, workflow visibility, low-code setup, and support for scaling automations across multiple internal teams and customer-facing operations. **Here are some of the top-rated products on G2:** - [UiPath Agentic Automation](https://www.g2.com/products/uipath-agentic-automation/reviews/uipath-agentic-automation-review-12825539) – often used to automate end-to-end workflows that combine AI, RPA, and human review - [Zapier](https://www.g2.com/products/zapier/reviews/zapier-review-12669014) – frequently used by teams to connect apps, route leads, trigger follow-ups, and keep workflows synchronized - [n8n](https://www.g2.com/products/n8n/reviews/n8n-review-12691118) – commonly chosen for flexible workflow automation across APIs, data sources, and AI-driven processes ### What ai agent builder software do startups use for automated onboarding and product tours? Based on G2 reviews, startups tend to favor tools that are quick to stand up, easy to customize, and capable of handling onboarding steps or guided support without requiring large implementation teams. According to verified users, onboarding-related use cases often center on answering repetitive questions, guiding users through forms or setup flows, and reducing manual follow-up. G2 reviewers mention that startup teams value products with low-code builders, reusable workflows, and integrations that keep operational overhead down. For product-tour and onboarding scenarios, buyers should look for review evidence around conversational guidance, easy deployment, and the ability to keep customer or internal onboarding information consistent across channels while scaling beyond manual support. ### Cheapest ai agent builder tools that still have solid integrations with slack and hubspot? Based on G2 reviews, budget-conscious buyers still want strong integration depth, especially with go-to-market and collaboration tools. According to verified users, lower-cost or more cost-flexible options are often praised when they connect cleanly with Slack, CRMs, and other core business apps while remaining approachable for small teams. G2 reviewers mention that pricing pressure shows up frequently in this category, so buyers should weigh not only entry cost but also whether workflows, task volumes, or AI usage scale predictably. Affordable options are most attractive when they reduce manual work quickly and fit into existing workflows without requiring major engineering effort. For Slack and HubSpot-heavy teams, integration quality and ease of setup matter as much as sticker price. **Here are some of the top-rated products on G2:** - [Zapier](https://www.g2.com/products/zapier/reviews/zapier-review-12687921) – often used to connect HubSpot, Slack, and other tools for lead routing and workflow automation - [Relay.app](https://www.g2.com/products/relay-app/reviews/relay-app-review-12585150) – praised for easy workflow setup, affordability, and broad connections across common business tools - [n8n](https://www.g2.com/products/n8n/reviews/n8n-review-12845138) – valued for self-hosting flexibility and lower-cost automation across APIs and collaboration systems ## G2 Grid® for AI Agent Builders Software ![G2 Grid® for AI Agent Builders Software plotting products by satisfaction and market presence](https://www.g2.com/categories/ai-agent-builders/grids.png?focus%5B%5D=1408921&focus%5B%5D=6218&focus%5B%5D=3803&focus%5B%5D=1408919&focus%5B%5D=10470&focus%5B%5D=2629&focus%5B%5D=278&focus%5B%5D=1437428) Highlighted products: Salesforce Agentforce, UiPath Agentic Automation, OutSystems, ServiceNow AI Agents, Databricks, Zapier, Asana, and Jotform AI Agents. Underlying data: [Grid® JSON](https://www.g2.com/categories/ai-agent-builders/grids.json?focus%5B%5D=salesforce-agentforce&focus%5B%5D=uipath-agentic-automation&focus%5B%5D=outsystems&focus%5B%5D=servicenow-ai-agents&focus%5B%5D=databricks&focus%5B%5D=zapier&focus%5B%5D=asana&focus%5B%5D=jotform-ai-agents) ## How Many AI Agent Builders Software Products Does G2 Track? **Total Products under this Category:** 392 ### Category Stats (Jul 2026) - **Average Rating**: 4.64/5 (↓0.01 vs Jun 2026) The average rating of products in this category, based on all submitted ratings - **Top Trending Product**: Abacus.ai (+1.36%) - Among all products in this category, Abacus.ai recorded the largest rating increase compared to last month *Last updated: July 19, 2026* ## How Does G2 Rank AI Agent Builders Software Products? **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 84,400+ Authentic Reviews - 392+ 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** ### SuperAnnotate SuperAnnotate bridges the gap between cutting-edge AI innovation and the high-quality human data that powers it - helping advanced AI teams build more intelligent models. With a global network of thousands of rigorously vetted experts, ethical and scalable managed operations, precise talent matching, and purpose‑built technology, SuperAnnotate delivers full project visibility and unmatched data quality. SuperAnnotate powers complex annotation, evaluation, and reinforcement learning workflows to build, evaluate and align frontier AI. Trusted by innovators like Databricks, IBM and ServiceNow - and backed by NVIDIA, Dell Technologies Capital, Databricks Ventures, Cox Enterprises, and Lionel Messi’s Play Time VC - SuperAnnotate enables the world’s top AI teams to build responsible and state‑of‑the‑art models with human data. [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=2026-07-20T12%3A18%3A02Z&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=128515&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%3Fopen_modal_url%3D%252Fproducts%252Fg2%252Fwishlists%253Fhost_path%253D%25252Fcategories%25252Fai-agent-builders%2526source%253Dcategory&secure%5Btoken%5D=fecde50087a6526e61840a1deaa54d27142c57b2c320497566addd125f8cfe23&secure%5Burl%5D=https%3A%2F%2Fwww.superannotate.com%2Frequest-demo&secure%5Burl_type%5D=custom_url) --- ## What Are the Top-Rated AI Agent Builders Software Products in 2026? ### 1. [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:** 315 **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 appreciate the **ease of use** of Creatio, enabling quick implementation and seamless customization for their business needs. - Users value the **efficiency** of Creatio, enabling quick implementation and seamless customization for their business needs. - Users value the **customizability** of Creatio, enabling tailored processes and effective support for business needs. - Users appreciate the **facility to customize** Creatio, allowing for tailored solutions that enhance business processes and efficiency. - Users value the **extensive customization options** of Creatio, enhancing their ability to tailor solutions to specific needs. **Cons:** - Users find the **learning curve steep** , often needing training and support to effectively use Creatio. - Users are disappointed by the **missing features** in Creatio, particularly in advanced analytics and contact upload options. - Users find **limited features** in Creatio, particularly in analytics and marketplace app selection, hindering comprehensive functionality. - Users find **limited customization** options in Creatio, hindering the ability to tailor designs to specific needs. - Users find **limited options** in Creatio hinder flexibility, particularly for service businesses needing custom solutions and efficient contact uploads. #### What Are Recent G2 Reviews of Creatio? **"[Creatio’s Flexible Low-Code Platform That Simplifies CRM and Workflow Automation](https://www.g2.com/survey_responses/creatio-review-13104076)"** **Rating:** 4.5/5.0 stars *— Dharamveer p.