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Amazon SageMaker vs Replicate comparison

 

Comparison Buyer's Guide

Executive Summary

Review summaries and opinions

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:
 

Categories and Ranking

Amazon SageMaker
Ranking in AI Development Platforms
5th
Average Rating
7.8
Reviews Sentiment
7.1
Number of Reviews
37
Ranking in other categories
Data Science Platforms (3rd)
Replicate
Ranking in AI Development Platforms
9th
Average Rating
8.0
Reviews Sentiment
5.4
Number of Reviews
1
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of May 2025, in the AI Development Platforms category, the mindshare of Amazon SageMaker is 5.5%, down from 8.5% compared to the previous year. The mindshare of Replicate is 10.5%, up from 2.3% compared to the previous year. It is calculated based on PeerSpot user engagement data.
AI Development Platforms
 

Featured Reviews

Saurabh Jaiswal - PeerSpot reviewer
Create innovative assistants with seamless data integration for large-scale projects
The various integration options available in Amazon SageMaker ( /products/amazon-sagemaker-reviews ), such as Firehose for connecting to data pipelines, are simple to use. Tools like AWS Glue ( /products/aws-glue-reviews ) integrate well for data transformations. The Databricks ( /products/databricks-reviews ) integration aids data scientists and engineers. SageMaker is fully managed, offers high availability, flexibility with TensorFlow ( /products/tensorflow-reviews ), PyTorch ( /products/pytorch-reviews ), and MXNet ( /products/mxnet-reviews ), and comes with pre-trained algorithms for forecasting, anomaly detection, and more.
reviewer2386686 - PeerSpot reviewer
Easy to use and good for disaster recovery planning
I use the tool for real-time data synchronization. Replicate is a beneficial tool for disaster recovery planning. The use cases attached to Replicate are very direct. I have used other products in the past, but they are not as efficient as Replicate. I feel Replicate is easier to use than other tools. Replicate has impacted our company's data integration processes by twenty to thirty percent. Overall, the product is easy to use. The product was also easy to configure. I recommend the product to others who plan to use it for real-time data integration. The product has been integrated into our company's existing infrastructure. I haven't done the integrations but I know that it was performed by someone else. I rate the tool an eight and a half out of ten.

Quotes from Members

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:
 

Pros

"The intuitive interface and streamlined user experience make it easy to navigate and set up various tools like Visual Studio Code or Jupyter Notebook."
"Allows you to create API endpoints."
"The solution's ability to improve work at my organization stems from the ensemble model and a combination of various models it provides."
"The most valuable features include the ML operations that allow for designing, deploying, testing, and evaluating models."
"The feature I found most valuable is the data catalog, as it assists with the lineage of data through the preparation pipeline."
"The most tool's valuable feature, in my experience, is hyperparameter tuning. It allows us to test different parameters for the same model in parallel, which helps us quickly identify the configuration that yields the highest accuracy. This parallel computing capability saves us a lot of time."
"The tool makes our ML model development a bit more efficient because everything is in one environment."
"The most valuable feature of Amazon SageMaker is SageMaker Studio."
"Replicate is a beneficial tool for disaster recovery planning."
 

Cons

"Improvement is needed in the no-code and low-code capabilities of Amazon SageMaker."
"When starting a new session, the waiting time can be quite long, ranging from two to five minutes."
"The training modules could be enhanced. We had to take in-person training to fully understand SageMaker, and while the trainers were great, I think more comprehensive online modules would be helpful."
"Lacking in some machine learning pipelines."
"In my opinion, one improvement for Amazon SageMaker would be to offer serverless GPUs. Currently, we incur costs on an hourly basis. It would be beneficial if the tool could provide pay-as-you-go pricing based on endpoints."
"While integration is available, there are concerns about how secure this integration is, particularly when exposing data to SageMaker."
"I would suggest that Amazon SageMaker provide free slots to allow customers to practice, such as a free slot to try out working with a Sandbox."
"Amazon SageMaker could improve in the area of hyperparameter tuning by offering more automated suggestions and tips during the tuning process."
"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."
 

Pricing and Cost Advice

"Databricks solution is less costly than Amazon SageMaker."
"The cost offers a pay-as-you-go pricing model. It depends on the instance that you do."
"The solution is relatively cheaper."
"In terms of pricing, I'd also rate it ten out of ten because it's been beneficial compared to other solutions."
"I would rate the solution's price a ten out of ten since it is very high."
"The support costs are 10% of the Amazon fees and it comes by default."
"The pricing is comparable."
"On average, customers pay about $300,000 USD per month."
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Top Industries

By visitors reading reviews
Financial Services Firm
18%
Computer Software Company
11%
Educational Organization
11%
Manufacturing Company
8%
Computer Software Company
15%
Comms Service Provider
12%
University
10%
Educational Organization
9%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
 

Questions from the Community

How would you compare Databricks vs Amazon SageMaker?
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...
What do you like most about Amazon SageMaker?
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 t...
What is your experience regarding pricing and costs for Amazon SageMaker?
The pricing is high, around an eight. However, SageMaker offers free trials for the first two months, allowing users to determine which features they need. It is considered value for money given it...
What do you like most about Replicate?
Replicate is a beneficial tool for disaster recovery planning.
What needs improvement with Replicate?
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,...
What is your primary use case for Replicate?
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...
 

Comparisons

 

Also Known As

AWS SageMaker, SageMaker
No data available
 

Overview

 

Sample Customers

DigitalGlobe, Thomson Reuters Center for AI and Cognitive Computing, Hotels.com, GE Healthcare, Tinder, Intuit
Information Not Available
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