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    Overview
    ProductRatingMost Used ByProduct SummaryStarting Price

    Gemini Enterprise Agent Platform

    Score8.9 out of 10
    N/AThe Gemini Enterprise Agent Platform is a fully-managed, unified environment designed for the development, orchestration, and governance of Autonomous AI Agents. The platform consolidates AI Studio, Agent Builder, and a diverse Model Garden to support the creation of complex, multi-agent systems grounded in enterprise data and business logic.

    $0

    Starting at

    Posit

    Score10 out of 10
    N/APosit, formerly RStudio, is a modular data science platform, combining open source and commercial products.N/A
    Pricing
    Gemini Enterprise Agent PlatformPosit
    Editions & Modules
    Imagen model for image generation
    $0.0001
    Starting at
    Text, chat, and code generation
    $0.0001
    per 1,000 characters
    Text data upload, training, deployment, prediction
    $0.05
    per hour
    Video data training and prediction
    $0.462
    per node hour
    Image data training, deployment, and prediction
    $1.375
    per node hour
    No answers on this topic
    Offerings
    Pricing Offerings
    Gemini Enterprise Agent PlatformPosit
    Free Trial
    YesYes
    Free/Freemium Version
    YesYes
    Premium Consulting/Integration Services
    NoNo
    Entry-level Setup FeeOptionalOptional
    Additional DetailsPricing is based on the Vertex AI tools and services, storage, compute, and Google Cloud resources used.—
    More Pricing Information
    Community Pulse
    Gemini Enterprise Agent PlatformPosit
    Considered Both Products
    Google
    No answer on this topic
    Posit (formerly RStudio)
    No answer on this topic
    Key User Insights
    Would buy again
    93%
    Would buy again
    14 Answers
    100%
    Would buy again
    44 Answers
    Delivers good value for the price
    92%
    Delivers good value for the price
    12 Answers
    100%
    Delivers good value for the price
    44 Answers
    Happy with the feature set
    87%
    Happy with the feature set
    13 Answers
    95%
    Happy with the feature set
    42 Answers
    Lived up to sales and marketing promises
    78%
    Lived up to sales and marketing promises
    7 Answers
    100%
    Lived up to sales and marketing promises
    28 Answers
    Implementation went as expected
    86%
    Implementation went as expected
    12 Answers
    97%
    Implementation went as expected
    38 Answers
    Features
    Gemini Enterprise Agent PlatformPosit
    AI Development
    Comparison of AI Development features of Gemini Enterprise Agent Platform and Posit
    Feature
    Gemini Enterprise Agent Platform
    8.6
    2 Ratings
    14% above category average
    Posit
    -
    Ratings
    Machine learning frameworks8.62 Ratings00 Ratings
    Data management9.12 Ratings00 Ratings
    Data monitoring and version control8.22 Ratings00 Ratings
    Automated model training9.12 Ratings00 Ratings
    Managed scaling7.72 Ratings00 Ratings
    Model deployment8.62 Ratings00 Ratings
    Security and compliance8.62 Ratings00 Ratings
    Platform Connectivity
    Comparison of Platform Connectivity features of Gemini Enterprise Agent Platform and Posit
    Feature
    Gemini Enterprise Agent Platform
    -
    Ratings
    Posit
    9.3
    27 Ratings
    11% above category average
    Connect to Multiple Data Sources00 Ratings8.026 Ratings
    Extend Existing Data Sources00 Ratings10.027 Ratings
    Automatic Data Format Detection00 Ratings10.026 Ratings
    Data Exploration
    Comparison of Data Exploration features of Gemini Enterprise Agent Platform and Posit
    Feature
    Gemini Enterprise Agent Platform
    -
    Ratings
    Posit
    9.0
    27 Ratings
    7% above category average
    Visualization00 Ratings8.027 Ratings
    Interactive Data Analysis00 Ratings10.024 Ratings
    Data Preparation
    Comparison of Data Preparation features of Gemini Enterprise Agent Platform and Posit
    Feature
    Gemini Enterprise Agent Platform
    -
    Ratings
    Posit
    10.0
    26 Ratings
    20% above category average
    Interactive Data Cleaning and Enrichment00 Ratings10.024 Ratings
    Data Transformations00 Ratings10.026 Ratings
    Platform Data Modeling
    Comparison of Platform Data Modeling features of Gemini Enterprise Agent Platform and Posit
    Feature
    Gemini Enterprise Agent Platform
    -
    Ratings
    Posit
    10.0
    22 Ratings
    17% above category average
    Multiple Model Development Languages and Tools00 Ratings10.022 Ratings
    Single platform for multiple model development00 Ratings10.022 Ratings
    Self-Service Model Delivery00 Ratings10.019 Ratings
    Model Deployment
    Comparison of Model Deployment features of Gemini Enterprise Agent Platform and Posit
    Feature
    Gemini Enterprise Agent Platform
    -
    Ratings
    Posit
    9.9
    18 Ratings
    15% above category average
    Flexible Model Publishing Options00 Ratings10.018 Ratings
    Security, Governance, and Cost Controls00 Ratings9.915 Ratings
    Best Alternatives
    Gemini Enterprise Agent PlatformPosit
    Small Businesses
    Saturn Cloud
    Score7.8 out of 10
    RapidMiner
    Score8.9 out of 10
    Medium-sized Companies
    DataRobot
    Score8.2 out of 10
    Anaconda
    Score8.8 out of 10
    Enterprises
    DataRobot
    Score8.2 out of 10
    IBM Watson Studio
    Score10 out of 10
    All AlternativesView all alternativesView all alternatives
    User Ratings
    Gemini Enterprise Agent PlatformPosit
    Likelihood to Recommend
    7.6
    (15 ratings)
    10.0
    (123 ratings)
    Likelihood to Renew
    -
    (0 ratings)
    9.7
    (17 ratings)
    Usability
    -
    (0 ratings)
    8.0
    (4 ratings)
    Availability
    -
    (0 ratings)
    9.4
    (3 ratings)
    Performance
    7.6
    (12 ratings)
    -
    (0 ratings)
    Support Rating
    -
    (0 ratings)
    8.9
    (9 ratings)
    Implementation Rating
    -
    (0 ratings)
    9.3
    (4 ratings)
    Configurability
    7.8
    (12 ratings)
    10.0
    (1 ratings)
    Product Scalability
    -
    (0 ratings)
    8.2
    (3 ratings)
    User Testimonials
    Gemini Enterprise Agent PlatformPosit
    Likelihood to Recommend
    Google
    we used Vertex AI on our automation process the model very useful and working as expected we have implemented in our monitoring phase this very helpful our analysis part. real time response is very effective and actively provide detailed overview about our products.this phase is well suited in our org. this model could not applicable for small level projects why because this model not needed for small level projects and without related resource of ML this model not useful. strictly on non cloud org not suitable means on pram not suitable
    Incentivized
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    Posit (formerly RStudio)
    In my humble opinion, if you are working on something related to Statistics, RStudio is your go-to tool. But if you are looking for something in Machine Learning, look out for Python. The beauty is that there are packages now by which you can write Python/SQL in R. Cross-platform functionality like such makes RStudio way ahead of its competition. A couple of chinks in RStudio armor are very small and can be considered as nagging just for the sake of argument. Other than completely based on programming language, I couldn't find significant drawbacks to using RStudio. It is one of the best free software available in the market at present.