* [Read full review](https://www.g2.com/survey_responses/creatio-review-13104076) --- **"[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) --- #### What Are G2 Users Discussing About Creatio? - [What is Creatio used for?](https://www.g2.com/discussions/what-is-creatio-used-for) - 1 comment ### 2. [WRITER](https://www.g2.com/products/writer/reviews) WRITER is where the world’s leading enterprises orchestrate AI-powered work. With WRITER’s end-to-end platform, teams can build, activate, and supervise AI agents that are grounded in their company’s data and fueled by WRITER’s enterprise-grade LLMs. From faster product launches to deeper financial research to better clinical trials, companies are quickly transforming their most important business processes for the AI era in partnership with WRITER. Founded in 2020, WRITER delivers unmatched ROI for hundreds of customers like Accenture, Marriott, Uber, and Vanguard and is backed by investors including Premji Invest, Radical Ventures, ICONIQ Growth, Insight Partners, Balderton, B Capital, Salesforce Ventures, Adobe Ventures, Citi Ventures, IBM Ventures, and others. **Average Rating:** 4.4/5.0 **Total Reviews:** 116 **Who Is the Company Behind WRITER?** - **Seller:** [WRITER](https://www.g2.com/sellers/writer-2e12b938-e3d4-4bd1-aa57-2cac80d60dcd) - **Company Website:** https://writer.com - **Year Founded:** 2020 - **HQ Location:** San Francisco, California - **Twitter:** @Get_Writer (7,596 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/getwriter (2,423 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Computer Software, Marketing and Advertising - **Company Size:** 50% Small-Business, 28% Mid-Market #### What Are WRITER's Pros and Cons? **Pros:** - Ease of Use (22 reviews) - Useful (15 reviews) - AI Writing Assistance (13 reviews) - Content Creation (12 reviews) - Writing Improvement (12 reviews) **Cons:** - Learning Curve (10 reviews) - Lack of Creativity (8 reviews) - Learning Difficulty (6 reviews) - AI Quality (4 reviews) - Poor Writing Quality (4 reviews) ### What Do G2 Reviewers Say About WRITER? *AI-generated summary from verified user reviews* **Pros:** - Users value WRITER for its **ease of use** , making productivity and seamless setup a fun and efficient experience. - Users find WRITER **incredibly valuable for productivity** , enabling efficient research and seamless content creation across teams. - Users value the **AI writing assistance** of WRITER, significantly boosting creativity and efficiency in their projects. - Users value WRITER for its **effortless content creation** , enhancing brand consistency and significantly boosting efficiency. - Users value the **writing improvement features** of WRITER, enhancing creativity and streamlining content creation processes. **Cons:** - Users note a significant **learning curve** with Writer, requiring extra time to adapt to its features and usability. - Users criticize the **lack of creativity** in WRITER, noting its strict rules lead to repetitive and less engaging content. - Users experience a **learning difficulty** with Writer due to its complex configurations and lack of intuitive guidance. - Users find the **AI quality lacking** , often producing robotic outputs that hinder overall effectiveness and experience. - Users often find the **writing quality poor** , with outputs described as robotic and lacking originality. #### What Are Recent G2 Reviews of WRITER? **"[Highly Intuitive Interface with Near-Perfect First-Try Output](https://www.g2.com/survey_responses/writer-review-12884024)"** **Rating:** 5.0/5.0 stars *— Verified User in Financial Services* [Read full review](https://www.g2.com/survey_responses/writer-review-12884024) --- **"[Deep, Proactive Insights That Anticipate Obstacles](https://www.g2.com/survey_responses/writer-review-13032035)"** **Rating:** 5.0/5.0 stars *— Raquel L.* [Read full review](https://www.g2.com/survey_responses/writer-review-13032035) --- #### What Are G2 Users Discussing About WRITER? - [What tools do writers use to convey their ideas?](https://www.g2.com/discussions/what-tools-do-writers-use-to-convey-their-ideas) - [Which software can be used for writing text?](https://www.g2.com/discussions/which-software-can-be-used-for-writing-text) - [What is Computer writer?](https://www.g2.com/discussions/what-is-computer-writer) - [What is the use of writer software?](https://www.g2.com/discussions/writer-what-is-the-use-of-writer-software) ### 3. [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:** 1,150 **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:** Founder, CEO - **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 value the **ease of use** of ElevenLabs, finding it straightforward and enjoyable for various tasks. - Users value the **impressive voice quality** of ElevenLabs, which enhances realism and reduces stress in content creation. - Users admire the **speed and reliability** of ElevenLabs, enhancing efficiency in voiceovers and content creation. - Users appreciate the **impressive voice quality and variety** of ElevenLabs, making it easy to create seamless voice agents. - Users appreciate the **easy setup** of ElevenLabs, allowing for a smooth and hassle-free integration into their workflows. **Cons:** - Users find the **pricing structure expensive** , especially with credits depleting quickly and no rollover for unused ones. - Users note that directing AI voice talent is **harder than advertised** , with usability issues affecting overall experience. - Users express concerns about **pricing issues** , citing limited credits and a 'use it or lose it' policy as frustrating. - Users note the **missing features** like custom datasets and flexible pricing, impacting usability and budget management. - Users face notable **pronunciation issues** , especially with roman numerals and acronyms, impacting 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) --- ### 4. [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:** 373 **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/ (307 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 appreciate the **ease of use** of SnapLogic, allowing quick integration and straightforward pipeline setup. - Users appreciate the **easy integrations** of SnapLogic, benefiting from a user-friendly interface and various connectors. - Users appreciate the **seamless integration** capabilities of SnapLogic IIP, enabling efficient connections across diverse systems. - Users enjoy the **user-friendly interface** of SnapLogic, simplifying tasks and enhancing overall productivity. - Users love the **simplicity of automation** in SnapLogic IIP, enabling faster development and efficient integration processes. **Cons:** - Users report **performance issues** with SnapLogic, especially under heavy workloads and in load balancing functionality. - Users experience **poor performance** under heavy workloads, leading to frustration with debugging and complex integrations. - Users struggle with **technical difficulties** , including debugging challenges and performance drops during heavy workloads. - Users find the **complexity of understanding Snaps** and tracing errors to be quite challenging in SnapLogic IIP. - Users report **poor error reporting** and lack of clarity in debugging, complicating the troubleshooting process. #### 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) --- **"[Effortless Integration, Minor Long-Run Hiccups](https://www.g2.com/survey_responses/snaplogic-intelligent-integration-platform-iip-review-10786237)"** **Rating:** 4.0/5.0 stars *— Sayeedul R.