Amazon SageMaker vs Replicate comparison

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Amazon Web Services (AWS) Logo
4,339 views|3,405 comparisons
84% willing to recommend
Replicate Logo
670 views|633 comparisons
100% willing to recommend
Comparison Buyer's Guide
Executive Summary

We performed a comparison between Amazon SageMaker and Replicate based on real PeerSpot user reviews.

Find out what your peers are saying about Microsoft, Google, TensorFlow and others in AI Development Platforms.
To learn more, read our detailed AI Development Platforms Report (Updated: May 2024).
771,212 professionals have used our research since 2012.
Featured Review
Quotes From Members
We asked business professionals to review the solutions they use.
Here are some excerpts of what they said:
Pros
"The few projects we have done have been promising.""The superb thing that SageMaker brings is that it wraps everything well. It's got the deployment, the whole framework.""The solution is easy to scale...The documentation and online community support have been sufficient for us so far.""The most valuable feature of Amazon SageMaker for me is the model deployment service.""Allows you to create API endpoints.""Feature Store, CodeCommit, versioning, model control, and CI/CD pipelines are the most valuable features in Amazon SageMaker.""The tool makes our ML model development a bit more efficient because everything is in one environment.""I have contacted the solution's technical support, and they were really good. I rate the technical support a ten out of ten."

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"Replicate is a beneficial tool for disaster recovery planning."

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Cons
"The payment and monitoring metrics are a bit confusing not only for Amazon SageMaker but also for the range of other products that fall under AWS, especially for a new user of the product.""Creating notebook instances for multiple users is pretty expensive in Amazon SageMaker.""There are other better solutions for large data, such as Databricks.""SageMaker would be improved with the addition of reporting services.""In general, improvements are needed on the performance side of the product's graphical user interface-related area since it consumes a lot of time for a user.""The documentation must be made clearer and more user-friendly.""I would say the IDE is quite immature, but it is still in its infancy, so I expect it to get better over time.""The product must provide better documentation."

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"I feel that the marketing activities of the product are an area of concern...Replicate is a very beneficial tool that should be marketed well enough in a good way."

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Pricing and Cost Advice
  • "The pricing is complicated as it is based on what kind of machines you are using, the type of storage, and the kind of computation."
  • "The support costs are 10% of the Amazon fees and it comes by default."
  • "SageMaker is worth the money for our use case."
  • "Databricks solution is less costly than Amazon SageMaker."
  • "I would rate the solution's price a ten out of ten since it is very high."
  • "There is no license required for the solution since you can use it on demand."
  • "I rate the pricing a five on a scale of one to ten, where one is the lowest price, and ten is the highest price. The solution is priced reasonably. There is no additional cost to be paid in excess of the standard licensing fees."
  • "You don't pay for Sagemaker. You only pay for the compute instances in your storage."
  • More Amazon SageMaker Pricing and Cost Advice →

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    Questions from the Community
    Top Answer:We researched AWS SageMaker, but in the end, we chose Databricks Databricks is a Unified Analytics Platform designed to accelerate innovation projects. It is based on Spark so it is very fast. It… more »
    Top Answer:We've had experience with unique ML projects using SageMaker. For example, we're developing a platform similar to ChatGPT that requires models. We utilize Amazon SageMaker to create endpoints for… more »
    Top Answer:Replicate is a beneficial tool for disaster recovery planning.
    Top Answer:I feel that the marketing activities of the product are an area of concern that needs to be taken care of from an improvement perspective. Replication was a tool that my company had never heard of, so… more »
    Top Answer:Basically, I came across Replicate while searching for an open-source LLM model. Regarding my use case, from a prompt I want to generate an output response token of 25k tokens driver, but currently… more »
    Ranking
    5th
    Views
    4,339
    Comparisons
    3,405
    Reviews
    11
    Average Words per Review
    536
    Rating
    7.2
    12th
    Views
    670
    Comparisons
    633
    Reviews
    1
    Average Words per Review
    727
    Rating
    8.0
    Comparisons
    Also Known As
    AWS SageMaker, SageMaker
    Learn More
    Overview

    Amazon SageMaker is a fully-managed platform that enables developers and data scientists to quickly and easily build, train, and deploy machine learning models at any scale. Amazon SageMaker removes all the barriers that typically slow down developers who want to use machine learning.

    All the latest open-source models are on Replicate. They’re not just demos — they all actually work and have production-ready APIs.
    AI shouldn’t be locked up inside academic papers and demos. Make it real by pushing it to Replicate.

    Sample Customers
    DigitalGlobe, Thomson Reuters Center for AI and Cognitive Computing, Hotels.com, GE Healthcare, Tinder, Intuit
    Information Not Available
    Top Industries
    REVIEWERS
    Computer Software Company22%
    Manufacturing Company11%
    Logistics Company11%
    Transportation Company11%
    VISITORS READING REVIEWS
    Financial Services Firm17%
    Educational Organization13%
    Computer Software Company11%
    Manufacturing Company7%
    VISITORS READING REVIEWS
    Computer Software Company14%
    University12%
    Educational Organization10%
    Manufacturing Company9%
    Company Size
    REVIEWERS
    Small Business15%
    Midsize Enterprise40%
    Large Enterprise45%
    VISITORS READING REVIEWS
    Small Business15%
    Midsize Enterprise17%
    Large Enterprise68%
    VISITORS READING REVIEWS
    Small Business28%
    Midsize Enterprise20%
    Large Enterprise52%
    Buyer's Guide
    AI Development Platforms
    May 2024
    Find out what your peers are saying about Microsoft, Google, TensorFlow and others in AI Development Platforms. Updated: May 2024.
    771,212 professionals have used our research since 2012.

    Amazon SageMaker is ranked 5th in AI Development Platforms with 19 reviews while Replicate is ranked 12th in AI Development Platforms with 1 review. Amazon SageMaker is rated 7.4, while Replicate is rated 8.0. The top reviewer of Amazon SageMaker writes "Easy to use and manage, but the documentation does not have a lot of information". On the other hand, the top reviewer of Replicate writes "Easy to use and good for disaster recovery planning". Amazon SageMaker is most compared with Databricks, Azure OpenAI, Google Vertex AI and Domino Data Science Platform, whereas Replicate is most compared with Hugging Face, Together Inference, Google Vertex AI and Azure OpenAI.

    See our list of best AI Development Platforms vendors.

    We monitor all AI Development Platforms reviews to prevent fraudulent reviews and keep review quality high. We do not post reviews by company employees or direct competitors. We validate each review for authenticity via cross-reference with LinkedIn, and personal follow-up with the reviewer when necessary.