    Incentivized
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    Pros
    Google
    • Vertex AI comes with support for LOTs of LLMs out of the box
    • MLOps tools are available that help to standardize operational aspects
    • Document AI is an out of the box feature that works just perfectly for our use cases of automating lots to tedious data extraction tasks from images as well as papers
    Incentivized
    Read full review
    Posit (formerly RStudio)
    • The support is incredibly professional and helpful, and they often go out of their way to help me when something doesn't work.
    • The one-click publishing from RStudio Connect is absolutely amazing, and I really like the way that it deploys your exact package versions, because otherwise, you can get in a terrible mess.
    • Python doesn't feel quite as native as R at the moment but I have definitely deployed stuff in R and Python that works beautifully which is really nice indeed.
    Incentivized
    Read full review
    Cons
    Google
    • Customization of AutoML models - A must needed capability to be able to tweak hyperparameters and also working with different models
    • Model Explainability -Providing more comprehensive explanations about how models are utilizing features could be very beneficial
    • Model versioning and experiments tracking - Enhancing the versioning capability could be good for end users
    Incentivized
    Read full review
    Posit (formerly RStudio)
    • Python integration is newer and still can be rough, especially with when using virtual environments.
    • RStudio Connect pricing feels very department focused, not quite an enterprise perspective.
    • Some of the RStudio packages don't follow conventional development guidelines (API breaking changes with minor version numbers) which can make supporting larger projects over longer timeframes difficult.
    Incentivized
    Read full review
    Likelihood to Renew
    Google
    No answers on this topic
    Posit (formerly RStudio)
    There is no viable alternative right now. The toolset is good and the functionality is increasing with every release. It is backed by regular releases and ongoing development by the RStudio team. There is good engagement with RStudio directly when support is required. Also there's a strong and growing community of developers who provide additional support and sample code.
    Incentivized
    Read full review
    Usability
    Google
    No answers on this topic
    Posit (formerly RStudio)
    For someone who learns how to use the software and picks up on the "language" of R, it's very easy to use. For beginners, it can be hard and might require a course, as well as the appropriate statistical training to understand what packages to use and when
    Incentivized
    Read full review
    Reliability and Availability
    Google
    No answers on this topic
    Posit (formerly RStudio)
    RStudio is very available and cheap to use. It needs to be updated every once in a while, but the updates tend to be quick and they do not hinder my ability to make progress. I have not experienced any RStudio outages, and I have used the application quite a bit for a variety of statistical analyses
    Incentivized
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    Performance
    Google
    Google is always top notch with their security and user interface performance. We use Google's entire suite in our business anyways, so using Vertex became second nature very quickly. I will say, though, that Google does need to come down on the price somewhat with their token allocation. Also, their UI is very robust, so it does require some time for training to really master it.
    Incentivized
    Read full review
    Posit (formerly RStudio)
    No answers on this topic
    Support Rating
    Google
    No answers on this topic
    Posit (formerly RStudio)
    Since R is trendy among statisticians, you can find lots of help from the data science/ stats communities. If you need help with anything related to RStudio or R, google it or search on StackOverflow, you might easily find the solution that you are looking for.
    Incentivized
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    Implementation Rating
    Google
    No answers on this topic
    Posit (formerly RStudio)
    We did it at the individual level: anyone willing to code in R can use it. No real deployment involved.
    Read full review
    Alternatives Considered
    Google
    We tend to adapt and use the platform that suits the customers needs the best. We return to Vertex AI because it is the most in-depth option out there so we can configure it any which way they want. However, it is not quick to market and constantly changing or updating it's feature-set. This makes it suitable for bigger customers that have the capital and time to spend on a bigger project that is well researched and not quick to market like some of the other options that feel like a light-version of this.
    Incentivized
    Read full review
    Posit (formerly RStudio)
    RStudio was provided as the most customizable. It was also strictly the most feature-rich as far as enabling our organization to script, run, and make use of R open-source packages in our data analysis workstreams. It also provided some support for python, which was useful when we had R heavy code with some python threaded in. Overall we picked Rstudio for the features it provided for our data analysis needs and the ability to interface with our existing resources.
    Incentivized
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    Scalability
    Google
    No answers on this topic
    Posit (formerly RStudio)
    RStudio is very scalable as a product. The issue I have is that it doesn't necessarily fit in nicely with the mainly Microsoft environment that everybody else is using. Having RStudio for us means dedicated servers and recruiting staff who know how to manage the environment. This isn't a fault of the product at all, it's just part of the data science landscape that we all have to put up with. Having said that RStudio is absolutely great for running on low spec servers and there are loads of options to handle concurrency, memory use, etc.
    Incentivized
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    Return on Investment
    Google
    • It is pay as you go model so it'll save more cost of your org. In our case previously we used to incurred 1-2L/Month now we are reduced it to 80k-1L.
    • It'll help you save your model training & model selection time as it provides pre-trained models in autoML.
    • It'll help you in terms of Security wherein we can use row level security access to authorized persons.
    Incentivized
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    Posit (formerly RStudio)
    • Using it for data science in a very big and old company, the most positive impact, from my point of view, has been the ability of spreading data culture across the group. Shortening the path from data to value.
    • Still it's hard to quantify economic benefits, we are struggling and it's a great point of attention, since splitting out the contribution of the single aspects of a project (and getting the RStudio pie) is complicated.
    • What is sure is that, in the long run, RStudio is boosting productivity and making the process in which is embedded more efficient (cost reduction).
    Incentivized
    Read full review
    ScreenShots