* [Read full review](https://www.g2.com/survey_responses/snaplogic-intelligent-integration-platform-iip-review-10786237) --- #### 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 ### 5. [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 commend the **ease of use** of Realm, praising its efficiency in finding and organizing information seamlessly. - Users love Realm for its **seamless integration and intuitive features** , making workflows faster and more efficient. - Users appreciate the **super fast and reliable customer support** from Realm, enhancing their overall experience and productivity. - Users value Realm for its **time-saving capabilities** , streamlining processes and enhancing productivity in daily tasks. - Users highlight the **efficiency** of Realm, enabling faster access to information and streamlined workflows for their teams. **Cons:** - Users note the **limited features** of Realm, expressing a desire for more advanced capabilities and deeper control options. - Users experience **limitations in advanced configurations** , requiring patience and effort to achieve desired outcomes with Realm. - Users face a **difficult learning curve** with Realm, requiring time and effort to fully harness its capabilities. - Users often face **integration issues** with third-party connections, which can hinder their overall experience with Realm. - Users note a **steep learning curve** with Realm, requiring time to configure and master its powerful features effectively. #### 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) --- ### 6. [IBM watsonx Orchestrate](https://www.g2.com/products/ibm-watsonx-orchestrate/reviews) IBM® watsonx Orchestrate® puts AI to work for automating complex workflows and processes at scale, without changing your existing systems and tools. IBM watsonx Orchestrate helps you build, deploy and manage powerful AI assistants and agents, enabling seamless collaboration between them, to create one unified user experience. It can easily integrate with your existing business systems by connecting to multiple proprietary and third-party AI models or automation tools from 100+ enterprise apps. This allows the solution to adapt to your business needs instead of forcing you to adapt to generative AI. It is built on top of watsonx, which is a generative AI solution that allows the user to access multiple foundation models while emphasizing on enterprise-grade security, governance, and compliance. The outcome? Less manual work. Faster decisions. Increased AI productivity. A more efficient business— at scale. IBM watsonx Orchestrate offers the following: - Multi-agent orchestration - Easily deploy, manage, and govern a heterogenous network of AI assistants and agents, across their lifecycle. Enable smooth collaboration amongst multiple AI assistants and agents, whether they are built in-house or from third-party vendors, for a unified user experience. Work across hybrid cloud environments while integrating with complex tech stacks, wherever they reside. Empower employees with self-service access to AI assistants and agents so that they can focus more on what matters most to them. - Low-code agent builder and pre-built agents – Quickly build and deploy custom-built or pre-built AI agents using a range of low-code to pro-code tools, designed for everyday business users as well as professional developers. Easily leverage a software development kit (SDK) that includes tools, documentation, and code samples for faster turnaround times. Accelerate your agentic automation journey with pre-built agents built for specific business domains like human resources, sales, procurement, customer service and more. - Complex business workflow and process automation optimization - Streamline essential processes and reduce manual workflows to get faster ROIs by integrating with current systems or multiple third-party models. Simplify access to several tools and leverage ready-made integrations with 100+ leading enterprise apps including those from Microsoft, Salesforce, SAP, ServiceNow, Workday and more. Key Highlights: 1. Several tools and ready-to-use integrations designed for connecting with 100+ leading enterprise apps, for faster time to value. 2. A set of pre-built agents for specific business domains (like human resources, procurement, sales and more), as well as custom agent building capabilities including a range of low-code to pro-code authoring tools, for adapting to enterprise specific needs. 3. Multi-agent orchestration to enable hassle-free collaboration between several AI assistants, agents, and applications for a unified user experience. **Average Rating:** 4.4/5.0 **Total Reviews:** 368 **Who Is the Company Behind IBM watsonx Orchestrate?** - **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:** Software Engineer, Senior Software Engineer - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 42% Enterprise, 38% Small-Business #### What Are IBM watsonx Orchestrate's Pros and Cons? **Pros:** - Ease of Use (66 reviews) - Easy Integrations (33 reviews) - AI Integration (29 reviews) - Automation (29 reviews) - Efficiency (24 reviews) **Cons:** - Learning Curve (25 reviews) - Complexity (19 reviews) - Integration Issues (13 reviews) - Expensive (12 reviews) - Missing Features (12 reviews) ### What Do G2 Reviewers Say About IBM watsonx Orchestrate? *AI-generated summary from verified user reviews* **Pros:** - Users find **ease of use** in IBM watsonx Orchestrate, creating bots and deploying projects effortlessly without coding. - Users value the **easy integrations** of IBM watsonx Orchestrate, which enhance productivity by streamlining connections between tools. - Users appreciate the **seamless AI integration** of IBM watsonx Orchestrate, enhancing automation and tool compatibility effortlessly. - Users appreciate the **easy automation** capabilities of IBM watsonx Orchestrate, enabling efficient task management with minimal coding. - Users value the **efficiency** of IBM watsonx Orchestrate, appreciating its fast and accurate responses for streamlined support. **Cons:** - Users find the **high learning curve** challenging, with insufficient educational resources for effective platform mastery. - Users find the **steep learning curve** challenging, especially when integrating with complex enterprise systems. - Users face **integration issues** that hinder smooth operation and require additional workflows for effective use of the platform. - Users find IBM watsonx Orchestrate to be **expensive** , making it less accessible for smaller firms and outside integrations. - Users find the **missing features** in IBM watsonx Orchestrate, such as limited integrations and cumbersome node management, frustrating. #### What Are Recent G2 Reviews of IBM watsonx Orchestrate? **"[good product, steep learning curve but worth it](https://www.g2.com/survey_responses/ibm-watsonx-orchestrate-review-12594759)"** **Rating:** 4.5/5.0 stars *— Harsh C.* [Read full review](https://www.g2.com/survey_responses/ibm-watsonx-orchestrate-review-12594759) --- **"[Intuitive AI Skills and Seamless Integrations That Streamline Marketing Workflows](https://www.g2.com/survey_responses/ibm-watsonx-orchestrate-review-12592830)"** **Rating:** 4.5/5.0 stars *— bhagyashri d.* [Read full review](https://www.g2.com/survey_responses/ibm-watsonx-orchestrate-review-12592830) --- #### What Are G2 Users Discussing About IBM watsonx Orchestrate? - [What is IBM Watson Assistant used for?](https://www.g2.com/discussions/what-is-ibm-watson-assistant-used-for) - 1 comment - [Is IBM Watson assistant free?](https://www.g2.com/discussions/is-ibm-watson-assistant-free) - 2 comments - [What are three applications of IBM Watson?](https://www.g2.com/discussions/ibm-watson-assistant-what-are-three-applications-of-ibm-watson) - 1 comment - [What is IBM Watson assistant?](https://www.g2.com/discussions/what-is-ibm-watson-assistant) - 1 comment ### 7. [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:** 75 **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/ (147,094 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:** 48% Enterprise, 32% Mid-Market #### What Are AWS Bedrock's Pros and Cons? **Pros:** - Ease of Use (17 reviews) - Model Variety (14 reviews) - Easy Integrations (11 reviews) - Features (9 reviews) - Integrations (8 reviews) **Cons:** - Expensive (22 reviews) - Complexity Issues (9 reviews) - Model Issues (7 reviews) - Learning Curve (6 reviews) - Limited Access (5 reviews) ### What Do G2 Reviewers Say About AWS Bedrock? *AI-generated summary from verified user reviews* **Pros:** - Users find AWS Bedrock's **ease of use** invaluable, especially with its unified API and serverless architecture. - Users value the **variety of models** in AWS Bedrock, enabling tailored solutions for diverse use cases. - Users appreciate the **easy integrations** of AWS Bedrock, making it simple to switch models and streamline workflows. - Users value the **ease of use and security** of AWS Bedrock, enhancing inspiration and productivity in generative AI applications. - Users value the **unified API** of AWS Bedrock, enabling seamless model switching and easy integrations within AWS. **Cons:** - Users find AWS Bedrock **expensive** , especially for large-scale operations and niche applications requiring extensive customization. - Users