--- title: Gemini Enterprise Agent Platform Reviews meta\_title: 'Gemini Enterprise Agent Platform Reviews 2026: Details, Pricing, & Features | G2' meta\_description: Filter 744 reviews by the users' company size, role or industry to find out how Gemini Enterprise Agent Platform works for a business like yours. aggregate\_rating: rating\_value: 4.3 review\_count: 744 scale: '5' date\_modified: '2026-08-11' parent\_category: name: Artificial Intelligence url: https://www.g2.com/categories/artificial-intelligence --- ### Gemini Enterprise Agent Platform Pros and Cons: Top 5 Advantages and Disadvantages #### Quick AI Summary Based on G2 Reviews Generated from real user reviews Users value the **ease of use** of Gemini Enterprise Agent Platform, enhancing productivity and streamlining workflows effectively. [(107 mentions)](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews?filters%5Bsentiment_snippet%5D=1708791&qs=pros-and-cons#reviews) Users value the **multimodal capabilities** of Gemini, enhancing productivity and streamlining machine learning workflows effectively. [(76 mentions)](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews?filters%5Bsentiment_snippet%5D=1709165&qs=pros-and-cons#reviews) Users value the **multimodal capabilities** of Gemini, enhancing productivity through reduced manual work in projects. [(75 mentions)](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews?filters%5Bsentiment_snippet%5D=1707466&qs=pros-and-cons#reviews) Users value the **multimodal capabilities** of Gemini, enhancing productivity by streamlining various tasks and processes. [(68 mentions)](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews?filters%5Bsentiment_snippet%5D=1707803&qs=pros-and-cons#reviews) Users value the **integrated platform** of Gemini, enhancing productivity by combining various functionalities in a unified system. [(65 mentions)](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews?filters%5Bsentiment_snippet%5D=1709151&qs=pros-and-cons#reviews) Users find the **pricing ambiguous** with unexpected costs, making budget management a challenge on the Gemini platform. [(58 mentions)](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews?filters%5Bsentiment_snippet%5D=1707349&qs=pros-and-cons#reviews) Users find the platform's **complexity** ,particularly in navigation and advanced features, challenging, especially for beginners. [(48 mentions)](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews?filters%5Bsentiment_snippet%5D=1708064&qs=pros-and-cons#reviews) The **learning curve is steep** for new users, especially with complex features and pricing transparency issues. [(48 mentions)](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews?filters%5Bsentiment_snippet%5D=1703210&qs=pros-and-cons#reviews) Users find the **complexity issues** of the Gemini Enterprise Agent Platform lead to high costs and a steep learning curve. [(43 mentions)](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews?filters%5Bsentiment_snippet%5D=1709197&qs=pros-and-cons#reviews) Users find the **difficult learning** curve of Gemini Enterprise Agent Platform challenging, especially for newcomers to Google Cloud. [(42 mentions)](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews?filters%5Bsentiment_snippet%5D=1708403&qs=pros-and-cons#reviews) ### 5 Pros or Advantages of Gemini Enterprise Agent Platform ##### 1. Ease of Use Users value the **ease of use** of Gemini Enterprise Agent Platform, enhancing productivity and streamlining workflows effectively. [ See 107 mentions ](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews?filters%5Bsentiment_snippet%5D=1708791&qs=pros-and-cons#reviews) See Related User Reviews ![chaithanya r.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "chaithanya r.") CR chaithanya r. Mid-Market (51-1000 emp.) 4.5/5 "Vertex AI as Technical friend" What do you like about Gemini Enterprise Agent Platform? I also appreciate the multimodal capabilities of Gemini, where the platform can understand text, images, code, and documents together. For software de ![Verified User](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User") U Verified User Small-Business (50 or fewer emp.) 4.0/5 "Avarege" What do you like about Gemini Enterprise Agent Platform? how easy and efficient it can make your work goes ##### 2. Features Users value the **multimodal capabilities** of Gemini, enhancing productivity and streamlining machine learning workflows effectively. [ See 76 mentions ](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews?filters%5Bsentiment_snippet%5D=1709165&qs=pros-and-cons#reviews) See Related User Reviews ![chaithanya r.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "chaithanya r.") CR chaithanya r. Mid-Market (51-1000 emp.) 4.5/5 "Vertex AI as Technical friend" What do you like about Gemini Enterprise Agent Platform? I also appreciate the multimodal capabilities of Gemini, where the platform can understand text, images, code, and documents together. For software de ![Kancharana R.