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LLM Gateway vs Stardog Enterprise Knowledge Graph Platform 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
Stardog Enterprise Knowledg...
Ranking in AWS Marketplace
10th
Average Rating
7.6
Number of Reviews
2
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 Stardog Enterprise Knowledge Graph Platform is 0.4%, down from 0.7% compared to the previous year. It is calculated based on PeerSpot user engagement data.
AWS Marketplace Mindshare Distribution
ProductMindshare (%)
Stardog Enterprise Knowledge Graph Platform0.4%
LLM Gateway0.2%
Other99.4%
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.
Bhaumik Ganatra - PeerSpot reviewer
Senior Power BI consultant at a financial services firm with 1,001-5,000 employees
Rich graph queries have streamlined reporting but support still needs improvement
In my experience with Stardog Enterprise Knowledge Graph Platform, many graph platforms do not have a very user-friendly client experience. What I found was that Stardog Studio had a very rich client experience in which we were able to fire queries and do many things through drag-and-drop functionality. That was one of the best features I found in Stardog. The rich client experience and drag-and-drop functionality in Stardog Studio made my work easier because my main use case to use Stardog was to retrieve the data which I needed in my Power BI data model. I was using it to fire SPARQL queries and get the exact data that I wanted. One of the best features that I liked was whenever I fire a query, the query runs quicker because I am only getting the top 100 or top 1000 records for my result. If I wanted the full data in my result, I just needed to tweak it a bit and then I would get my full result. The other feature was being able to export that data in any format that I need. Stardog Enterprise Knowledge Graph Platform has positively impacted my organization since it has been used for more than four to five years, and everyone has been positively affected by the use of it. It was a tool that was used to store our very complex data in the form of data structure, and it was efficiently managed by Stardog.

Quotes from Members

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

Pros

"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."
"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."
"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."
"The best features LLM Gateway offers include cost optimization, multi-modal support, and authentication and authorization all in one place."
"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."
"They have beautifully built these AI capabilities, and they work very well."
"Stardog Enterprise Knowledge Graph Platform has positively impacted my organization since it has been used for more than four to five years, and everyone has been positively affected by the use of it."
 

Cons

"LLM Gateway is a strong platform, but there are a few areas where it could improve."
"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."
"A better interface and improved logs would enhance my experience 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."
"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."
"Regarding improvements, I think the pricing can be more competitive."
"My experience with customer support for Stardog Enterprise Knowledge Graph Platform was a bit weak because the problem that we told Stardog support was very basic, and they were not able to get an answer to that for months."
"Another software called Neo4j provides some more features compared to Stardog Enterprise Knowledge Graph Platform."
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Top Industries

By visitors reading reviews
Construction Company
23%
Comms Service Provider
10%
Wholesaler/Distributor
9%
Non Profit
6%
Insurance Company
22%
Construction Company
21%
Outsourcing Company
11%
Comms Service Provider
9%
 

Company Size

By reviewers
Large Enterprise
Midsize Enterprise
Small Business
By reviewers
Company SizeCount
Small Business3
Midsize Enterprise3
Large Enterprise2
No data available
 

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 needs improvement with Stardog Enterprise Knowledge Graph Platform?
I found that some of the documents are not up to date. Sometimes they update the software, but they do not update the documentation on time. This is one of the drawbacks I have seen. Another softwa...
What is your primary use case for Stardog Enterprise Knowledge Graph Platform?
Stardog Enterprise Knowledge Graph Platform is a knowledge graph platform where we store triples, which are RDF compliant data in the database. In the project, we have a home comfort domain with di...
What advice do you have for others considering Stardog Enterprise Knowledge Graph Platform?
I recommend using the AI capabilities more, as that will help you develop faster and more accurately. Using AI in Stardog Enterprise Knowledge Graph Platform is very useful. I would rate this revie...
 

Overview

Find out what your peers are saying about LLM Gateway vs. Stardog Enterprise Knowledge Graph Platform and other solutions. Updated: July 2026.
909,725 professionals have used our research since 2012.