find the **complexity issues** of AWS Bedrock challenging, especially for newcomers and niche use cases. - Users face **model issues** with AWS Bedrock, including high costs and limited availability of popular models. - Users find the **steep learning curve** of AWS Bedrock challenging, particularly for those new to AWS services. - Users express frustration over the **limited access** to models in AWS Bedrock, impacting customization and availability. #### 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) --- ### 8. [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 commend Rayven's **ease of use** , highlighting effortless automation and streamlined integration through intuitive drag-and-drop features. - Users appreciate Rayven's **robust handling of large-scale data** and advanced AI capabilities, enhancing operational efficiency and flexibility. - Users praise Rayven for its **exceptional automation** capabilities, significantly streamlining data workflows and enhancing operational efficiency. - Users appreciate Rayven's **customization capabilities** , allowing tailored solutions that enhance integration and streamline operations efficiently. - Users appreciate Rayven's **robust data management** , enabling real-time processing and integration across complex systems with ease. **Cons:** - Users find the **learning curve steep** initially, requiring time and guidance to fully grasp all features. - Users find **difficult learning** curves with Rayven's features, requiring time and guidance for smoother onboarding experiences. - Users experience a **steep learning curve** initially, requiring time and additional resources to fully understand the platform. - Users find the **complex setup** challenging, especially with advanced features and multi-site deployments requiring careful planning. - Users note the **setup complexity** of Rayven, requiring assistance for advanced integrations and lengthy initial configurations. #### 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) --- ### 9. [Voiceflow](https://www.g2.com/products/voiceflow/reviews) Voiceflow is a AI agent platform that empowers product teams at mid-market and enterprise companies to design, deploy, and scale AI agents across chat and voice channels. Trusted by teams at StubHub, Superloop, JP Morgan Chase, and Trilogy, Voiceflow combines an intuitive drag-and-drop agent builder with a knowledge base, content management system, and native integrations, so teams can move from prototype to production faster. Ship advanced, production-ready AI agents with a developer-first toolkit and powerful API library that supports custom integrations and tailored interfaces. Voiceflow’s built-in analytics surfaces transcripts and let’s you set your own evaluation criteria at scale. Replay conversations, debug step-by-step, filter with precision, and visualize user actions like button clicks — all in a single platform. Voiceflow is ideal for product teams building chatbots, voice assistants, virtual agents, or omnichannel customer experiences. **Average Rating:** 4.6/5.0 **Total Reviews:** 111 **Who Is the Company Behind Voiceflow?** - **Seller:** [Voiceflow](https://www.g2.com/sellers/voiceflow) - **Company Website:** https://www.voiceflow.com/ - **Year Founded:** 2019 - **HQ Location:** San Francisco, CA - **LinkedIn® Page:** https://www.linkedin.com/company/voiceflowhq/ (88 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Founder, CEO - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 60% Small-Business, 15% Mid-Market #### What Are Voiceflow's Pros and Cons? **Pros:** - Ease of Use (59 reviews) - Features (48 reviews) - Easy Integrations (34 reviews) - Artificial Intelligence (31 reviews) - Integrations (30 reviews) **Cons:** - Limited Features (18 reviews) - Integration Issues (17 reviews) - Missing Features (17 reviews) - Usage Limitations (16 reviews) - Improvements Needed (15 reviews) ### What Do G2 Reviewers Say About Voiceflow? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **ease of use** of Voiceflow, facilitating intuitive design and seamless integration without coding. - Users love the **user-friendly no-code building** of Voiceflow, making it easy to create and customize AI agents. - Users praise the **easy integrations** of Voiceflow, allowing seamless connections with apps and enhancing overall functionality. - Users praise **Voiceflow's intuitive interface and powerful integration capabilities** , making AI bot creation seamless and efficient. - Users love the **easy integration features** of Voiceflow, making connections and customizations simple and intuitive. **Cons:** - Users find the **limited features** of Voiceflow restrictive, noting difficulties with integration and setup guidance. - Users find **integration issues** with Voiceflow, requiring more accessible guidance and improved connection processes for a smoother experience. - Users find the **missing features** in Voiceflow's dashboard limiting, affecting both functionality and user experience. - Users face **usage limitations** due to restricted integrations, hosting options, and reliance on built-in AI credits. - Users suggest that **improvements in onboarding and debugging** would enhance their experience with Voiceflow significantly. #### What Are Recent G2 Reviews of Voiceflow? **"[Intuitive Visual Designer That Speeds Up Conversational AI Development](https://www.g2.com/survey_responses/voiceflow-review-13122005)"** **Rating:** 4.5/5.0 stars *— Ravindra N.* [Read full review](https://www.g2.com/survey_responses/voiceflow-review-13122005) --- **"[Effortless Agent Building with Fair Pricing](https://www.g2.com/survey_responses/voiceflow-review-12966733)"** **Rating:** 5.0/5.0 stars *— Jack M.* [Read full review](https://www.g2.com/survey_responses/voiceflow-review-12966733) --- #### What Are G2 Users Discussing About Voiceflow? - [What is Voiceflow used for?](https://www.g2.com/discussions/what-is-voiceflow-used-for) - 1 comment, 1 upvote ### 10. [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:** 45 **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:** 42% Small-Business, 38% Enterprise #### What Are Langchain's Pros and Cons? **Pros:** - Ease of Use (15 reviews) - Easy Integrations (14 reviews) - Features (10 reviews) - Integrations (7 reviews) - Customization (5 reviews) **Cons:** - Complexity Issues (9 reviews) - Learning Curve (9 reviews) - Poor Documentation (7 reviews) - Software Instability (4 reviews) - Error Handling (3 reviews) ### What Do G2 Reviewers Say About Langchain? *AI-generated summary from verified user reviews* **Pros:** - Users find Langchain's **ease of use** invaluable for quickly building complex AI applications with various integrations. - Users appreciate the **easy integrations** of Langchain, enabling seamless connections between LLMs and various APIs. - Users appreciate the **user-friendly features** of Langchain, making powerful capabilities accessible to those with basic AI knowledge. - Users admire the **seamless integrations** of LangChain, which enhance efficiency in developing AI applications and workflows. - Users appreciate the **customization capabilities** of LangChain, enabling tailored AI solutions while simplifying app development. **Cons:** - Users find **complexity issues** with Langchain, citing heavy abstractions and a steep learning curve that hinder productivity. - Users find Langchain's **steep learning curve** overwhelming, requiring deep knowledge of its components and frequent API changes. - Users find the **poor documentation** of LangChain confusing and outdated, complicating their development process. - Users struggle with **software instability** due to frequent breaking changes that complicate long-term project maintenance. - Users find **error handling challenging** in Langchain, complicating debugging and increasing frustration with nested components. #### What Are Recent G2 Reviews of Langchain? **"[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) --- **"[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) --- ### 11. [Lyzr.ai](https://www.g2.com/products/lyzr-lyzr-ai/reviews) Lyzr is an enterprise AI agent platform that helps organizations