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Kancharana R.") KR Kancharana R. Mid-Market (51-1000 emp.) 5.0/5 "Vertex AI: Smooth End-to-End ML Workflow with AutoML, Gemini, and Easy Scaling" What do you like about Gemini Enterprise Agent Platform? What I like most about Vertex AI is that everything is available in one place. From training models to deploying and monitoring them, the end-to-end w ##### 3. Machine Learning Users value the **multimodal capabilities** of Gemini, enhancing productivity through reduced manual work in projects. [ See 75 mentions ](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews?filters%5Bsentiment_snippet%5D=1707466&qs=pros-and-cons#reviews) See Related User Reviews ![chaithanya r.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "chaithanya r.") CR chaithanya r. Mid-Market (51-1000 emp.) 4.5/5 "Vertex AI as Technical friend" What do you like about Gemini Enterprise Agent Platform? I also appreciate the multimodal capabilities of Gemini, where the platform can understand text, images, code, and documents together. For software de ![Verified User](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User") U Verified User Small-Business (50 or fewer emp.) 4.0/5 "Avarege" What do you like about Gemini Enterprise Agent Platform? how easy and efficient it can make your work goes ##### 4. Model Variety Users value the **multimodal capabilities** of Gemini, enhancing productivity by streamlining various tasks and processes. [ See 68 mentions ](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews?filters%5Bsentiment_snippet%5D=1707803&qs=pros-and-cons#reviews) See Related User Reviews ![chaithanya r.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "chaithanya r.") CR chaithanya r. Mid-Market (51-1000 emp.) 4.5/5 "Vertex AI as Technical friend" What do you like about Gemini Enterprise Agent Platform? I also appreciate the multimodal capabilities of Gemini, where the platform can understand text, images, code, and documents together. For software de ![Kancharana R.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Kancharana R.") KR Kancharana R. Mid-Market (51-1000 emp.) 5.0/5 "Vertex AI: Smooth End-to-End ML Workflow with AutoML, Gemini, and Easy Scaling" What do you like about Gemini Enterprise Agent Platform? What I like most about Vertex AI is that everything is available in one place. From training models to deploying and monitoring them, the end-to-end w ##### 5. Integrated Platform Users value the **integrated platform** of Gemini, enhancing productivity by combining various functionalities in a unified system. [ See 65 mentions ](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews?filters%5Bsentiment_snippet%5D=1709151&qs=pros-and-cons#reviews) See Related User Reviews ![chaithanya r.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "chaithanya r.") CR chaithanya r. Mid-Market (51-1000 emp.) 4.5/5 "Vertex AI as Technical friend" What do you like about Gemini Enterprise Agent Platform? I also appreciate the multimodal capabilities of Gemini, where the platform can understand text, images, code, and documents together. For software de ![Kancharana R.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Kancharana R.") KR Kancharana R. Mid-Market (51-1000 emp.) 5.0/5 "Vertex AI: Smooth End-to-End ML Workflow with AutoML, Gemini, and Easy Scaling" What do you like about Gemini Enterprise Agent Platform? What I like most about Vertex AI is that everything is available in one place. From training models to deploying and monitoring them, the end-to-end w ### 5 Cons or Disadvantages of Gemini Enterprise Agent Platform ##### 1. Expensive Users find the **pricing ambiguous** with unexpected costs, making budget management a challenge on the Gemini platform. [ See 58 mentions ](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews?filters%5Bsentiment_snippet%5D=1707349&qs=pros-and-cons#reviews) See Related User Reviews ![Verified User](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User") U Verified User Small-Business (50 or fewer emp.) 4.0/5 "Avarege" What do you dislike about Gemini Enterprise Agent Platform? better communication from the support team ![Kancharana R.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Kancharana R.") KR Kancharana R. Mid-Market (51-1000 emp.) 5.0/5 "Vertex AI: Smooth End-to-End ML Workflow with AutoML, Gemini, and Easy Scaling" What do you dislike about Gemini Enterprise Agent Platform? At first, Vertex AI can feel overwhelming especially when you’re dealing with IAM roles, project setup, and trying to understand how the different ser ##### 2. Complexity Users find the platform's **complexity** ,particularly in navigation and advanced features, challenging, especially for beginners. [ See 48 mentions ](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews?filters%5Bsentiment_snippet%5D=1708064&qs=pros-and-cons#reviews) See Related User Reviews ![Verified User](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User") U Verified User Small-Business (50 or fewer emp.) 4.0/5 "Avarege" What do you dislike about Gemini Enterprise Agent Platform? better communication from the support team ![Kancharana R.