    Gemini Enterprise Agent Platform Screenshots

    Screenshot of an introduction to generative AI on Vertex AI - Vertex AI Studio offers a Google Cloud console tool for rapidly prototyping and testing generative AI models.Screenshot of gen AI for summarization, classification, and extraction - Text prompts can be created to handle any number of tasks with Vertex AI’s generative AI support. Some of the most common tasks are classification, summarization, and extraction. Vertex AI’s PaLM API for text can be used to design prompts with flexibility in terms of their structure and format.Screenshot of Custom ML training overview and documentation - An overview of the custom training workflow in Vertex AI, the benefits of custom training, and the various training options that are available. This page also details every step involved in the ML training workflow from preparing data to predictions.Screenshot of ML model training and creation -  A guide that shows how Vertex AI’s AutoML is used to create and train custom machine learning models with minimal effort and machine learning expertise.Screenshot of deployment for batch or online predictions - When using a model to solve a real-world problem, the Vertex AI prediction service can be used for batch and online predictions.

    Posit Screenshots

    Screenshot of Posit runs on most desktops or on a server and accessed over the webScreenshot of Posit supports authoring HTML, PDF, Word Documents, and slide showsScreenshot of Posit supports interactive graphics with Shiny and ggvisScreenshot of Shiny combines the computational power of R with the interactivity of the modern webScreenshot of Remote Interactive Sessions: Start R and Python processes from Posit Workbench within various systems such as Kubernetes and SLURM with Launcher.Screenshot of Jupyter: Author and edit Python code with Jupyter using the same Posit Workbench infrastructure.