design, deploy, and operate autonomous and semi-autonomous agents across business functions such as customer service, sales, human resources, finance, and IT. The platform brings together an agent framework, a low-code studio, and a central control plane, so teams can move AI initiatives from pilot to full production with consistency and oversight. Organizations use it to build task-specific agents for secure knowledge assistance, retrieval-augmented search, and multi-step workflow automation, improving how work gets done while keeping data protected. Lyzr is built for enterprises that want to adopt AI without replacing the systems they already run. Its model-agnostic architecture lets teams work with their preferred language models and switch between them as needs change, with no re-architecting required. The same flexibility extends to deployment: agents can run in a private cloud, a single-tenant setup, or fully on-premise, so organizations keep control of their data and operations. Governance, observability, and auditability are part of the platform itself, which is what makes Lyzr suitable for compliance-sensitive teams and production-grade reliability. At the core of the platform is an agent framework paired with Architect and Agent Studio, which together support single-task and multi-agent workflows through code, low-code, or no-code. A central registry gives teams monitoring, access control, versioning, and traceable execution logs across every agent, regardless of who built it or on which framework. Connectors, SDKs, and APIs link agents to existing tools such as CRMs, ERPs, ITSM systems, data lakes, and messaging platforms, so agents operate inside current processes rather than replacing them. The result is a faster path from prototype to production, supported by reusable components and ready-made integrations. Built-in governance keeps regulated teams audit-ready, while simulation, evaluation workflows, and version and rollback controls reduce operational risk before and after agents go live. Because integration effort stays low and models and pipelines remain interchangeable, organizations can orchestrate the systems they already have and evolve over time without being locked into a single vendor. Typical use cases include secure knowledge assistants and retrieval-augmented search for employees and customers, customer support agents that handle classification, drafting, and resolution, and sales agents that support account research, outreach sequencing, and meeting scheduling. Lyzr also powers back-office automation across HR, finance, and IT service management, making it a practical choice for cross-team, multi-step processes that need coordination across several tools and data sources. **Average Rating:** 4.5/5.0 **Total Reviews:** 39 **Who Is the Company Behind Lyzr.ai?** - **Seller:** [Lyzr](https://www.g2.com/sellers/lyzr) - **Company Website:** https://www.lyzr.ai - **Year Founded:** 2023 - **HQ Location:** New York, USA - **LinkedIn® Page:** https://www.linkedin.com/company/lyzr-platform (172 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Computer Software, Information Technology and Services - **Company Size:** 69% Small-Business, 18% Mid-Market #### What Are Lyzr.ai's Pros and Cons? **Pros:** - Ease of Use (35 reviews) - Setup Ease (12 reviews) - Deployment Ease (11 reviews) - Efficiency (11 reviews) - Features (10 reviews) **Cons:** - Poor Documentation (14 reviews) - Lack of Integration (13 reviews) - Complexity Issues (9 reviews) - Limited Customization (7 reviews) - Missing Features (6 reviews) ### What Do G2 Reviewers Say About Lyzr.ai? *AI-generated summary from verified user reviews* **Pros:** - Users value the **ease of use** of Lyzr.ai, appreciating its clean interface and straightforward setup for AI agents. - Users find the **setup ease** of Lyzr.ai to be efficient and beginner-friendly, saving time and enhancing productivity. - Users commend the **deployment ease** of Lyzr.ai, finding the platform user-friendly and efficient for building AI agents. - Users appreciate the **efficiency** of Lyzr.ai, highlighting its quick setup and streamlined customer support processes. - Users appreciate Lyzr.ai's **fast development** of production-ready AI agents with intuitive no-code/low-code options. **Cons:** - Users find the **poor documentation** of Lyzr.ai frustrating, complicating the learning process and limiting effective usage. - Users find a **lack of integration** with legacy systems challenging, complicating setup and increasing maintenance efforts. - Users find that Lyzr.ai can present **complexity issues** , particularly with its need for structured data and setup. - Users desire **limited customization** options in Lyzr.ai, wishing for more flexibility and advanced configurations for better control. - Users feel the **lack of ready-made templates** limits their efficiency and highlights the need for more features. #### What Are Recent G2 Reviews of Lyzr.ai? **"[Empowering and Intuitive AI Studio for All Skill Levels](https://www.g2.com/survey_responses/lyzr-ai-review-12174374)"** **Rating:** 5.0/5.0 stars *— Dilip N.* [Read full review](https://www.g2.com/survey_responses/lyzr-ai-review-12174374) --- **"[Effortless Agentic AI workflows Creation and Seamless API Deployment](https://www.g2.com/survey_responses/lyzr-ai-review-12137884)"** **Rating:** 4.5/5.0 stars *— Andres G.* [Read full review](https://www.g2.com/survey_responses/lyzr-ai-review-12137884) --- ### 12. [Botpress](https://www.g2.com/products/botpress/reviews) Botpress is the enterprise-grade AI agent platform for customer support. Founded as an AI agent company, Botpress has spent 10 years building the infrastructure that makes enterprise-grade AI support possible, with over 750,000 agents shipped. Botpress offers a complete platform for building, deploying, and managing AI-powered customer support experiences. Its AI-native helpdesk combines ticket management, routing, agent workspaces, analytics, and customer communication channels in a single system, allowing AI agents and human agents to collaborate seamlessly while preserving full conversation context. Organizations can either integrate it with existing platforms such as Zendesk, Intercom, and Freshdesk or use it as a standalone solution. For teams that want to build their own AI agents, Botpress provides Studio, a visual no-code builder with integrations, knowledge base connectivity, and multi-channel deployment. Technical teams can also use the Agent Development Kit (ADK), a code-first framework that provides full control over agent logic, integrations, and behavior. Botpress can handle the tickets that every other tool escalates, due to its deep history is AI agent infrastructure. There is no technical ceiling on what it can do, and developer-level control is available for teams that need to go further. Botpress works on top of any existing helpdesk as an overlay or as a fully standalone helpdesk. In 2025, Botpress raised a $25M Series B led by FRAMEWORK Ventures with participation from HubSpot, Deloitte, and Inovia, to accelerate platform growth and global adoption. The company continues to expand its ecosystem of tools, integrations, and prebuilt workflows, making it easier for businesses to adopt AI agents in real-world use cases. Botpress stands at the center of the shift from static chatbots to autonomous AI systems. By providing the infrastructure for safe, scalable, and production-ready agents, Botpress enables companies to transform how work gets done across customer-facing and internal processes. **Average Rating:** 4.5/5.0 **Total Reviews:** 418 **Who Is the Company Behind Botpress?