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Kancharana R.") KR Kancharana R. Mid-Market (51-1000 emp.) 5.0/5 "Vertex AI: Smooth End-to-End ML Workflow with AutoML, Gemini, and Easy Scaling" What do you dislike about Gemini Enterprise Agent Platform? At first, Vertex AI can feel overwhelming especially when you’re dealing with IAM roles, project setup, and trying to understand how the different ser ##### 3. Learning Curve The **learning curve is steep** for new users, especially with complex features and pricing transparency issues. [ See 48 mentions ](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews?filters%5Bsentiment_snippet%5D=1703210&qs=pros-and-cons#reviews) See Related User Reviews ![Verified User](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User") U Verified User Small-Business (50 or fewer emp.) 4.0/5 "Avarege" What do you dislike about Gemini Enterprise Agent Platform? better communication from the support team ![onikoko a.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "onikoko a.") OA onikoko a. Small-Business (50 or fewer emp.) 4.0/5 "Powerful End to End ML Platform With Room for Simplicity" What do you dislike about Gemini Enterprise Agent Platform? The learning curve can be steep. There are many moving parts across projects, service accounts, IAM roles, networking, and quotas. For smaller teams o ##### 4. Complexity Issues Users find the **complexity issues** of the Gemini Enterprise Agent Platform lead to high costs and a steep learning curve. [ See 43 mentions ](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews?filters%5Bsentiment_snippet%5D=1709197&qs=pros-and-cons#reviews) See Related User Reviews ![Kancharana R.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Kancharana R.") KR Kancharana R. Mid-Market (51-1000 emp.) 5.0/5 "Vertex AI: Smooth End-to-End ML Workflow with AutoML, Gemini, and Easy Scaling" What do you dislike about Gemini Enterprise Agent Platform? At first, Vertex AI can feel overwhelming especially when you’re dealing with IAM roles, project setup, and trying to understand how the different ser ![Mahmoud H.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Mahmoud H.") MH Mahmoud H. Mid-Market (51-1000 emp.) 4.0/5 "Vertex AI Unifies the Full ML Workflow with Seamless Google Cloud Integration" What do you dislike about Gemini Enterprise Agent Platform? One thing I dislike about Vertex AI is that it can feel overwhelming for new users because of the sheer number of features and services it offers. Alt ##### 5. Difficult Learning Users find the **difficult learning** curve of Gemini Enterprise Agent Platform challenging, especially for newcomers to Google Cloud. [ See 42 mentions ](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews?filters%5Bsentiment_snippet%5D=1708403&qs=pros-and-cons#reviews) See Related User Reviews ![Kancharana R.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Kancharana R.") KR Kancharana R. Mid-Market (51-1000 emp.) 5.0/5 "Vertex AI: Smooth End-to-End ML Workflow with AutoML, Gemini, and Easy Scaling" What do you dislike about Gemini Enterprise Agent Platform? At first, Vertex AI can feel overwhelming especially when you’re dealing with IAM roles, project setup, and trying to understand how the different ser ![onikoko a.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "onikoko a.") OA onikoko a. Small-Business (50 or fewer emp.) 4.0/5 "Powerful End to End ML Platform With Room for Simplicity" What do you dislike about Gemini Enterprise Agent Platform? The learning curve can be steep. There are many moving parts across projects, service accounts, IAM roles, networking, and quotas. For smaller teams o ## Top-Rated Alternatives [ ![Dataiku](https://images.g2crowd.com/uploads/product/hd_favicon/3fe6cc82516a2babaa3dfd8f9dfcc4b3/dataiku.svg "Dataiku") Dataiku 4.4/5(224) ](https://www.g2.com/products/dataiku/reviews) [ ![Azure Machine Learning](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_f176b4154a751d10150daa67a57b7dc5/azure-machine-learning-studio.jpg "Azure Machine Learning") Azure Machine Learning 4.3/5(90) ](https://www.g2.com/products/microsoft-azure-machine-learning/reviews) [ ![Databricks](https://images.g2crowd.com/uploads/product/hd_favicon/135d1c9e39e19ef56dc8d0bf90fce20f/databricks.svg "Databricks") Databricks 4.6/5(1,365) ](https://www.g2.com/products/databricks/reviews) [ View All Alternatives ](https://www.g2.com/products/gemini-enterprise-agent-platform/competitors/alternatives) ![Pavan Simhadri D.