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Prem Studio vs Spacelift 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

Prem Studio
Ranking in AI Software Development
22nd
Average Rating
10.0
Reviews Sentiment
1.0
Number of Reviews
2
Ranking in other categories
AI Development Platforms (18th)
Spacelift
Ranking in AI Software Development
18th
Average Rating
8.0
Reviews Sentiment
7.2
Number of Reviews
5
Ranking in other categories
Cloud Management (20th)
 

Featured Reviews

reviewer2760291 - PeerSpot reviewer
Head of AI at a consultancy with 1,001-5,000 employees
Has accelerated AI solution development through automated evaluation and fine-tuning
Prem Studio allowed me to easily automate and solve the complicated problem of exploring and identifying the best AI architecture for our problems. Prem Studio has a straightforward yet powerful approach to evaluate disparate AI architectures on our business problems and to accurately fine-tune the most promising ones. This significantly reduced time-to-market, almost by a factor of ten in my case, for solutions tailored and optimized for customer requirements and KPIs.
Sudheer Kumar Jamjam - PeerSpot reviewer
Technical Lead Cloud DevOps Engineer at Deloitte
Everything can be visibly managed, scheduling and state management features are pretty good
We've integrated it with source control management tools like GitLab and Bitbucket. The scheduling and state management features are pretty good using Spacelift. It integrates with tools like Terraform and Kubernetes for policies, but we haven't worked on the compliance part. Spacelift streamlines collaboration among our development and operations teams. We use it for CI/CD as well. It can handle automation strategies. Whenever you put your YAML files and integrate them with Spacelift, it will scan the code and show where you need to make changes.

Quotes from Members

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

Pros

"The dataset management feature and the managed finetuning are the most valuable because they save the most time."
"One key feature is the Spacelift policies, which we can attach to deployments to ensure compliance with our standards."
"Spacelift is like an extension of Terraform, where everything can be visibly managed."
"A valuable feature of Spacelift is that you can attach labels, and it is a modernized tool for infrastructure deployments. It is pull request-based, and you can see all the Terraform plan and apply logs on the pull request itself, which is not available across any other CI/CD tools."
"I appreciate that I just have to connect to my AWS account with my credentials, and Spacelift handles the rest."
"Knowing the HashiCorp Configuration Language (HCL) makes it easier to use without issues."
 

Cons

"The inference should be faster."
"In the free version, there's no straightforward way to be notified once a deployment is finished."
"If you are a small enterprise organization, below 500 people, I would not recommend it."
"Synchronization can be difficult when using older and newer versions with Kubernetes and HashiCorp."
"Spacelift currently lacks features that can help with complex type deployments and coordination for major deployments."
"The self-hosted version does not have a lot of features compared to the SaaS version, such as cloud integrations for Azure and GCP."
 

Pricing and Cost Advice

Information not available
"It is a bit expensive product."
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Top Industries

By visitors reading reviews
No data available
Financial Services Firm
13%
Manufacturing Company
11%
Computer Software Company
9%
Educational Organization
9%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
No data available
No data available
 

Questions from the Community

What is your primary use case for Prem Studio?
I use Prem Studio to finetune LLM models so that they answer the way I want.
What is your experience regarding pricing and costs for Spacelift?
I've never checked the pricing because I enjoy using it for free. Besides the notification feature, I haven't needed any paid features.
What needs improvement with Spacelift?
There are a few areas for improvement. For instance, getting notification webhooks is not easy. In the free version, there's no straightforward way to be notified once a deployment is finished. Spa...
What is your primary use case for Spacelift?
I use Spacelift to deploy my applications, particularly AWS applications and infrastructure to my personal AWS account.
 

Comparisons

No data available
 

Overview

Information not available
Find out what your peers are saying about Prem Studio vs. Spacelift and other solutions. Updated: December 2025.
881,114 professionals have used our research since 2012.