** - **Seller:** [Botpress](https://www.g2.com/sellers/botpress) - **Company Website:** https://botpress.com - **Year Founded:** 2017 - **HQ Location:** Quebec, QC - **Twitter:** @getbotpress (2,651 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/27121841 (104 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** CEO, Founder - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 74% Small-Business, 15% Mid-Market #### What Are Botpress's Pros and Cons? **Pros:** - Ease of Use (130 reviews) - Features (89 reviews) - Integrations (74 reviews) - Easy Integrations (72 reviews) - Intuitive (66 reviews) **Cons:** - Learning Curve (59 reviews) - Limited Features (32 reviews) - Missing Features (32 reviews) - Steep Learning Curve (30 reviews) - Poor Documentation (28 reviews) ### What Do G2 Reviewers Say About Botpress? *AI-generated summary from verified user reviews* **Pros:** - Users value the **ease of use** of Botpress, enabling quick chatbot creation without the need for coding skills. - Users appreciate the **flexible features** of Botpress, enabling rapid development of sophisticated AI-driven chatbots seamlessly integrated into their platforms. - Users commend the **multiple tool integrations** of Botpress, simplifying chatbot implementation and enhancing adaptability to needs. - Users value the **easy integrations** of Botpress, enhancing adaptability with tools like WhatsApp and Slack seamlessly. - Users praise the **intuitive interface** of Botpress, making chatbot creation easy for everyone, including non-developers. **Cons:** - Users face a **steep learning curve** with Botpress due to lack of guides and complex setup issues. - Users face **limited features** in Botpress, struggling with conversation management and lacking essential functionality for effective support. - Users struggle with **missing essential features** in Botpress, hindering effective conversation management and support capabilities. - Users find the **steep learning curve** of Botpress challenging, particularly for complex customizations beyond basic features. - Users find the **poor documentation** frustrating, leading to confusion and wasted time troubleshooting issues with Botpress. #### What Are Recent G2 Reviews of Botpress? **"[Versatile and User-Friendly with Room for AI Improvement](https://www.g2.com/survey_responses/botpress-review-13096353)"** **Rating:** 4.5/5.0 stars *— Cristian C.* [Read full review](https://www.g2.com/survey_responses/botpress-review-13096353) --- **"[Fast, Flexible Chatbot Building with a Powerful Visual Flow Builder](https://www.g2.com/survey_responses/botpress-review-13121470)"** **Rating:** 4.5/5.0 stars *— Verified User in Oil & Energy* [Read full review](https://www.g2.com/survey_responses/botpress-review-13121470) --- #### What Are G2 Users Discussing About Botpress? - [How do you use Botpress?](https://www.g2.com/discussions/how-do-you-use-botpress) - 2 comments - [Is Botpress open source?](https://www.g2.com/discussions/is-botpress-open-source) - 3 comments - [Is Botpress good?](https://www.g2.com/discussions/is-botpress-good) - 2 comments, 2 upvotes - [What language does Botpress use?](https://www.g2.com/discussions/what-language-does-botpress-use) - 2 comments ### 13. [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 love the **intuitive drag-and-drop interface** , making it easy to create powerful AI workflows effortlessly. - Users appreciate the **ease of use and automation** of StackAI, streamlining processes effectively and saving valuable time. - Users appreciate the **easy integrations** in StackAI, simplifying workflows and enhancing productivity across various platforms. - Users value the **seamless integrations** of StackAI, enhancing automation and efficiency in their workflows and tasks. - Users value the **ease of creation** with StackAI, enabling intuitive setup and rapid development of AI solutions. **Cons:** - Users note **usage limitations** with StackAI, citing inconsistencies, unclear documentation, and a steep learning curve for advanced features. - Users note a **steep learning curve** with StackAI, requiring time and effort to master its advanced features and workflows. - Users find the **feature complexity** of StackAI challenging, with steep learning curves and limited guidance during onboarding. - Users report a **lack of integrations** in StackAI, affecting workflow and complicating the onboarding experience. - Users find the **limited features** of StackAI hinder their experience, often requiring workarounds and advanced tricks to utilize effectively. #### 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) --- ### 14. [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:** 162 **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:** 50% Enterprise, 42% Mid-Market #### What Are Glean's Pros and Cons? **Pros:** - Ease of Use (5 reviews) - Speed (5 reviews) - Time-saving (4 reviews) - Fast Search (2 reviews) - Intuitive (2 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 value the **ease of use** of Glean, finding it intuitive and efficient for accessing information quickly. - Users love the **speed of information retrieval** with Glean, greatly enhancing their productivity and efficiency. - Users appreciate the **time-saving capabilities** of Glean, effortlessly retrieving accurate information without extensive searching. - Users value the **fast search capabilities** of Glean, making relevant information easily accessible across various tools. - Users find Glean to be **intuitive and easy to use** , enhancing their workflow and efficiency significantly. **Cons:** - Users note that **improvement is needed** in transparency, source controls, and accuracy for a better experience with Glean. - Users find the **search functionality lacks precision** , often receiving broad results that complicate finding relevant information. - Users experience **inadequate filtering** , leading to broad search results and additional steps to find relevant information. - Users feel the lack of **transparency and control** in Glean affects trustworthiness and efficiency in critical tasks. - Users find the **limited customization** of Glean restrictive, sometimes leading to 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) --- **"[Easy-to-Use AI Platform with Great Model Choice and Integrations](https://www.g2.com/survey_responses/glean-review-13108758)"** **Rating:** 4.5/5.0 stars *— Akhilesh K.* [Read full review](https://www.g2.com/survey_responses/glean-review-13108758) --- ### 15. [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:** 1,022 **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/ (1,299 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 (248 reviews) - Data Visualization (116 reviews) - Intuitive (95 reviews) - Easy Integrations (93 reviews) - Integrations (88 reviews) **Cons:** - Learning Curve (66 reviews) - Missing Features (59 reviews) - Data Management Issues (55 reviews) - Expensive (45 reviews) - Complexity (43 reviews) ### What Do G2 Reviewers Say About Domo? *AI-generated summary from verified user reviews* **Pros:** - Users value Domo's **ease of use** , making it accessible for all, even those who aren't tech-savvy. - Users value the **flexible dashboards** in Domo, allowing seamless data visualization from various sources. - Users find Domo's **intuitive design** enhances data handling and decision-making, making it accessible for all skill levels. - Users praise Domo for its **easy integrations** , enabling seamless data connections and enhancing data management efficiency. - Users value the **seamless integration** capabilities of Domo, enhancing data management across various platforms and sources. **Cons:** - Users find the **learning curve challenging** with Domo, often requiring dedicated resources to manage updates and functionalities. - Users struggle with **missing features** in Domo, including outdated systems and limited capabilities in visualizations and connectors. - Users are frustrated by **data management issues** , including upload adjustments and poor organization of datasets in Domo. - Users find Domo to be **expensive** due to high costs associated with features and external consulting needs. - Users find Domo's **complexity** overwhelming, requiring technical expertise and extensive setup that complicate the user experience. #### What Are Recent G2 Reviews of Domo? **"[Domo Turns Disconnected Reports Into a Game-Changing Sales Scorecard](https://www.g2.com/survey_responses/domo-review-13128007)"** **Rating:** 5.0/5.0 stars *— Renee G.* [Read full review](https://www.g2.com/survey_responses/domo-review-13128007) --- **"[Effortless Live Dashboards and Data Blending with Domo](https://www.g2.com/survey_responses/domo-review-13093007)"** **Rating:** 5.0/5.0 stars *— Karthik M.