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Pavan Simhadri D.") PD Pavan Simhadri D. Trainee Engineer Mid-Market (51-1000 emp.) 8/5/2026 "Helped us automate routine work and save hours every week" 4.5/5 What do you like best about Gemini Enterprise Agent Platform? What I like most about Gemini Enterprise Agent Platform is how smoothly it lets our team build, test, and launch AI agents without having to wrestle with complicated setup work. It also gives us the flexibility to choose different AI models depending on the task, while still keeping our company data safe and private. On top of that, being able to connect agents directly into the tools we use every day, like Google Workspace, has saved us a lot of time by cutting down on repetitive work. Review collected by and hosted on G2.com. What do you dislike about Gemini Enterprise Agent Platform? While the platform is powerful, getting started can feel overwhelming especially if your team isn’t already familiar with Google Cloud Platform or with setting up complex permissions. The usage-based pricing can also be difficult to forecast as you build more agents and start handling larger data volumes. And although it integrates smoothly with Google tools, connecting it to non-Google software can take extra time and additional technical effort. Review collected by and hosted on G2.com. What problems is Gemini Enterprise Agent Platform solving and how is that benefiting you? Before we started using the platform, our team was spending far too much time on repetitive manual tasks and trying to stitch together separate AI tools. Gemini Enterprise Agent Platform addressed this by enabling us to build smart, custom AI agents that integrate directly into our day-to-day workflows while connecting to our company data in a safe way. As a result, it’s saved us hours of manual work each week, helped move projects along faster, and allowed us to focus on higher-value work instead of routine administrative tasks. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerSource: Organic ![Belhaje A.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Belhaje A.") BA Belhaje A. Administrative Professional Small-Business (50 or fewer emp.) 8/1/2026 Business partner of the seller or seller's competitor, not included in G2 scores. "Easy AI Agent Creation" 4.5/5 What do you like best about Gemini Enterprise Agent Platform? What I like most about Vertex AI Agent Builder is how easy it is to create AI-powered agents without extensive coding. The platform integrates well with Google Cloud services, provides powerful natural language capabilities, and offers flexible customization options. It helps automate customer interactions, improves productivity, and speeds up the development process while maintaining reliable performance. Review collected by and hosted on G2.com. What do you dislike about Gemini Enterprise Agent Platform? One downside is that the initial setup and configuration can be complex for new users, especially those without experience in Google Cloud. Some advanced features require additional learning, and pricing can become expensive as usage grows. I would also like to see more prebuilt templates and simpler documentation for beginners. Review collected by and hosted on G2.com. What problems is Gemini Enterprise Agent Platform solving and how is that benefiting you? Vertex AI Agent Builder helps us automate customer support and internal workflows by creating AI-powered agents that can answer questions, retrieve information, and handle repetitive tasks. This has reduced manual work, improved response times, and allowed our team to focus on more complex and high-value tasks. It has also made it easier to deliver consistent and accurate responses across different use cases. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: G2 invite ![Anil B.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Anil B.") AB Anil B. Fresher Small-Business (50 or fewer emp.) 7/31/2026 "Fast, Low-Code Conversational and Search App Development with Vertex AI Agent Builder." 4.5/5 What do you like best about Gemini Enterprise Agent Platform? The best part of Vertex AI Agent Builder, according to me, is that it facilitates the development of intelligent conversational and search apps very fast. The reason is its association with Google Cloud products and its capabilities in using generative AI models. In addition to that, the use of low-code development makes it even more easy to build intelligent applications. Review collected by and hosted on G2.com. What do you dislike about Gemini Enterprise Agent Platform? The disadvantage that I do not like about the Vertex AI Agent Builder is that some advanced features come with a high level of complexity for new users. The creation of complicated AI workflows requires some technical skill, and there is a risk that costs will go up as usage scales. Review collected by and hosted on G2.com. What problems is Gemini Enterprise Agent Platform solving and how is that benefiting you? Vertex AI Agent Builder helps address the problem of developing and deploying intelligent chatbots and searches efficiently without having to do lots of coding from scratch. It offers built-in capabilities of integrating data sources, managing conversation, and scaling AI applications. This will help me because I will be able to develop AI applications in less time, interact better with users, and deploy AI applications reliably and fast. