TrustRadius: an HG Insights company

Save this comparison

Save this comparison

Add Product

Recommended Comparisons

    Overview
    ProductRatingMost Used ByProduct SummaryStarting Price

    Vertex AI

    Score8.7 out of 10
    N/AVertex AI on Google Cloud is an MLOps solution, used to build, deploy, and scale machine learning (ML) models with fully managed ML tools for any use case.

    $0

    Starting at

    Iguazio

    Score10 out of 10
    N/AIguazio, headquartered in Herzliya, provides a Data Science Platform to automate machine learning pipelines. It aims to accelerate the development, deployment and management of AI applications at scale, enabling data scientists to focus on delivering better, more accurate and more powerful solutions instead of spending their time on infrastructure. The platform is open and deployable anywhere - multi-cloud, on prem or edge. The vendor states Iguazio powers real-time data science applications for…N/A
    Pricing
    Vertex AIIguazio
    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
    Vertex AIIguazio
    Free Trial
    YesNo
    Free/Freemium Version
    YesNo
    Premium Consulting/Integration Services
    NoNo
    Entry-level Setup FeeOptionalNo setup fee
    Additional DetailsPricing is based on the Vertex AI tools and services, storage, compute, and Google Cloud resources used.—
    More Pricing Information
    Features
    Vertex AIIguazio
    Platform Connectivity
    Comparison of Platform Connectivity features of Vertex AI and Iguazio
    Feature
    Vertex AI
    -
    Ratings
    Iguazio
    9.9
    2 Ratings
    17% above category average
    Connect to Multiple Data Sources00 Ratings10.02 Ratings
    Extend Existing Data Sources00 Ratings10.02 Ratings
    Automatic Data Format Detection00 Ratings10.02 Ratings
    MDM Integration00 Ratings9.52 Ratings
    Data Exploration
    Comparison of Data Exploration features of Vertex AI and Iguazio
    Feature
    Vertex AI
    -
    Ratings
    Iguazio
    9.7
    2 Ratings
    15% above category average
    Visualization00 Ratings9.52 Ratings
    Interactive Data Analysis00 Ratings10.02 Ratings
    Data Preparation
    Comparison of Data Preparation features of Vertex AI and Iguazio
    Feature
    Vertex AI
    -
    Ratings
    Iguazio
    9.7
    2 Ratings
    17% above category average
    Interactive Data Cleaning and Enrichment00 Ratings10.02 Ratings
    Data Transformations00 Ratings9.52 Ratings
    Data Encryption00 Ratings9.52 Ratings
    Built-in Processors00 Ratings10.02 Ratings
    Platform Data Modeling
    Comparison of Platform Data Modeling features of Vertex AI and Iguazio
    Feature
    Vertex AI
    -
    Ratings
    Iguazio
    9.7
    2 Ratings
    15% above category average
    Multiple Model Development Languages and Tools00 Ratings10.02 Ratings
    Automated Machine Learning00 Ratings9.52 Ratings
    Single platform for multiple model development00 Ratings10.02 Ratings
    Self-Service Model Delivery00 Ratings9.52 Ratings
    Model Deployment
    Comparison of Model Deployment features of Vertex AI and Iguazio
    Feature
    Vertex AI
    -
    Ratings
    Iguazio
    9.7
    2 Ratings
    13% above category average
    Flexible Model Publishing Options00 Ratings10.02 Ratings
    Security, Governance, and Cost Controls00 Ratings9.52 Ratings
    Best Alternatives
    Vertex AIIguazio
    Small Businesses
    Saturn Cloud
    Score7.6 out of 10
    RapidMiner
    Score8.9 out of 10
    Medium-sized Companies
    DataRobot
    Score8.2 out of 10
    Anaconda
    Score8.1 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
    Vertex AIIguazio
    Likelihood to Recommend
    6.7
    (10 ratings)
    10.0
    (2 ratings)
    Performance
    7.3
    (7 ratings)
    -
    (0 ratings)
    Configurability
    6.9
    (7 ratings)
    -
    (0 ratings)
    User Testimonials
    Vertex AIIguazio
    Likelihood to Recommend
    Google
    Vertex AI seems to be a lot more accurate with image editing versus other competitors (including free one). We do a lot of image creation, especially of dogs in very certain scenarios. We use Adobe Stock to get us started, but many times we need some very specific edits done to the image. We've found Vertex can produce those with a lot more precision than other AI image generators.
    Incentivized
    Read full review
    Iguazio
    With Iguazio we are able to scale up our organisations AI infrastructure which us vital to meet business goals and accelerate time-to-time. We are also able to manage our ML pipeline end-to-end using a full-stack,user-friendly environment, feature-rich integrated feature store and powerful data transformation and real-time feature engineering capabilities.
    Incentivized
    Read full review
    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
    Iguazio
    • Dynamic scaling capacity.
    • Central Metadata management.
    • Data ingestion and preparation.
    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
    Iguazio
    • The user interface is not so much user-friendly, and easy-to-use, navigate.
    Incentivized
    Read full review
    Performance
    Google
    It's not always instant, but understandable when it's under heavy load. It's not impressive nor disappointing, just what is expected. But when calling this platform through API's for it to do the actions requested there is minimal delay and wait time. It feels very responsive and quick when integrating it with a call center chat platform for example.
    Incentivized
    Read full review
    Iguazio
    No answers on this topic
    Alternatives Considered
    Google
    Vertex AI is much more accessible to non-developers than IBM's product. Moreover, Vertex AI integrates well with other Google products, enhancing its capabilities. A big plus is its integration with cloud storage, that allows for better management and access of data. In all honesty, it wasn't much of a difficult choice to choose Vertex AI.
    Incentivized
    Read full review
    Iguazio
    Execution, experiment, data, model tracking, and automated deployment is done automatically through the MLRun serverless runtime engine. MLRun maintains a project hierarchy with strict membership and cross-team collaboration. End-to-end data governance is fully solidified and managed with authentication and identity management. Customers securely share data by providing access directly to it and not to copies.
    Incentivized
    Read full review
    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
    Read full review
    Iguazio
    • Is a fully integrated solution with a user-friendly portal.
    • Manage our ML pipeline end-to-end using Full-stack,user friendly environment.
    • Iguazio enables our teams to manage all artefacts throughout their lifecycle.
    • Enhance team work and collaboration in our teams.
    Incentivized
    Read full review
    ScreenShots

    Vertex AI 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.