* [Read full review](https://www.g2.com/survey_responses/domo-review-13093007) --- #### 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) ### 16. [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:** 4,053 **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 love the **ease of automating tasks** with Automation Anywhere, enjoying its intuitive interface and time-saving capabilities. - Users appreciate the **efficiency** of Automation Anywhere, simplifying automation and enhancing process performance across various applications. - Users admire the **ease of automation** with Automation Anywhere, enabling non-coders to effortlessly create bots. - Users appreciate the **intuitive user interface** of Automation Anywhere, enhancing automation ease and efficiency across processes. **Cons:** - Users find the **pricing model complex and high** , which can be challenging for small teams or individuals. - Users face a **steep learning curve** with Automation Anywhere, particularly when navigating advanced features and complex workflows. - Users note the **missing features** in Automation Anywhere, impacting functionality and complicating automation tasks. - Users frequently face **software bugs** that disrupt automation tasks and lead to frustrating experiences throughout the process. - Users struggle with **bot issues** like complex UI, debugging challenges, and the steep learning curve for beginners. #### 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) ### 17. [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:** 213 **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, 22% Mid-Market #### What Are Dataiku's Pros and Cons? **Pros:** - Features (80 reviews) - Ease of Use (79 reviews) - Usability (45 reviews) - Easy Integrations (43 reviews) - Productivity Improvement (41 reviews) **Cons:** - Learning Curve (43 reviews) - Steep Learning Curve (25 reviews) - Difficult Learning (23 reviews) - Slow Performance (23 reviews) - Expensive (22 reviews) ### What Do G2 Reviewers Say About Dataiku? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate how Dataiku facilitates **easy ML development** , allowing focus on building models without the complexity. - Users love the **ease of use** in Dataiku, simplifying complex tasks and enhancing their data analysis experience. - Users appreciate the **ease of usability** in Dataiku, enabling collaboration for both technical and non-technical users. - Users appreciate the **easy integrations** of Dataiku, facilitating smooth collaboration and deployment across various analytics tools. - Users benefit from the **productivity improvement** of Dataiku, enabling faster project development and enhanced career growth. **Cons:** - Users find the **steep learning curve** of Dataiku challenging, making it tough for beginners to master the platform. - Users find the **steep learning curve** challenging for beginners, impacting their ability to effectively use Dataiku. - Users find the **difficult learning** curve challenging, particularly for beginners navigating advanced features. - Users experience **slow performance** with Dataiku when handling large datasets, affecting efficiency and productivity. - Users find Dataiku **expensive** , especially for smaller organizations and projects, impacting accessibility and affordability. #### What Are Recent G2 Reviews of Dataiku? **"[Build Faster Workflows with Connected Data from many providers or distinct data sources](https://www.g2.com/survey_responses/dataiku-review-13120436)"** **Rating:** 4.5/5.0 stars *— Adalberto G.* [Read full review](https://www.g2.com/survey_responses/dataiku-review-13120436) --- **"[Unified, Low-Code Platform That Boosts End-to-End Data & AI Productivity](https://www.g2.com/survey_responses/dataiku-review-13125252)"** **Rating:** 4.5/5.0 stars *— Ravindra N.* [Read full review](https://www.g2.com/survey_responses/dataiku-review-13125252) --- #### 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) ### 18. [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 admire the **ease of use** of SmythOS, empowering both beginners and experts to effortlessly build AI agents. - Users value SmythOS for its **developer-friendly features** , enabling easy API integration and seamless customization for AI solutions. - Users love the **seamless integration** of SmythOS with tools like Slack and Google Chat for improved collaboration. - Users love the **easy automation** of tasks with SmythOS, enabling anyone to create AI agents effortlessly. - Users love the **easy setup** of SmythOS, with a intuitive drag-and-drop interface suitable for all skill levels. **Cons:** - Users find the **learning curve steep** , wishing for better documentation and walkthroughs to navigate complex features. - Users find the **interface complexity** of SmythOS challenging, wishing for a more streamlined and user-friendly design. - Users face **insufficient documentation** that lacks clarity and depth, requiring additional help for complex tasks. - Users find SmythOS's **poor documentation** lacking depth, making complex tasks challenging without customer support's help. - Users find the **poor customer support** of SmythOS lacking, especially in documentation and easy expert access. #### 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) --- ### 19. [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:** 84 **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 Software - **Company Size:** 29% Small-Business, 28% Enterprise #### What Are Joule's Pros and Cons? **Pros:** - Ease of Use (29 reviews) - Efficiency (25 reviews) - Useful (21 reviews) - Time-Saving (20 reviews) - Automation (15 reviews) **Cons:** - AI Limitations (21 reviews) - Usage Limitations (15 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 find Joule's **ease of use** exceptional, benefiting from its intuitive interface and straightforward setup process. - Users value Joule for its **efficient automation** and quick insights, greatly enhancing decision-making and workflow. - Users find Joule's **automation and seamless integration** within SAP apps invaluable for enhancing productivity and streamlining workflows. - Users find Joule's **time-saving automation** features invaluable, greatly enhancing efficiency and decision-making across business operations. - Users commend Joule for its **automation capabilities** , significantly improving efficiency and simplifying complex SAP tasks without technical training. **Cons:** - Users notice that Joule can deliver **generic or incomplete answers** , requiring manual checks for accurate information. - Users find **usage limitations** in Joule, needing deeper integration and manual refinements for complex tasks. - Users encounter **inaccuracies** in Joule's responses, often leading to generic information that lacks necessary detail and context. - Users find Joule's **context understanding lacking** , leading to generic advice that may not fit specific needs effectively. - Users face **integration issues** with Joule, leading to limited workflow efficiency and occasional manual steps. #### What Are Recent G2 Reviews of Joule? **"[Joule AI: A Game-Changer for Faster SAP Answers](https://www.g2.com/survey_responses/joule-review-13125302)"** **Rating:** 4.5/5.0 stars *— Roopam s.* [Read full review](https://www.g2.com/survey_responses/joule-review-13125302) --- **"[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) --- ### 20. [Browserbase](https://www.g2.com/products/browserbase/reviews) A web browser for your AI - Browserbase offers a reliable, high performance serverless developer platform to run, manage, and monitor headless browsers at scale. **Average Rating:** 4.3/5.0 **Total Reviews:** 19 **Who Is the Company Behind Browserbase?** - **Seller:** [Browserbase](https://www.g2.com/sellers/browserbase) - **Company Website:** https://www.browserbase.com/ - **HQ Location:** San Francisco, US - **LinkedIn® Page:** https://www.linkedin.com/company/browserbasehq/ (48 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 63% Small-Business, 25% Mid-Market #### What Are Recent G2 Reviews of Browserbase? **"[Instant Secure Browser via Single API Call, with Reliable Proxy Rotation](https://www.g2.com/survey_responses/browserbase-review-13066926)"** **Rating:** 4.5/5.0 stars *— BRAHMANAND K.