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: Organic Review from User Profile ![Laxman T.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Laxman T.") LT Laxman T. Technology Lead Enterprise (\> 1000 emp.) 7/31/2026 Business partner of the seller or seller's competitor, not included in G2 scores. "Easy, Accurate Agent Building in Vertex AI—Fast and Serverless-Friendly" 4/5 What do you like best about Gemini Enterprise Agent Platform? Vertex AI Agent Builder is an agentic platform in GCP for creating agents using Google ADK. It’s easy to build agents in Vertex AI, with high accuracy and no latency. The Vertex AI Agent platform is also available in a serverless mode, which makes it convenient to deploy and run without managing infrastructure. Review collected by and hosted on G2.com. What do you dislike about Gemini Enterprise Agent Platform? Initially, it’s quite difficult to understand the overall architecture for building agents. Also, in some regions the Vertex Agent platform isn’t available, so we have to deploy in serverless mode instead. Review collected by and hosted on G2.com. What problems is Gemini Enterprise Agent Platform solving and how is that benefiting you? Vertex AI Agent Builder helps me build Google agents with high accuracy and no latency. With the Vertex AI Platform, I can choose Google models as well as partner models. Using Agent Platform Studio, I can build agentic apps and chatbots, and I can also view the generated code for the application. I can create agents, fine-tune the model, and evaluate it as needed. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: G2 invite ![agung z.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "agung z.") AZ agung z. Web Developer Small-Business (50 or fewer emp.) 7/25/2026 "Accelerated Our Enterprise AI Search Without the Infrastructure Headache" 4.5/5 What do you like best about Gemini Enterprise Agent Platform? What I value most about Vertex AI Agent Builder is how quickly it bridges the gap between raw internal data and fully functional AI agents without forcing us to manage complex underlying infrastructure. In our regular workflow, setting up grounding (RAG) and enterprise search used to take days of writing boilerplate retrieval logic and managing vector databases. With Agent Builder, connecting data stores directly to BigQuery or Cloud Storage takes just a few clicks in the UI, which has cut our initial prototyping time from weeks down to a couple of days. A few key aspects that stand out for me: Native Integrations & Grounding: The seamless connection with Google Cloud services and Google Search grounding is a game-changer. Our agents provide context-aware responses with minimal hallucination because they cite actual internal documents and live data. Performance & Intelligence: Having access to the Gemini model family right out of the box means the reasoning capabilities and function calling/tool execution are fast and accurate. UI/UX Balance: The visual console makes it easy to test prompts and tool hooks on the fly, while still giving us full SDK/API access when we need to code custom logic or orchestrate multi-agent flows. Onboarding & Support: The initial onboarding was surprisingly smooth thanks to GCP's extensive codelabs and documentation. Whenever we hit edge cases with API limits or SDK integration, Google Cloud support was responsive in resolving our tickets. Pricing & ROI: The pay-as-you-go pricing model gives us a solid return on investment (ROI). Instead of paying heavy upfront costs for self-hosted vector infrastructure, we only pay for actual query volumes and generation tokens, making operational costs predictable and scalable. Unexpected Benefit: The built-in security guardrails and IAM governance saved us huge amounts of time with our compliance checks, as we didn't have to build custom privacy filters from scratch. Review collected by and hosted on G2.com. What do you dislike about Gemini Enterprise Agent Platform? While Vertex AI Agent Builder is powerful, there are a few areas that could use improvement: Steep Initial Learning Curve: Understanding the nuances between Data Stores, Search Apps, and conversational Agent flows takes time. The terminology and conceptual