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LLM Gateway vs Upbound Crossplane 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

LLM Gateway
Ranking in AWS Marketplace
18th
Average Rating
8.4
Number of Reviews
6
Ranking in other categories
No ranking in other categories
Upbound Crossplane
Ranking in AWS Marketplace
6th
Average Rating
8.6
Number of Reviews
8
Ranking in other categories
No ranking in other categories
 

Mindshare comparison

As of August 2026, in the AWS Marketplace category, the mindshare of LLM Gateway is 0.2%, down from 0.5% compared to the previous year. The mindshare of Upbound Crossplane is 0.3%, up from 0.3% compared to the previous year. It is calculated based on PeerSpot user engagement data.
AWS Marketplace Mindshare Distribution
ProductMindshare (%)
Upbound Crossplane0.3%
LLM Gateway0.2%
Other99.5%
AWS Marketplace
 

Featured Reviews

Akashkhurana Hirana - PeerSpot reviewer
Senior Software Engineer 2 at Porch
Centralized AI routing has strengthened data security and simplified multi-model workflows
The best features LLM Gateway offers include multi-provider AI access and the ability to access around 200 plus models available in the market. We just need to pass our key and set up this one, and it can access all the available models. Apart from this, it automatically routes the request based on context if we set it in LLM Gateway. Another feature is the automatic failover functionality where if something goes wrong, it redirects the request to another model. LLM Gateway also provides usage analytics with a dashboard where we can check the current usage of each model and see how many requests are going to each model. It persists data for around 30 days, so we can review usage over the last month. LLM Gateway can be self-hosted as well, which is beneficial for large companies with security concerns. I find multi-provider access and failover to be the most valuable features day-to-day. Multi-provider access integrates all available models, acting as a router between the application and LLM Gateway. If my application is using four different models, I only need to call LLM Gateway, which manages everything. We also do not need to share sensitive API keys, as the developer can directly call LLM Gateway, which handles everything seamlessly. The failover feature automatically redirects requests if something goes wrong in one model, and it is incredibly easy to configure. It does not take more than a minute to set up. One positive impact of LLM Gateway on my organization is reducing security risk. If we give API keys to everyone, they can misuse them outside the organization. However, we no longer share API keys, as users just need to call our LLM Gateway, and the API keys remain secret and contained within our on-premises setup. Security-wise, it has significantly reduced our organization's risk.
Diego Paradeda - PeerSpot reviewer
Senior Software Engineer at Philips
Automated infrastructure deployment has reduced our backend release time from days to hours
I found an issue with features that was difficult for me when we needed to retrieve some tags or IDs of a resource that we deployed using Upbound Crossplane, for example, the RDS. We encountered a problem where we needed to use the ID of the RDS in another document that we have, making it difficult to return this information using Upbound Crossplane deployment. I believe Upbound Crossplane could be improved by possibly having a feature that can return tags, IDs, or resources that were deployed inside AWS, such as needing to return the ID of the VPC that we create when using Upbound Crossplane. I think the current state of Upbound Crossplane is already good enough.

Quotes from Members

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

Pros

"We have seen a positive return on investment, reducing the time required to integrate new AI models by around 40 to 50 percent, cutting troubleshooting time by about 30 percent through centralized logging and monitoring, and improving service availability with automatic failover, which has reduced operational overhead and allowed the team to focus more on delivering new features rather than maintaining integrations, resulting in a clear ROI."
"LLM Gateway is a very efficient solution for what it proposes and I believe it is a solid option if you want to use something that is self-hosted and you can customize extensively."
"Since adopting LLM Gateway, the complexity of our projects has decreased, the security concerns have lessened, and I estimate it has saved us around 20-30% of our time."
"What I appreciate most about LLM Gateway is that there is no need to maintain multiple keys."
"The best features LLM Gateway offers include cost optimization, multi-modal support, and authentication and authorization all in one place."
"Together, we would estimate a twenty to twenty-five percent lift in engineering productivity on AI work, and from a business angle, new AI capabilities reach production about twenty-five to thirty percent faster because the plumbing is already in place."
"We went from having a 28-member troubleshooting team down to four to five members of the platform engineering team."
"Before choosing Upbound Crossplane, I evaluated various options, but I only found Upbound Crossplane to be the best choice."
"Upbound Crossplane has impacted our organization positively as it has been a transformative experience because the main thing about transformation is how we were able to make our lives easier as engineers."
"The best features Upbound Crossplane offers are infrastructure as Kubernetes APIs and self-service infrastructure, where developers can provision resources without cloud credentials, and its strong multi-cloud support that makes it useful in managing AWS, Azure, and GCP from a single control plane with valuable GitOps integration."
"Upbound Crossplane impacts my organization positively because, from our perspective, we need to rely on fewer resources."
"Upbound Crossplane has positively impacted our organization by allowing us to reduce our deployment time from three days to three hours for the entire back-end and entire infrastructure."
"When I provisioned PostgreSQL and S3 buckets through Crossplane, I noticed improvements in deployment speed, reliability, and team collaboration."
"The time required to complete an environment setup was reduced from about one or two weeks to forty to fifty minutes."
 