* [Read full review](https://www.g2.com/survey_responses/browserbase-review-13066926) --- **"[Infrastructure-Free Headless Browsers with Powerful Stealth and Observability](https://www.g2.com/survey_responses/browserbase-review-13101177)"** **Rating:** 4.5/5.0 stars *— Soham Vilas D.* [Read full review](https://www.g2.com/survey_responses/browserbase-review-13101177) --- ### 21. [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:** 292 **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/ (366 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 commend the **ease of use** of Gearset DevOps, praising its smooth setup and efficient management of deployments. - Users value the **ease and flexibility of deployments** with Gearset, enhancing efficiency and minimizing human error. - Users value the **easy deployment** of Gearset DevOps, enabling quick and efficient management of projects and releases. - Users value the **exceptional customer support** from Gearset DevOps, highlighting their responsiveness and helpfulness with issues and requests. - Users praise the **deployment ease** of Gearset DevOps, noting a smooth setup and efficient management of releases. **Cons:** - Users struggle with **deployment issues** such as manual activation of Flows and potential metadata overwrites during production changes. - Users find Gearset DevOps to be **expensive for larger teams** , impacting budget considerations despite its advanced features. - Users find the **complexity of Gearset DevOps** overwhelming, seeking improvements in automation and simplified processes. - Users face **limitations in data management** with Gearset, as some metadata does not transfer accurately between environments. - Users find the **missing features** of Gearset DevOps, like automated dependency tracking and mobile support, limiting their efficiency. #### 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) --- ### 22. [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:** 323 **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/ (12 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) - Integrations (18 reviews) - Flexibility (12 reviews) - Easy Integrations (11 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 appreciate the **powerful automation capabilities** of Make, simplifying complex tasks and saving valuable time. - Users find Make's **ease of use** enhances productivity, allowing effortless integration and automation of tasks. - Users value the **seamless integrations** of Make, enhancing productivity and simplifying workflows across various applications. - Users love the **flexibility** of Make, allowing customized workflows that adapt seamlessly to evolving needs and tasks. - Users appreciate the **easy integrations** of Make, which streamline automation and enhance overall business efficiency. **Cons:** - Users find the **error handling inadequate** , often leaving them confused and struggling to resolve issues effectively. - Users find the **steep learning curve** challenging, especially those without coding experience, despite available resources. - Users find the **learning difficulty** challenging, especially if they lack coding experience, despite helpful resources available. - Users find the **complexity** of Make's setup and debugging processes to be frustrating and time-consuming. - Users struggle with **API issues** , facing challenges in documentation, support speed, and automation setups. #### 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 ### 23. [aiXplain](https://www.g2.com/products/aixplain/reviews) aiXplain is a comprehensive AI development platform designed to streamline the creation, deployment, and management of agentic AI solutions. It offers a suite of tools that cater to both technical and non-technical users, enabling the rapid transformation of ideas into production-ready AI applications. With access to over 40,000 AI models, large language models (LLMs), and datasets from more than 40 suppliers, aiXplain provides a versatile environment for building and customizing AI agents and pipelines. **Average Rating:** 4.3/5.0 **Total Reviews:** 12 **Who Is the Company Behind aiXplain?** - **Seller:** [aiXplain](https://www.g2.com/sellers/aixplain) - **Year Founded:** 2020 - **HQ Location:** San Jose, US - **LinkedIn® Page:** https://www.linkedin.com/company/aixplain (52 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Computer Software - **Company Size:** 64% Small-Business, 36% Mid-Market #### What Are Recent G2 Reviews of aiXplain? **"[Straightforward Browser-Based AI Pipelines with a Huge Model Marketplace](https://www.g2.com/survey_responses/aixplain-review-13103340)"** **Rating:** 4.5/5.0 stars *— Kavipriya S.* [Read full review](https://www.g2.com/survey_responses/aixplain-review-13103340) --- **"[Feature-Rich Free Plan for Building Autonomous AI Agents](https://www.g2.com/survey_responses/aixplain-review-13085978)"** **Rating:** 4.0/5.0 stars *— Gabriel G.* [Read full review](https://www.g2.com/survey_responses/aixplain-review-13085978) --- ### 24. [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/ (1 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 45% Small-Business, 27% Enterprise #### 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 value the **customization options** of Invicta AI, enabling tailored workflows and enhanced AI model performance. - Users appreciate the **ease of use** of Invicta AI, benefiting from its user-friendly interface and seamless integration. - Users value the **user-friendly features** of Invicta AI, enhancing efficiency and collaboration in business operations. - Users highlight the **efficiency** of Invicta AI, streamlining workflows and significantly reducing support workload through automation. - Users praise the **easy integrations** of Invicta AI, enhancing efficiency and innovation in their business operations. **Cons:** - Users find the **steep learning curve for non-technical users** challenging, suggesting improved onboarding tutorials for better accessibility. - Users report experiencing **integration challenges** that add to the overall complexity of using Invicta AI. - Users find the **limited pricing options** of Invicta AI challenging, particularly for small businesses with tight budgets. - Users struggle with **dependency issues** , facing challenges with restricted customization and reliance on external models. - Users find **limited customization** options frustrating, hindering their ability to meet specific and intricate needs effectively. #### 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) --- ### 25. [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 appreciate the **ease of use** of Relevance AI, enjoying its intuitive setup and seamless management of agents. - Users value the **incredible versatility** of Relevance AI, enabling custom agents for various functions effortlessly. - Users appreciate the **advanced AI integration** of Relevance AI, which enhances efficiency and reduces manual workload. - Users value the **extensive customization options** in Relevance AI, enabling tailored solutions for diverse needs and functions. - Users commend **efficiency** in Relevance AI, benefiting from automated tasks and reliable, secured results across various applications. **Cons:** - Users find the **high cost** of Relevance AI prohibitive and frustrating, especially when unable to utilize the service. - Users express frustration over the **high costs** of Relevance AI, making it less accessible for general use. - Users find the **interface complex** , citing a confusing onboarding experience and busy design that hinders usability. - Users find the **limited features** of Relevance AI frustrating, as they lack important tools for optimal performance. - Users find the **learning curve challenging** , with onboarding being confusing and no in-person training available. #### 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) --- ## 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