overlaps inside GCP can feel overwhelming when setting up complex agent architectures for the first time. UI Limitations for Complex Orchestration: While the visual console is great for basic setups and quick testing, configuring deeply customized conditional logic, complex multi-step tools, or fine-grained conversation fallbacks still requires dropping back into code via the Python SDK or REST APIs. Documentation Gaps: Because features and Gemini updates roll out rapidly, some of the newer API features and integration edge-cases lack detailed code examples or end-to-end troubleshooting guides in the official documentation. Cost Visibility & Monitoring: Tracking real-time token usage and underlying search query costs across different environments (dev vs. prod) could be made more intuitive in the dashboard to avoid unexpected billing spikes during heavy testing. Review collected by and hosted on G2.com. What problems is Gemini Enterprise Agent Platform solving and how is that benefiting you? Before using Vertex AI Agent Builder, building enterprise-grade RAG pipelines and AI agents meant piecing together separate vector databases, custom embedding models, chunking logic, and orchestration frameworks like LangChain. Managing and syncing all that infrastructure took a massive chunk of our engineering time away from actual product features. Vertex AI Agent Builder solves this fragmentation by giving us an all-in-one managed service. It handles the heavy lifting of data indexing, grounding, and LLM orchestration natively inside Google Cloud. How this benefits us day-to-day: Faster Time-to-Market: We can ship functional AI search and conversational agents in days rather than spending months wiring up backend components. Reduced Technical Debt: Since Google manages the retrieval pipeline, scaling, and underlying model updates, our team doesn't have to worry about maintaining custom vector search servers or patching middleware integration bugs. Data Security & Governance: Being able to ground LLMs on internal company data while staying strictly within our GCP security perimeter (using existing IAM roles and compliance rules) solves a huge bottleneck for client and enterprise readiness. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: G2 invite ![Sanskar M.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Sanskar M.") SM Sanskar M. Business Development Executive Small-Business (50 or fewer emp.) 7/23/2026 "Fast, Enterprise-Ready AI Agents with Google Data Integration" 4.5/5 What do you like best about Gemini Enterprise Agent Platform? 1. Build fast - Create AI agents and chatbots without heavy coding 2. Uses Google data - Connects directly to Google Search, Docs, and your own data for accurate answers 3. Enterprise ready - Built-in safety, grounding, and scales on Google Cloud Benefit: You can go from idea to working AI agent in days, not months. Review collected by and hosted on G2.com. What do you dislike about Gemini Enterprise Agent Platform? 1. Google Cloud lock-in - Works best if you’re already on GCP. Harder if you use other clouds 2. Cost + complexity - Pricing can add up fast, and setup isn’t always simple for non-devs 3. Customization limits - Great for standard agents, but tricky if you need very custom logic or UI Bottom line: Fast to start, but you trade flexibility and pay more as you scale. Review collected by and hosted on G2.com. What problems is Gemini Enterprise Agent Platform solving and how is that benefiting you? 1. Slow AI development - Lets you build agents/chatbots without coding everything from scratch 2. Bad answers - Grounds agents in Google Search + your own data so responses are accurate 3. Hard to scale - Handles safety, deployment, and enterprise controls out of the box How it benefits: Teams can launch AI agents way faster, get more reliable answers for customers/employees, and don’t have to build all the infrastructure themselves. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: G2 invite ![Muhammed A.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Muhammed A.") MA Muhammed A. Technical Project Manager Information Technology and Services Small-Business (50 or fewer emp.) 7/24/2026 "Powerful Platform for Building Enterprise AI Agents" 4.5/5 What do you like best about Gemini Enterprise Agent Platform? Vertex AI Agent Builder makes it much easier to build, deploy, and manage AI-powered conversational agents without requiring extensive custom development. I particularly like its seamless integration with the Google Cloud ecosystem, support for enterprise data sources, and strong natural language understanding. The interface is well organized, deployment is straightforward, and the platform scales reliably for production workloads. Features like retrieval-augmented generation (RAG), flexible integrations, and built-in AI capabilities have significantly accelerated