Cons

"If LLM Gateway could give us a facility or capability to create our own dashboards depending on our requirements, it would be helpful as an improvement."
"LLM Gateway is a strong platform, but there are a few areas where it could improve."
"Regarding improvements, I think the pricing can be more competitive."
"The single sign-on functionality being locked out for the enterprise plan is a significant downside, but it is something that can be worked around since LLM Gateway is an open-source project."
"A better interface and improved logs would enhance my experience with LLM Gateway."
"I see a few areas where LLM Gateway can be improved, including clearer cost guardrails and budget alerts that are more proactive, smoother project and workspace organization as the number of services grows, and more first-class support for prompt versioning and experiment tracking so that product teams can self-serve comparisons more easily."
"One area where Upbound Crossplane can be improved is with API rate limiting."
"Regarding Upbound Crossplane, I see room for enhancement in synchronizing the state file of Crossplane with Terraform, as 90% of organizations have generally implemented Terraform and have their own specific, environment-specific Terraform state files."
"I found an issue with features that was difficult for me when we needed to retrieve some tags or IDs of a resource that we deployed using Upbound Crossplane, for example, the RDS."
"The documentation needs to be updated regarding the needed improvements for Upbound Crossplane. There is very little documentation online, and there are no tutorials for Upbound Crossplane."
"However, one area of improvement is the learning curve, as Upbound Crossplane concepts such as providers, compositions, and claims can be difficult for beginners."
"Upbound Crossplane can be improved if they can add more AI agentic workflows."
"Upbound Crossplane was not stable in my experience."
"Regarding Upbound Crossplane's capabilities, I feel the governance and security is something which is lacking."
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Top Industries

By visitors reading reviews
Construction Company
23%
Comms Service Provider
10%
Wholesaler/Distributor
9%
Non Profit
6%
Construction Company
30%
Manufacturing Company
11%
Comms Service Provider
10%
Outsourcing Company
7%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business3
Midsize Enterprise3
Large Enterprise2
By reviewers
Company SizeCount
Small Business2
Midsize Enterprise2
Large Enterprise4
 

Questions from the Community

What is your experience regarding pricing and costs for LLM Gateway?
My experience with pricing, setup costs, and licensing for LLM Gateway is that it is reasonable and predictable for us. The setup was light, mostly involving integration and configuration rather th...
What needs improvement with LLM Gateway?
If LLM Gateway could give us a facility or capability to create our own dashboards depending on our requirements, it would be helpful as an improvement.
What is your primary use case for LLM Gateway?
My main use case for LLM Gateway is building an agentic system, a harness wherein we can build multiple use cases that will be supported mainly for PDLC and SDLC automation. Whenever we want to use...
What is your experience regarding pricing and costs for Upbound Crossplane?
I find the pricing, setup cost, and licensing of Upbound Crossplane very suitable for research and development.
What needs improvement with Upbound Crossplane?
One area where Upbound Crossplane can be improved is with API rate limiting. For instance, if we frequently send some data to a specific API to poll the latest status of machines, it can result in ...
What is your primary use case for Upbound Crossplane?
Upbound Crossplane connects the cloud APIs on cloud providers like GCP, AWS, and Azure. We need to maintain the network resources and the VM containers, and the VM instance that Upbound Crossplane ...
 

Overview

Find out what your peers are saying about LLM Gateway vs. Upbound Crossplane and other solutions. Updated: July 2026.
909,948 professionals have used our research since 2012.