the development of intelligent applications while reducing implementation complexity. Review collected by and hosted on G2.com. What do you dislike about Gemini Enterprise Agent Platform? Vertex AI Agent Builder is a powerful platform, but it has a relatively steep learning curve for users who are new to Google Cloud services. Some advanced configuration and debugging tasks require familiarity with multiple Google Cloud products, which can make onboarding more complex. Pricing can also become difficult to estimate for larger deployments, and I'd like to see more built-in templates, clearer monitoring tools, and more detailed explanations of AI agent behavior during complex workflows. Review collected by and hosted on G2.com. What problems is Gemini Enterprise Agent Platform solving and how is that benefiting you? Vertex AI Agent Builder solves the challenge of building enterprise AI assistants and conversational applications without developing every component from scratch. It simplifies connecting AI agents to company data, APIs, and business workflows while providing scalable deployment on Google Cloud. This has reduced development time, accelerated prototyping, and made it easier to deliver intelligent applications that can answer questions, automate repetitive tasks, and improve user support, allowing the team to focus more on business logic than infrastructure. Review collected by and hosted on G2.com. Show More Our network of Icons are G2 members who are recognized for their outstanding contributions and commitment to helping others through their expertise.G2 IconCurrent UserValidated ReviewerSource: G2 invite ![Mr. Prakash G.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Mr. Prakash G.") MG Mr. Prakash G. Cloud Infrastructure Engineer Enterprise (\> 1000 emp.) 7/12/2026 "Easy to Use and Saves a Lot of Development Time" 4.5/5 What do you like best about Gemini Enterprise Agent Platform? I liked how easy it was to get started. I didn't have to spend a lot of time setting everything up, and the integration with Google Cloud services was pretty smooth. It made building and testing AI agents much faster than I expected, and I could focus more on the use case instead of the setup. Overall, it saved me a lot of time and felt straightforward to use. Review collected by and hosted on G2.com. What do you dislike about Gemini Enterprise Agent Platform? One thing I didn't like was that some of the configuration options can be a bit confusing at first, especially if you're new to Google Cloud. The documentation is helpful, but I still had to spend some time figuring things out. It would also be nice if the pricing was a little more straightforward and easier to estimate before deploying larger projects. Review collected by and hosted on G2.com. What problems is Gemini Enterprise Agent Platform solving and how is that benefiting you? Vertex AI Agent Builder has helped me build AI-powered applications much faster without having to create everything from scratch. It reduced the time I spent on setup and integration, so I could focus more on testing ideas and improving the user experience. Overall, it's made development more efficient and helped me deliver projects more quickly. Review collected by and hosted on G2.com. Show More 7/19/2026 Current UserValidated ReviewerIncentivizedSource: G2 invite ![Shrey Amitkumar P.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Shrey Amitkumar P.") SP Shrey Amitkumar P. Student Academic Assistant Small-Business (50 or fewer emp.) 7/9/2026 "Powerful, Fast, and Enterprise-Ready AI Agents with Strong Google Cloud Integrations" 4.5/5 What do you like best about Gemini Enterprise Agent Platform? Vertex AI Agent Builder delivers powerful enterprise utility despite a steep learning curve. The UI/UX is clean for basic prototyping but becomes cluttered when managing complex dialogue trees. Its Integrations are a major strength, providing secure, native connections to BigQuery, Google Cloud storage, and LangChain. Performance is fast and scalable, using a managed engine that automatically handles infrastructure and memory tracking. Pricing/ROI is highly efficient for enterprises by reducing development time, though consumption fees for high-volume RAG tasks can scale rapidly. Support/Onboarding offers deep technical documentation, but the initial conceptual setup remains complex for beginners. Lastly, its AI/Intelligence leverages Gemini models to provide excellent, context-aware reasoning backed by enterprise-grade data grounding. Review collected by and hosted on G2.com. What do you dislike about Gemini Enterprise Agent Platform? Vertex AI Agent Builder has a steep learning curve and strong Google Cloud ecosystem lock-in, which can make adoption challenging for beginners and for teams working across multiple clouds. The low-code interface is fine for straightforward prototypes, but once you start building more complex, multi-turn dialogue trees, the visual editor can become cluttered and harder to navigate, leading to frustration. On top of that, the initial onboarding experience leans heavily on dense technical documentation instead of more intuitive, guided setup walkthroughs. Finally, the consumption-based pricing model may result in unpredictable cost spikes, especially during periods of high-volume API usage and RAG processing. Review collected by and hosted on G2.com. What problems is Gemini Enterprise Agent Platform solving and how is that benefiting you? Vertex AI Agent Builder helps reduce the complexity of building enterprise AI by removing much of the boilerplate infrastructure code and offering native, secure connections to your data. For me, this translates into significantly less development time, scalability that’s available right away, and more accurate, context-aware customer interactions—all with minimal setup. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: G2 invite ![Jitendra Singh C.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Jitendra Singh C.") JC Jitendra Singh C. CTO/engineer Mid-Market (51-1000 emp.) 7/8/2026 "Vertex AI Agent Builder Delivers Enterprise-Grade, Production-Ready Results" 4/5 What do you like best about Gemini Enterprise Agent Platform? We use Vertex AI Agent Builder to build our internal agent for our administration and partners dashboard, and it makes the whole process very easy. There are many AI models available (Gemini), and the feature I like most is that it builds in a professional way. The output looks like an industrial standard, not like simple AI-generated code, and the overall quality feels solid. The UI is also simple. When we open it in Google Cloud, we can just type a prompt and it starts. Most of the time when working with AI, the biggest problem is explaining what we want in the prompt, but in the dashboard input box there’s a button to enhance the prompt with AI, and that feature is really impressive. The preview and file explorer are good too. It’s not only developer-friendly; normal users can also use it because it feels like a normal chat interface. Version control is another strong point. Without it, it’s hard to develop an app of anything. It’s normal to get some errors, but the auto-fix is good. Most of the time it doesn’t make errors, and sometimes it does a few, which is normal and not a big deal. The checkpoint restoration is very helpful as well. One more thing I like is the saving behavior. With a lot of builders, projects are auto-created and auto-saved, but here it’s better because if we want, then we save the project with one click. It’s not forced auto-save. Some people may think that’s not good, but for me, I like it. Overall, there are many things to mention, but the AI intelligence is very smart and matches industrial standards. It’s very good for an enterprise. For an industrial team, UI simplicity or complexity doesn’t matter too much because we are trained for it. The most important thing for me is the quality and accuracy. Review collected by and hosted on G2.com. What do you dislike about Gemini Enterprise Agent Platform? There are many good things about it, but it also has some cons. The cost is too high. I agree that it gives industrial, production-ready output, but for my team it becomes expensive very quickly. For example, if we work on it for 4 hours a day and get good industrial output, the cost is approximately 1k to 5k INR per employee. In a team of at least 50 people, which is normal, it becomes too expensive. That said, its understanding power is fantastic. However, by default it works with React and Vite. Even when we are building an app and I clearly mention it in the prompts, I don’t know why, but even if we strictly tell it, the first time it still builds in React or Vite. Also, the file explorer does not allow uploading a folder from the device. I think these things must be fixed. Overall, the generated output is good, but it takes too much time to process (thinking, etc.). Review collected by and hosted on G2.com. What problems is Gemini Enterprise Agent Platform solving and how is that benefiting you? There are many good things in it, and a few bad ones too, but overall it is good. It makes development easier and allows access to the smart models. The cost is high, but the cost breakdown summary is good and transparent. It does take more time to generate outputs than others, but the output is also better than others, which makes it worth it. It is easy to use and very simple, so even a beginner can use it easily, even the first time. Overall, it makes our development easier and faster, and it completed our work of 4 months in weeks, which sped up our project too much. Review collected by and hosted on G2.com. 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